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L V- 37

Occupational Supply:
Concepts and Sources
of Data for Manpower Analysis
Bulletin 1816
Bureau of Labor Statistics


Occupational Supply:
Concepts and Sources
of Data for Manpower Analysis
Bulletin 1816

Peter J. Brennan, Secretary
Julius Shiskin, Commissioner


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A primary goal of manpower policy is to avert imbalances between supply of and
demand for workers with specific skills. Efforts to achieve this goal rely on the
availability of adequate information about the number of workers required—demand—
and the number available—supply—in an occupation. Although much effort has been
expended in estimating and analyzing demand, supply has received relatively little
attention. This study reviews the current state o f occupational supply information,
including uses of such information, conceptual problems, how information requirements
vary among occupations with different skill and economic characteristics, and the
availability of data to carry out good supply analyses. Recommendations for future
research and data collection activities also are offered. Though the discussion
concentrates on Federal activities, and emphasizes analysis of the effect of Federal
programs and policies on manpower, the concepts and analyses presented are applicable
to State and local manpower activities as well.
This bulletin was prepared with funds provided by the Office of Policy Evaluation
and Research of the Manpower Administration, U.S. Department of Labor, and the
Division of Science Resources Studies, National Science Foundation, to study the
impact of Federal expenditures on employment. The bulletin was prepared by Dixie
Sommers of the Division of Manpower and Occupational Outlook, Office of Manpower
Structure and Trends.



Introduction. The uses of supply inform ation.........................................................................................


Chapter 1. A model o f occupational supply structure............................................................................
Description of the m o d el..........................................................................................................................
Using the m o d el............................................................................................................................................


Chapter 2. A functional model of occupational supply....................................................................
Using a functional m o d e l..........................................................................................................................
Elasticity ...................................................................................................................................................... 10
Identifying shortages and surpluses ..................................................................................................... 12
Chapter 3. Available supply data ................................................................................................................. 14
Current supply............................................................................................................................................. 14
Occupational training d a ta ...................................................................................................................... 19
Followup d a ta ............................................................................................................................................. 21
Occupational transfers............................................................................................................................... 22
Geographic transfers.................................................................................................................................. 24
Entrants from outside the labor force.................................................................................................. 24
Separations from the labor force and deaths .................................................................................... 25
Occupational earnings............................................................................................................................... 26
Analytical stud ies....................................................................................................................................... 27
Chapter 4. Directions for the fu tu r e ...........................................................................................................




Chart 1.

Rows of workers into and out of an occupation....................................................................



Introduction. The Uses of Supply Information
This bulletin focuses on approaches to studying
occupational supply that will produce information
needed for decisionmaking in manpower policy and
planning, educational planning, and vocational guidance
and counseling. Decisionmakers in these activities
require a basic core of information on supply. In order
to develop effective policies for avoiding potential
supply-demand imbalances by altering supply condi­
tions, they also need analysis of the factors that
influence supply.
Many forms of government action affecting the
supply of workers can be used to correct supply-demand
imbalances. The training of new workers in particular
occupations can be expanded or contracted. Trained
workers outside the labor force, especially women, can
be attracted into the market to fill demand. Occupa­
tional and geographic mobility can be increased through
retraining, relocation allowances, and job information
Selecting the proper type of action and designing an
effective program to carry it out depend in part on
obtaining adequate information. Policymakers must be
able to identify and measure supply-demand imbalances,
sometimes by region and industry as well as by
occupation. They need to know the number of workers
currently available, what occupations to train workers
for, how to train them, how many to train, and where to
help workers relocate. They must understand the occu­
pation’s supply structure—how workers enter the occu­
pation, how long their training takes, where they come
from, and why they leave. They also need to understand
how supply responds to wage levels, union rules, pension
plans, licensing regulations, and other economic and
noneconomic factors.
The need for supply information has been recognized
by the government in a variety of ways. In manpower
legislation, for example, both the Manpower Develop­
ment and Training Act of 1962 (MDTA) and the
Comprehensive Employment and Training Act of 1973
specify that program planners must show evidence that
shortages exist in the occupations for which they wish to
offer training. Despite Federal and State efforts, how­
ever, one of the major difficulties in implementing such

legislation has been the inability of planners to define
and identify skill shortages.1
An area of government manpower policy that has
been increasing in importance is an assessment of the
supply of specific kinds of workers to see if supply is in
line with the demand generated by the impact of
government expenditures or policies. Such information
can help planners determine whether sufficient supply
will be available when needed, if supply can expand or
contract easily in response to government policy, and, if
it cannot, what specific labor force problems stemming
from supply-demand imbalances need to be resolved.
The need for assessing what manpower is required to
implement specific government programs was recognized
during the past decade. The Federal effort in health care
is a major example. National health proposals of both
the Johnson and Nixon administrations recognized that
providing better health care requires not only a financing
system but also more workers in health occupations to
meet the demand generated in part by Federal pro­
grams.2 Health legislation, therefore, included not only
programs such as Medicare and Medicaid that increased
the availability of health services, but also provided for
continuing studies of the health manpower situation and
increased funds for training in the Nurse Training Act of
1964 and the Comprehensive Health Manpower Training
Act of 1971. Actions to increase supply were based on
manpower studies, although not on formal impact
Use of supply information in educational planning
occurs primarily at the State and local levels in both
public and private institutions. Planners rely on a variety
of criteria in selecting and financing programs. Man1 See “Evaluation of the Effectiveness of Institutional
Manpower Training in Meeting Employer’s Needs in Skills
Shortage Occupations” (Salt Lake City, Utah: Olympus
Research Corp., June 1972), mimeo.
2 See, for example, Report of the National Advisory
Commission on Health Manpower (Washington: Government
Printing Office, 1967), 2 vols., and Health Message from the
President of the United States, Relation to Building a National
Health Strategy (92d Cong, 1st sess., House Document No.
92-49, 1971).

together with information on demand to help the
counselee find an occupation in which he has a
reasonable chance of finding employment.
This bulletin is designed to aid researchers investigat­
ing specific aspects of supply by providing background
for conducting supply analyses. While the report pro­
vides conceptual background, it does not present actual
methods for analysis. The reader is referred to the
methodological studies and analyses of individual occu­
pations listed in the final section of the bibliography.
The first chapter presents a model o f supply useful
for studying the structure of supply in any given
occupation. The second chapter explores ways of analyz­
ing supply behavior within the framework of traditional
labor market economics. Chapter 3 discusses existing
3 For elaboration of the role of manpower information in data available for using the analytical models presented
vocational-education planning, see Robert C. Young, William in
chapters 1 and 2. The concluding chapter presents
Clive, and Benton Miles, Vocational Education Planning: Man­
for basic research on supply that will
power Priorities and Dollars (Columbus: The Ohio State Uni­
versity, Center for Vocational and Technical Education, 1972). lead to better supply information.

power criteria are more important to planners respon­
sible for specific types of occupational training, such as
vocational education, apprenticeship, on-the-job training
programs, and some areas of higher education, than to
planners concerned with general education. Occupa­
tional supply-demand information is useful in deter­
mining what kinds of training to offer during periods of
contracting or expanding demand, so that graduates will
be able to find jobs and the economy will have adequate
supplies of skilled manpower. 3 Educational planners also
are concerned with the supply of teachers and other
personnel required to carry out programs. In vocational
guidance and counseling, supply information is used

Chapter 1. A Model of Occupational Supply Structure

This chapter presents a model that illustrates the flow
of workers into and out of an occupation. The model
provides a framework for analyzing an occupation’s
supply structure and identifying the factors affecting the
structure. It helps answer such questions as: What skills
are required? Where do entrants learn the skills? How
many workers can be expected to enter the occupation?
What are the barriers to entry? How many workers will
leave the occupation?
In the model described here, supply is defined in
terms of the number of individuals working or seeking
work in an occupation at a given time. This definition is
different from the textbook concept of supply, which
describes a functional relationship between wages and
workers’ willingness to offer their services. Analysis of
functional relationships, however, is crucial to an under­
standing of the factors that influence supply and is
discussed in chapter 2.

The model of supply structure illustrated in chart 1
describes the flow of workers into an occupation from
various sources and out of an occupation for various
reasons. Although not noted on the chart, workers also
may move between the sources of entry or separation. A
graduate of a specific training program, for example,
may remain outside the labor force for a while before
entering an occupation. To avoid confusion in statistical
presentations, each entrant is classified according to his
status at the time of entry. The time frame for most
analyses is a calendar year, although other periods such
as quarters or academic years may be used if suitable
data are available. The following text describes each
aspect of the chart.
A. Current supply

Current supply is often defined as current employ­
ment, primarily because current employment is often
the only available information. However, this definition
is inaccurate because employment levels result from the
interaction of both supply and demand.

Current supply properly includes the number of
workers employed plus the number of unemployed
persons seeking work in the occupation at a given time.
Including the unemployed provides a more complete
indication of the actual number of workers available in
the occupation.
An alternative supply concept, “potential supply,’’
would include, in addition to the current supply defined
above, persons qualified for the occupation who are not
members of the current supply. For example, certified
teachers who are working in other occupations or who
are out of the labor force would be part of the potential
supply of teachers because, under certain circumstances,
they may enter the current supply of teachers by
searching for a teaching job. The potential supply
concept is especially important in considering occupa­
tions with a shortage or a surplus. In a shortage
situation, the potential supply represents a means of
relieving the shortage by attracting the potential supply
into the current supply of workers. In a surplus, the
potential supply may represent the underemployment of
trained workers.
Although the discussion in this chapter refers only to
the number of persons employed and unemployed, the
definition can be refined to represent the number of
hours, man-days, or man-years of work supplied. Such a
refinement may be important when analyzing occupa­
tions with large proportions of part-time or seasonal
B. Entries

1. Entries from specific training programs include
persons who have completed training designed to qualify
them for a specific occupation. This group includes, for
example, engineering graduates who enter engineering
and vocational school trainees completing automotive
mechanics courses who become automobile mechanics.
In some occupations specific training programs are
the most important or the only source of entrants. For
example, medical and dental schools are the primary
sources of new physicians and dentists. Supply analysis
for such occupations will concentrate on the number of


enrollments, the proportion of enrollees who complete force in the occupation, and sometimes on occupational
the training, and the rate of entry of graduates into the hazards and diseases.
4. Separations from emigration include workers who
Entries from other training programs include move out of the country. In a State or local area, this
graduates of programs that provide training not directly group includes workers who migrate to other States or
related to the occupation, such as mathematics graduates areas. In statistical analyses migrants can be counted as
who enter jobs in engineering or economics. Dropouts outmigrants from one area and as immigrants to another
from specific training programs who are qualified for area. National patterns of emigration are important in
other occupations, such as engineering dropouts who only a few occupations, usually highly skilled occupa­
become technicians, are also included in this group. tions such as the scientists who emigrated from Europe
Entries who are transfers from other occupa­during the so-called “brain drain.” On the State and
tions may come from several sources: upgrading (e.g., local levels, however, outmigrants may constitute a
technician to engineer), transfers from related occupa­ significant loss of manpower.
tions (e.g., automobile mechanic to farm equipment
mechanic), and transfers from unrelated occupations
(e.g., teacher to salesman).
4. Entries from outside the labor force include
The step-by-step use of the structural supply model
workers with the necessary training who have been out
of the labor force for some period. They may be presented here illustrates its application to supply
reentrants, or new entrants with no previous experience. analysis and describes a complete set of data. Emphasis
This group is made up almost entirely of women who is placed on the types of information and data required.
have left the labor force for family responsibilities, and Because complete information is rarely available for
therefore is an important source of supply in teaching, actual supply analysis, some attention also is given to the
nursing, and other occupations composed primarily of relative importance of each type of data.
women. Veterans, retirees who return to work, and
persons leaving institutions such as prisons are also Specifying the model
included in this group.
The first task in using the structural model is to
5. Entries from immigration include workers who
enter an occupation after moving into the country. In a specify the geographic area, occupational coverage, and
State or local area, this group includes migrants from the time frame of the analysis. A properly specified
other States or areas. 4 An important type of immigrant model serves as a framework for determining the type
or migrant is the individual who worked in the occupa­ and detail of data required.
Specifying the model requires a thorough examina­
tion before moving into the area. Immigrants are
important nationally only in a few occupations, but tion of the occupation’s skill content, traditional train­
migrants may be an important source of supply to a ing and hiring requirements, institutional characteristics
such as unionism and licensure, personal characteristics
local or regional labor market.
of the workers, and a variety of other qualitative and
quantitative factors.
C. Separations
The initial investigation may indicate that the occupa­
is not readily adaptable to structural analysis. If the
1. Transfers to other occupations include workers
required are minimal or quickly learned, the
who leave the occupation to enter another occupation.
of supply are probably so diverse that the model
A technician who is upgraded to an engineer, for
extremely difficult to specify. Also, diversity
example, is a transfer out of the supply of technicians as
that the skill content is not well defined.
well as a transfer into engineering.
collecting information on how workers
2. Workers may transfer out o f the labor force for a
skills and on the number of workers
variety of reasons. Many women leave because of
source are complicated by a greater
marriage or birth of children, older workers retire, young
of training. Furthermore, supply
men leave to enter the Armed Forces, and some workers
most difficult to analyze, such
leave because of illness, injury, or inability to find
are likely to become more
of typists, for example,
3. Separations because of deaths are usually stated as
a rate or proportion of all workers in the occupation.
4 Commuters, i.e., persons who live in one State or area but
The death rate depends primarily on the age of the work work in another, are not included as migrants.

may include all persons in and out of the labor force
who know how to type. Unless workers are barred by
discrimination, geographic immobility, lack of informa­
tion, or other barriers, they move in and out of such
occupations as job opportunities and relative wages

Defining the geographic area. In general the geographic

definition should approximate the economic labor mar­
ket area applicable to the particular occupation. The
economic labor market area may be defined as the area
within which workers compete for jobs and employers
compete for workers.
Although the economic labor market area for most
occupations is local in nature, market areas for some
occupations may encompass larger State or regional
areas, or even the entire Nation. Occupations with
regional or national market areas are generally those
requiring extensive training, such as airplane pilots or
college teachers. Large market areas also apply to some
occupations with very specialized skills employed in
major construction projects such as subways, bridges,
and tunnels.
The ultimate usefulness of the analysis is likely to be
affected if the area is improperly defined. If the area is
too narrowly defined, workers who are part of the
economic labor market area may not be included; if the
area is too broadly defined, workers outside the market
area will be included and may conceal actual supply
patterns. Analysis of the supply of clerical workers in
Washington, D.C., for example, would exclude large
numbers of commuters if the definition were restricted
to the District of Columbia and excluded surrounding
areas in Virginia and Maryland. On the other hand, too
broad a definition, e.g., including the entire States of
Maryland and Virginia, would count persons who are
really part of the supply for other labor market areas.
Most users will find their flexibility in defining the
geographic area severely limited, since most data collec­
tion is conducted within politically defined boundaries.
Also, supply analysis usually is undertaken to design or
evaluate a program for a specific area with arbitrary
political boundaries, such as a county or State. In cases
where the analysis requires data for an economic area
that does not match the political unit for which data are
available, the alternative is to select the unit or combina­
tion of units that best approximates the area under
analysis. In the example of Washington, D.C., the
Standard Metropolitan Statistical Area probably approx­
imates the economic labor market area for most occupa­

Defining the occupation. Flexibility in defining the

occupation is usually limited because, unless new data
collection is undertaken, the definitions in existing data
must be used. Although many data are classified
according to established systems such as the Census
Classified Index of Industries and Occupations or the
Dictionary of Occupational Titles, a variety of other
classification systems are also used, sometimes applicable
only to a single survey. The Office of Management and
Budget, in cooperation with other Federal agencies, is
currently developing the Standard Occupational Classifi­
cation System which will eventually be used in all
Federal collection of occupational data.5
Selecting the appropriate definition usually involves
choosing from among various levels of skill, or between
limited and broad areas of specialty. The criteria for
selection depend mainly on the particular use of the
analysis. Education planners, for example, may wish to
focus on the supply of workers with a certain level of
education. Unions and professional associations may be
interested only in the supply of licensed or certified
workers. Manpower analysts assessing the impact of a
policy or program may sometimes wish to concentrate
on workers with narrowly specialized skills, and at other
times on those with a broad range of skills.
Care must be used in selecting a definition. One that
is too narrow may lead to overly complicated problems
of identifying related training and measuring occupa­
tional transfers. Analyzing the supply of chemical
engineers, for example, would require data not only on
graduates with chemical engineering degrees, but infor­
mation on transfers between different types of engineer­
ing specialties. Because such transfers occur in fairly
large numbers and are difficult to measure statistically, it
is doubtful that analyzing narrow engineering specialties
would provide much significant information on the
supply in any one specialty.
Too broad a definition, on the other hand, may fail
to produce meaningful supply information, especially
information for planning specific education and training
programs. For example, while information on the total
supply of college graduates may be useful for some types
of educational planning, it is of little use in determining
the allocation of funds among different types of degree
5 For discussion of economic criteria of occupational classi­
fication, principally high elasticity of technical substitution
among members of an occupational class, see Glen Cain, W. Lee
Hansen, and Burton A. Weisbrod, “Classification of Occupa­
tions: Some Problems of Economic Interpretation,” Proceedings,
American Statistical Association, 1969, pp. 199-203. The rela­
tionship between occupational definitions and wage cross­
elasticities is discussed in chapter 2 of this bulletin.

Defining the time frame. The appropriate time frame

interpreted to avoid using information that is biased
because of special interests.
Another method of identifying specific sources of
entrants is to examine the characteristics of workers
already employed in the occupation. Such information is
more likely to reflect actual entry patterns than the
biases of interview respondents, especially when identi­
fying occupational transfers and entrants with related
training. The investigation should be concerned with the
workers’ skills, their training and experience, and their
type of entry (occupational transfer or labor force
reentrant, for example). Complete training information
would identify the specific and related training by
length, content, type of program, type of institution,
and degree or certificate received. Additional data on
personal characteristics of entrants such as age and sex,
on the reasons for reentry of persons outside the labor
force, and on the previous occupations of occupational
Estimating current supply
transfers are useful for identifying and analyzing pat­
terns of entry, reentry, and transfer.
Estimates of current supply should include the
Once the sources of entry have been identified,
number of persons employed and the number seeking data must be obtained on the number of entrants from
work in the occupation. The availability of employment each source. Historical estimates are required for analysis
data is essential to supply analysis, while unemployment and projection purposes.
data can be more easily omitted because the unem­
Information on the number of entrants from each
ployed are generally a small proportion of total supply. source
of specific or related training usually includes
However, omission of information on unemployment several kinds
of data. First, the number of graduates or
deprives the user of one of the best indicators of training completions
during the appropriate time period
surplus/shortage conditions.
must be known. Second, the number of graduates who
actually enter the occupation must be known. These two
quantities are then used to compute an entry rate. In
Identifying and estimating entries
some cases entry rates must take into account graduates
Several methods are useful for identifying the training who are already employed in the occupation before they
requirements and the significant sources of entries in an complete their training, and who therefore cannot be
occupation. Each is based on the description of skills counted as new entrants. Third, complete analysis of
and job duties set forth in the occupational definition entries requires information on factors affecting entry
and on information about traditional entry patterns.
rates, such as relative wages or job opportunities. These
Employer interviews are one source of data. Employ­ factors may then be taken into account in projecting
ers describe their hiring requirements, listing the specific entry rates under different conditions.
skills needed, the acceptable qualifications, and the kind
Estimating entries from occupational transfers re­
of on-the-job training provided. Data obtained from quires longitudinal data that identify the types of
employers must be interpreted with care, however. transfers and allow the development of rates of transfer
Employers may set forth the desired hiring standards— into and out of the appropriate occupations. These data
what kinds of workers they would like to hire—instead may be reduced to flows of workers into the occupation
of the standards they actually use. Also, hiring standards over a given time, such as average annual flows.
are flexible. Comprehensive analysis requires informa­
Estimating entries from outside the labor force
tion on how and why employers change hiring standards requires information on the “pool” of individuals from
and internal job structures as labor market conditions which entrants come, and rates of entry. The pool is the
difference between the current supply and the potential
Labor unions, professional associations, government supply defined earlier, and includes all persons outside
regulatory or licensing agencies, and similar organiza­ the labor force who are qualified for the occupation by
tions can also be sources of data on skill requirements their training or experience. For example, a woman
and entry qualifications. Again, data must be carefully trained as a teacher who remains outside the labor force
will depend on the user’s needs and the availability of
data. “Snapshot” or one-point-in-time analysis, requiring
data for only one period, may provide sufficient
information for identifying immediate supply problems
and for a few other uses.
However, because most users are concerned with
planning for the future, they require projected infor­
mation on supply conditions. The preparation of projec­
tions usually depends on the availability of enough
historical data for trend analysis. Ideally, the data should
permit analysis of the flows of workers into and out of
the occupation through a span of time long enough to
measure rates of flow with reasonable reliability, and to
observe how these rates change in response to various

is part of the pool for teachers. Newly discharged
members of the Armed Forces may become members of
the pool for the occupations their military training
qualifies them to enter.
Measuring the number of entrants from immigration
requires data on the occupations of individuals entering
the country from abroad, as well as some information or
assumption about their expected participation in the
labor force. On the State and local levels, much more
detailed data are required on migration into and out of
the area, and on the labor force and population
characteristics of migrants.
In the absence of detailed data on immigration and
outmigration, a residual method may be employed to
estimate net migration. If all other components of the
change in supply from one period to the next can be
measured, net migration is assumed to be equal to the
difference between the observed change in supply and
the changes accounted for by the other components.6
Identifying and estimating separations

Identifying types of separation is a much less com­

plex matter than identifying sources of entry, since there
are only four possible types of separation: occupational
transfers, labor force separations, deaths, and emigra­
tion. Of these four, occupational transfers and emigra­
tion are likely to be the most difficult to identify.
Occupational transfers and emigration may be han­
dled by using simple rates of separation, requiring data
on the proportion of those workers who transfer out
each year. Although data are not always available, a
more complete analysis would require identification of
the occupations and areas to which workers transfer,
rates of transfer for each occupation, and data on the
characteristics of the transfers and the reasons they
Deaths and labor force separations can generally be
estimated by applying rates of separation to the total
supply. Methods and data requirements for developing
the rates are described in chapter 3.

6 A similar method was used by Jaffe and Carleton to
measure occupational mobility. See ch. 3, p. 24.

Chapter 2. A Functional Model of Occupational Supply
Manpower and educational policies are often intend­
ed to treat problems arising from labor markets oper­
ating under a variety of imperfections, such as lack of
knowledge on the part of workers and employers,
barriers to occupational and geographic mobility, and
other conditions. To devise effective policies, therefore,
decisionmakers need to know how an occupational
market functions as well as what the supply structure is.
They need to know why entry and separation rates vary,
what causes shortages or surpluses, and how workers
react to changing wages, job opportunities, and working
Analysis of supply behavior requires a functional
model of the occupational labor market derived from
traditional price theory. This type of model expresses
supply as the relationship between the wage rate and the
number of workers willing to work. Functional models
range in complexity from a simple graph of supply and
demand curves to an econometric system expressed in
mathematical form. Regardless of their complexity,
however, all functional supply models share one charac­
teristic: the wage rate is viewed as the primary mecha­
nism for the interaction of supply and demand.
Two points deserve clarification. First, the use of a
functional model does not imply that the wage rate is
the only factor affecting supply. A worker’s occupa­
tional choice and labor market behavior are obviously
influenced by individual preferences, abilities, and non­
monetary incentives as well as by economic consider­
ations. The occupational choice of the vast majority of
workers may in fact be unaffected by changes in wages.
Economic theory asserts only that there are some
individuals on the borderline between choices who, all
else being equal, do respond to economic stimuli.
Secondly, a functional model cannot a priori describe
the relationship between wages and the supply of
workers, or between wages and the demand for workers.
The application of a functional model does not assume,
for example, that workers are in fact responsive to
changing wages. The degree of responsiveness can be
determined only from empirical evidence. If workers are
shown to be totally unresponsive to wage changes, this
evidence can be represented in a functional model as a
vertical or perfectly inelastic supply curve. The existence

of inelastic supply or inflexible wages, therefore, does
not render the model inoperative; it only changes its
representation of the market.
A functional model can provide many kinds of
information about supply. For example, in evaluating
the impact of a particular federally supported program,
policymakers want to know whether the program will
merely drive wages up in certain occupations or whether
supply will expand to meet the new demand. Estimates
of wage elasticity derived from a functional model will
help answer this question. A functional model can also
point out the appropriate types of policy by describing
the effects of inflexible wages, monopsony, immobility,
time lags, and other market conditions on supply.
The remainder of this chapter discusses the use of the
functional model, emphasizing data requirements, and
presents two important applications of the model:
analysis of elasticity, and identifying shortages and

The value of the information derived from the
structural model discussed in chapter 1 will be increased
if causal relationships and predictable behavior patterns
can be estimated for the various components of total
supply. A functional model is, therefore, a means of
expanding the analysis of occupational supply begun
with the structural model. Functional analysis requires
the same data base as structural analysis, with two
important additions. Data on relative wages must be
available in order to estimate the relationship between
wages and various aspects of supply, and the data must
be available in enough time series or cross-section
observations for multivariate analysis.
The inclusion of the relative wage concept immedi­
ately raises the problem of selecting the appropriate base
for comparison. On the aggregate level, comparisons are
usually made with “average” earnings for some segment
of the labor force, such as prime-age male workers. For
models disaggregated to the occupational level, however,
the solution is not so convenient. The comparisons must
represent the actual alternatives faced by individual

workers. For example, a relative wage estimate
comparing earnings of chemists with earnings of factory
workers does not represent a realistic choice, at least in
the short run. Comparison between chemists and other
scientific occupations, or even other professional and
technical occupations, would provide a more relevant
measure of relative wages. In occupations with a large
proportion of women, the relative wage estimate may
include some measure of the choice between wages and
unpaid household work.7
The selection of the relative wage measure suitable
for analyzing each type of entry or separation should be
guided by the alternatives specified in the structural
model. Relative wages appropriate to occupational trans­
fers, for example, should include comparisons between
the given occupation and the occupations workers
transfer to and from. Entries from specific training
should be analyzed using relative wage comparisons for
the occupation and the other occupations for which the
training is applicable.
Once the proper specification of the relative wage
variable is determined, at least two sets of data are
required: wage data for the occupation, and wage data
for the alternative occupations. The wage data should of
course be consistent in form from one occupation to
another, and in the same time period and coverage as the
other supply data.

One of the most significant applications of functional
supply models is the analysis of the elasticity of supply.
This topic is discussed in detail here to introduce
illustrative functional supply models and to demonstrate
their use in policy determination.
Elasticity of supply is a measure of the responsiveness
of workers to changing economic incentives, particularly
wage rates. The coefficient of elasticity, represented by
the Greek letter eta, 7], is measured by the percent
change in the supply (N) resulting from a 1-percent change in the wage rate (W):8
_ AN
^nw ~ N “
Supply is described as “elastic” if 77 is greater than 1,
“inelastic” if rj falls between 1 and zero, and “perfectly
inelastic” if 7) equals zero.
The closely related concept of cross-elasticity mea­
sures the effect of changing wages in a related occupa­
tion on supply. The coefficient of cross-elasticity is
defined as the percent change in supply (N) resulting
from a 1-percent change in wages in alternative occupa­
tions (A), assuming W remains unchanged:

Analysis of elasticity is crucial to successful man­
power policy. In analyzing the impact of a government
program such as health research, for example, manpower
planners want to know if the supply of biochemists can
be expanded at a desired rate without disruptive salary
increases. The coefficient of elasticity indicates how
salary levels will change as the required number of
biochemists is supplied. Coefficients of cross-elasticity
measure the impact of the increased biochemists’ salaries
on the supply of other biological scientists, technicians,
and other related occupations. Finally, analysis of the
factors that determine elasticity can indicate possible
policies that will increase elasticity, that is, ways of
adjusting supply while minimizing the disturbance of
relative wage levels.
Cross-elasticity can also serve as an indicator of the
appropriate occupational definition. If the occupation is
too narrowly defined, there will be high cross-elasticities
with other occupations, indicating the ease of trans­
ferring skills.9 This is an important consideration when
using supply information to plan training programs.
Analysis of cross-elasticity also reveals how an occupa­
tion’s supply will react to changing conditions or policies
for related occupations. The higher the cross-elasticities,
the more likely the occupation will be significantly
affected by disturbances in the markets for related
Elasticity depends primarily on the sensitivity of
individuals to relative wages. This sensitivity, however, is
likely to be influenced by the skill characteristics of the
occupation and by the occupation’s supply structure.
Occupations with high skill levels, and therefore with
rigid training requirements, are likely to have rather
inelastic supply in the short run, since there may be no
other source of supply besides entrants from specific
training programs. Physicians, for example, must be
medical school graduates; the only other significant
source of new physicians is immigration. Elasticity is
further limited by the fact that workers do not easily
transfer to other occupations. Their skills may be so
specific that they are not transferable to other occupa­
tions, or workers may be reluctant to forfeit their
7 Attempts to quantify this choice are common in the
literature on female labor force participation; see Juanita Kreps,
Sex in the Market Place (Baltimore: Johns Hopkins Press, 1971),
chs. 4 and 5.
8 W may also represent discounted lifetime income, expected
instead of actual wages, relative wages, or a number of other
wage concepts.
9 See Cain, Hansen, and Weisbrod, “Classification of Occu­


investment in costly and lengthy training by leaving the
On the other hand, elasticity is likely to be rather
high in occupations where skills required are minimal or
can be readily obtained from a number of different
sources. Workers can easily enter the occupation in
response to higher wages, and will find it easier to
transfer out of the occupation than will workers with
very specialized skills. High elasticity indicates that the
market adjusts through the wage mechanism and, there­
fore, policy actions affecting supply are probably
Elasticity is also affected by nonwage incentives and
barriers which affect the worker’s ability or willingness
to enter or leave an occupation. Entrants into training
programs, for example, consider not only the relative
earnings of the occupation for which they are being
trained, but also the direct costs of training and the
indirect cost of earnings foregone during the training
period. They also consider the “cost” imposed by the
limited availability of the desired training because of
inadequate facilities or barriers to entry such as union
rules or racial discrimination. A variety of similar types
of barriers and incentives affect the behavior of workers
in nearly every component of supply. These include
licensing rules or fees, seniority rights, advancement
opportunities, fringe benefits, training subsidies or loans,
lack of information about alternative jobs, relocation
costs, as well as working conditions and occupational
Policymakers need to know how nonwage barriers
and incentives affect supply, since many educational and
manpower policies are directed toward lessening or
increasing such factors. Career guidance information
such as that in the occupational outlook program of the
U.S. Department of Labor, 10 for example, increases
workers’ knowledge about job alternatives. Recent cut­
backs in National Defense Student Loans to students in
teacher training decreased nonwage incentives by in­
creasing the difficulty of financing training, thereby
reducing the supply of new teachers. Elasticity analysis
can provide information on the impact of such policies
on supply, and therefore serve as a guide to formulating
and evaluating policies.
Two recent examples of applications o f functional
analysis are concerned with the health manpower field.
Since World War II there has been much concern about
shortages of health personnel, particularly nurses and
physicians in general practice. Christine Bishop has10

examined the elasticity of the supply of nurses entering
from outside the labor force as a possible means of
increasing nursing supply in the short run.H Frank
Sloan has studied the influence of earnings on physi­
cians’ choice of narrow specialization instead of general
practice and uses the results to evaluate suggested
income incentive policies to increase the supply of
general practitioners.I2
The Bishop study points out that because the reserves
of trained workers are generally small, manpower plan­
ners tend to concentrate on policies to make profes­
sional training opportunities more available and attrac­
tive to potential entrants. In occupations composed
largely of women, however, significant reserves of
workers do exist but have been largely ignored by
manpower policy.
Bishop explores the potential for short-run expansion
of the supply of nurses by constructing a functional
model that estimates the elasticity of the labor force
participation rate of nurses with respect to salary, and
tests the model on a cross-section sample of married
nurses. The model includes factors influencing participa­
tion of nurses such as alternative work, homemaking,
child-care responsibilities, husband’s income, and charac­
teristics of labor demand. The results of testing the
model on a limited sample of married nurses are
consistent with findings of other researchers. The supply
is shown to have a relatively low elasticity with respect
to salary, with a coefficient of about 0.54. This finding
indicates that the effect of rising relative salaries on
supply should be considered in projecting future supply.
Sloan’s study uses a similar procedure but produces
dissimilar results. Sloan hypothesizes that the shortage
of physicians in general practice may be caused by better
income opportunities in specialized medicine attracting
physicians out of general practice. The objectives of the
study are to determine whether lifetime earnings influ­
ence physicians’ choice of field and, if so, to estimate
the elasticity of supply with respect to income. The
evidence shows that income differentials do exist, but
they do not explain why medical school graduates enter
specialties instead of general practice. Choices among
various specialties are only somewhat responsive to
income differences.
The policy implications of these results are of
interest. The low elasticities of supply with respect to
income indicate that neither subsidies to practicing
physicians nor increases in stipends to residents in

11 Christine E. Bishop, “Manpower Policy and the Supply of
Nurses,” Industrial Relations, February 1973, pp. 86-94.
10 See the Occupational Outlook Handbook, Occupational 12 Frank A. Sloan, “Lifetime Earnings and Physicians’
Outlook Quarterly, and related publications of the Bureau of Choice of Specialty,” Industrial and Labor Relations Review,
October 1970, pp. 47-56.
Labor Statistics.

“shortage” specialties would be useful policy instru­
ments for attracting medical school graduates into these

The terms “shortage” and “surplus” unfortunately
have taken on a variety of meanings, as evidenced in the
debate over the supply of scientists and engineers since
the mid-1950’s. Employers, workers, professional associ­
ations, educational and manpower planners, and other
observers discussed the situation using different, and
usually unstated, definitions of a shortage. This debate
called attention to troublesome and sometimes serious
problems related to engineering and scientific man­
power. However, because of lack of understanding of the
economic meaning of a shortage, the discussion often
obscured the analysis of the problems, their causes, and
their solutions. Since this difficulty applies to other
occupations as well, a brief review of the concepts of
shortage and surplus may help clarify some key issues in
supply analysis. The review also illustrates the value of
functional analysis in defining and identifying supplydemand imbalances. 13
In traditional economic terms, a shortage occurs
when employers seek to hire more workers than are
willing to work at the given wage rate. Unless there is
some obstacle preventing adjustment of the wage level,
the shortage will be eliminated as wages rise and more
workers are attracted into the occupation. However, this
does not mean that a shortage will always disappear
automatically or that no difficulties will arise.
There are a number of factors that may cause
disequilibrium to persist. Wages may be inflexible due to
legal constraints or rigid internal wage structures. Adjust­
ment may be slowed, and the shortage thus continued,
because workers and employers are unaware of wage
adjustments occurring elsewhere in the market, or
merely because a long period of time is necessary for
getting new workers into training and then into the job
market. The supply may be highly inelastic, that is,
workers are reluctant to enter the occupation in spite of
increasing wages because of low social status, poor
working conditions, or because the education and
The bulk of the following review, except where noted
otherwise, is taken from A, A. Alchain, K. J. Arrow, and W. M.
Capron, An Economic Analysis o f the Market for Scientists and
Engineers (Chicago: Rand McNally, 1958). Additional useful
discussions may be foun4 in Hugh Folk, The Shortage of
Scientists and Engineers (Lexington, Mass.; D. C. Heath and Co.,
1970); and W. Lee Hansen, “The Economics of Scientific and
Engineering Manpower,” Journal of Human Resources, Spring
1967, pp. 191-220.

training are long, difficult, or expensive.
One interpretation of the shortage of scientists and
engineers that fits well into the economist’s view is the
adjustment process described by Arrow and Capron as a
“dynamic shortage.”! 4 The dynamic shortage is the
failure of supply to “catch up” to continually expanding
demand. When wages are already rising in response to
previous increases in demand, and when the level of
demand continues to rise, excess demand, or a shortage,
develops, thereby leading to further wage increases. The
shortage remains as long as demand continues to increase
at a faster rate than that which would allow supply to
catch up to current wage levels.
The dynamic shortage explanation is similar to the
“ in com p lete adjustment” model presented by
Freeman. 15 If supply is inelastic in the short run, an
expansion of demand will cause relative wages to rise.
Higher wages lead to a modest increase in the number of
entrants and an ensuing modest reduction in relative
wages. As this pattern is repeated over time, relative
wages and supply approach equilibrium. Freeman’s
research shows that this model is a plausible explanation
for the continual shortage of mathematicians from 1957
to 1966, in spite of rising relative salary levels.
In the same study, Freeman presents a cobweb model
that may be used to explain the recurring shortages and
surpluses of B.S. engineers. According to the cobweb
model, an increase in demand causes wages to rise,
attracting a large number o f workers into the occupa­
tion. Because workers enter in such large numbers, wages
subsequently fall, leading to a reduction in supply in the
next period. Wages and the number of entrants continue
to oscillate in smaller and smaller magnitudes until
equilibrium is reached several periods later.
Whether a market follows the cobweb adjustment or
the incomplete adjustment depends on the elasticity
characteristics of supply and demand. The cobweb is
more likely if demand is inelastic, because the burden of
adjustment falls almost entirely on wages. The cobweb is
also likely if supply is elastic, because a change in wages
will produce a change in the supply large enough to
overshoot equilibrium. Incomplete adjustment is likely if
workers’ wage expectations are lower than actual wages,
because an increase in actual wages cannot attract
enough new entrants to reach equilibrium.
Arrow and Capron and Freeman present economic
14 Kenneth J. Arrow and W. M. Capron, “Dynamic Short­
ages and Price Rises: The Engineer-Scientist Case,” Quarterly
Journal of Economics, May 1959, pp. 292-308.
15 Richard B. Freeman, The Market for College-Trained
Manpower, A Study in the Economics o f Career Choice,
(Cambridge: Harvard University Press, 1971),pp. 22-27, andch.

interpretations of shortages. Several other interpreta­
tions are common, however, and are confusing because
of their conflict with economic analysis. While such
statements may point out legitimate problems, they do
not point out shortages in the economic sense. The
distinction is important because the economist’s pre­
scriptions for removing a shortage, such as removing
imperfections which prevent the wage rate from adjust­
ing to its equilibrium level, may do nothing to meet the
pleas of those using shortage in another sense.
Another commonly discussed type of “shortage” is
the projected demand shortfall.!6 Shortages of workers
are projected by comparing independently derived pro­
jections of “requirements” and supply for some target
year, assuming certain economic conditions. Various
types of manpower and educational policies are called
for to alleviate such shortages. Some policies are
designed to influence flows of workers into certain
occupations, either by exhortation or by reducing the
costs of entry; others are aimed at reducing demand,
such as restructuring jobs or substituting machines and
other kinds of manpower for workers in shortage
Projections unfortunately are made with little or no
consideration of how well the wage mechanism operates
in the particular market, and rarely make explicit
assumptions about relative wages. They usually carry the
implicit notion that market adjustment processes are
defective or at least subject to extended lags.
Perhaps the most confusing use of the term “short­
age” is to describe situations where a significant increase
in demand and/or decrease in supply has resulted in a
major rise in wages. Then, even if there is no shortage in
the economist’s sense (i.e., even if the wages rise as much
as required to clear the market under the new supplydemand conditions), many employers who formerly
hired some of the workers in question and now find the
wage so high they no longer hire as many will describe
the situation as one of “shortage.” Actually, this is
merely one way of saying that they cannot hire the
workers at the price they used to pay. However, the
economist would not describe this change as a shortage16

because there is no evidence that wages did not rise
sufficiently to eliminate excess demand.
Another use of “shortage” is a normative one. Many
observers who have expressed concern that the supply of
engineers and scientists, or health workers, or tech­
nicians, is insufficient seem really to be saying that the
demand (and therefore the supply) should in their
judgment be higher than it is. They may say, for
example, that there is a “shortage” of doctors because
an increase in the number of doctors is needed to
achieve some given standard. Or, in a case of rapidly
rising wages, the situation may be considered a shortage,
even though equilibrium exists, because wages are judged
by some noneconomic criteria to be “too high.”
Manpower discussion has recently turned from short­
ages to surpluses, but the confusion over the economic
meaning of such “imbalances” has not lessened. A
surplus is, of course, the opposite of a shortage. In
economic terms, a surplus occurs when more workers are
willing to work than employers are willing to hire at the
given wage rate. The surplus will be eliminated if wages
are allowed to fall to a new equilibrium level.
Many observers point to “surpluses” that are in fact
not surpluses at all but situations where relative wages
are falling in response to an increase in supply or a
decrease in demand. Actions to prevent wages from
falling, usually by reducing supply or by increasing
demand, are often proposed as remedies to such “sur­
pluses.” Such remedies may be beneficial. Reducing
supply in a given area or occupation by increasing
workers’ geographic or occupational mobility, for ex­
ample, will certainly ease the labor market’s adjustment.
Some policies are designed to minimize the social costs
of unemployment and other side effects of a supplydemand readjustment. The important distinction to be
made is that these policies are not treating a surplus,
since the surplus is eliminated by allowing relative wages
to fall to a new equilibrium. The policies are instead
addressed to the social costs imposed by the fact of
falling relative wages: decreased income, unemployment,
immobility, and underutilization of skills.
Identifying supply-demand imbalances and designing
policies to treat imbalances and their side effects require
careful application of functional analysis. Policymakers
must know how wage levels have changed in the past,
16 Discussion from Hansen, “The Economics of Scientificand
how workers and employers have responded to these
and Engineering Manpower,” pp. 195-96. See also Folk, The
in order to understand the causes and remedies
Shortage o f Scientists and Engineers; and Alchain, Arrow, and
for any imbalances that might arise.
Capron,Aw Economic Analysis, pp. 67-68.

Chapter 3. Available Supply Data
The results of supply analysis, even with a perfectly
specified model, can be only as complete and accurate as
the basic data used. Because the level of accuracy and
detail for information required varies from one program
or policy to another, there is no one minimum standard
quality of data applicable to all situations. The major
consideration in setting quality standards is the ultimate
use of the results. Supply information for vocational
guidance purposes, on the one hand, should provide
general information about the future supply of workers.
Manpower planners, on the other hand, need highly
accurate and detailed information on supply in order to
design effective programs and policies.
Another consideration in setting quality criteria is the
type of occupation being analyzed. The consequences of
error are likely to be greater in occupations with
inflexible supply structures. If there are only a few
sources of entrants, a significant error in estimating
supply of these entrants may actually induce supplydemand imbalances when carried through in designing
and implementing an effective policy. For example, if
the future supply of physicians from immigration is
greatly overestimated, the expansion of medical schools
and therefore the increasing supply of new doctors may
be insufficient to meet future demand for medical care.
The level of detail required in supply data is
determined by the specification of the model and the
final use of the results. The need for greater detail
requires data with greater accuracy. Accuracy and detail,
however, are not often found together in most data.
Unless the data are based on an extremely large sample,
estimates for detailed items usually have unacceptably
large errors.
This chapter discusses the national supply data
available for use in the structural and functional models,
including current supply data, information on entries
from training programs and other sources, information
on all types of separations, and wage data. The type and
frequency of data collection, coverage, level of accuracy,
and the limitations of most data sources are discussed.
Studies of issues in manpower analysis and studies of
specific occupations are also included.
Specific publications containing the data discussed in

this chapter are generally omitted from the text but are
listed in the bibliography starting on page 30. Items
including State or other subnational data are so desig­
nated in the bibliography. The numbers in parentheses
following each discussion refer to the specific publica­
tions in the bibliography.


Current supply data include information on employ­
ment and unemployment by occupation, and also
supplementary data on personal, economic, and demo­
graphic characteristics of workers. Most current supply
data are collected through surveys of establishments,
households, and individuals, or are compiled from
administrative and membership records of organizations
with a special interest in the occupation, such as
professional associations and regulatory agencies.
The concepts used to obtain counts of people in
various occupations differ from source to source. The
Current Population Survey (CPS), for example, is a
survey of a sample of households representing the entire
population. Employment estimates include persons 16
years of age and older who are currently employed
within the United States and who are not members of
the Armed Forces. Employed persons holding more than
one job are counted only once and are classified
according to the job at which they worked the greatest
number of hours.
Surveys of establishments, such as the occupational
employment survey program of the Department of
Labor, generally have less complete coverage of the labor
force than household surveys. Firms with fewer than a
minimum number of workers, or those outside metro­
politan areas of a given size, may be excluded from the
sample. Also, the survey may be confined to a single
industry. Establishment data represent the number of
jobs, not the number of workers, since persons holding
more than one job are counted more than once.
Data from professional associations, regulatory
agencies, and similar organizations generally provide
only partial coverage, because their purpose is to present

membership counts or counts of licensed persons in
particular occupations, whether or not they are cur­
rently employed. Therefore, it may be necessary to
adjust the data to include workers who are not members
of the association, who are not licensed, or who fail to
meet some other criteria. Adjustments may also be
needed to exclude retired persons, those working
abroad, members of the Armed Forces, and other
groups. For example, to make the data for physicians
from the American Medical Association comparable to
data for other occupations surveyed by the Bureau of
Labor Statistics, the data must be adjusted to exclude
members of the Armed Forces and physicians practicing
outside the United States. In addition, physicians who
are teaching full time and those who are engaged in
research must be subtracted from the total count of
In most occupational data, individuals are classified
according to the jobs at which they are working, rather
than the crafts, disciplines, or specialties for which they
consider themselves best trained. Thus, a person trained
as a teacher but working as a salesman should be
counted as a salesworker rather than as a teacher, and
would be reported as such by his employer. However, if
one were to ask the individual, he might say he was a
teacher. This discrepancy partially accounts for the
difficulty in reconciling data from surveys of selfreporting individuals with data from employers.

ployment in considerable occupational detail have been
tabulated since 1962, and have been published beginning
with 1972. Unemployment estimates for individual
occupations and total employment estimates for the
smaller occupations (under 100,000 workers) are
unreliable, especially when used to construct trends,
primarily because o f the small sample size for disaggre­
gated data. (4)
Occupational employment statistics program

The occupational employment statistics (OES) survey
program of the Department of Labor is designed for use
in developing occupational employment estimates by
industry, which may be used for producing a time series
of estimates of total employment by occupation through
the industry-occupation matrix discussed below. The
program is currently conducted by State employment
security agencies in about 25 cooperating States and the
District of Columbia. Surveys are conducted by the
States, with comprehensive and detailed technical guid­
ance by the BLS. Resulting data will be for States and
some substate areas, although earlier surveys produced
national data. Further details on the OES program,
including the States and industries covered, are available
from the Bureau of Labor Statistics in Occupational
Employment Statistics, 1960-70, Bulletin 1738, 1972,
and from the Bureau’s Division of Manpower and
Occupational Outlook. (5, 6)

Census of Population and Current Population Survey

The Census of Population provides the most compre­
hensive and detailed data available on current supply.
Data include employment and unemployment for 445
detailed occupations by color, sex, industry, class of
worker, earnings, and a variety of other characteristics.
Data are also available by State, region, and Standard
Metropolitan Statistical Area (SMSA), but not in as
much detail as for national data. Special tabulations are
available at cost from the Bureau of the Census. (1-3)
Although census data present a wealth of detail, their
usefulness is limited because of lack of timeliness: data
are collected at 10-year intervals and are about 3 years
old by time of publication. Use of census data for
long-run trend analysis is further complicated by changes
in occupational classification from one census to
another. 17
The Current Population Survey (CPS)l8 is the only
source of frequent data on employment by occupation.
Estimates of employment for nine major occupational
groups are published monthly by the Bureau of Labor
Statistics. Annual averages of employment and unem­

Surveys of scientific and technical personnel

From the mid-1950’s to 1970, BLS conducted
periodic surveys of scientific and technical manpower.
The estimates for scientists, engineers, and technicians
covered by these surveys include only wage and salary
employees in most of private industry. The National
Science Foundation also collects employment data for
these workers in colleges and universities and in non­
profit organizations. The 1970 BLS survey covered a
universe of about 27 million workers from which a
17 For elaboration of this problem, see John A. Priebe, Jean
Heinkel, and Stanley Greene, 1970 Occupational and Industry
Classification Systems in Terms o f Their 1960 Occupation and
Industry Elements, Technical Paper 26 (Bureau of the Census,
July 1972).
18 For elaboration on the CPS, see Concepts and Methods
Used in Manpower Statistics from the Current Population
Survey, Report 313 (Bureau of Labor Statistics, June 1967), and
The Current Population Survey-A Report on Methodology,
Technical Paper No. 7 (Bureau of the Census, 1963).

sample representing about 16,000 establishments was
drawn. These surveys provide the most reliable occupa­
tional data available on scientific personnel in private
industry. (7, 8)
The collection of data for scientists, engineers, and
technicians was part of a program to provide occupa­
tional statistics on the Nation’s scientific and technical
manpower in higher education, private industry, and the
Federal Government. However, since 1971, the collec­
tion of occupational data for scientists, engineers, and
technicians in private industry has been included in the
occupational employment statistics program of the
Department of Labor.
Employment of scientific, professional, and technical
personnel by State governments in January 1964 and
1967 was obtained from sample surveys conducted by
the BLS. State data are for the 50 States and exclude
State educational institutions. Similar surveys of State
government employment were made for 1959 and 1962,
but they are not comparable in all their detail with the
later surveys. (7, 8)
Industry-occupation matrix

An industry-occupation matrix provides a compre­
hensive set of data on industry-occupational relation­
ships that can be used in projecting manpower require­
ments by occupation. A matrix shows the occupational
pattern of each industry, i.e., the ratio of each occupa­
tion to total employment in an industry. Looked at
another way, the matrix shows how total employment in
an occupation is distributed by industry.
Although detailed occupational employment data are
available only from the decennial census, total employ­
ment estimates for detailed industries are available on at
least an annual basis. Because each industry utilizes a
unique combination of occupational skills, information
on employment trends in individual industries can be
used together with available data on changing occupa­
tional employment patterns by industry to estimate
employment by occupation for later periods. If projec­
tions of employment by industry are available, the base
period occupational ratios, or projected ratios if pos­
sible, can be applied to the industry employment
projections to yield projections of occupational employ­
ment requirements by industry. These estimates may
then be summed for all industries to yield national
The matrix approach is not without its limitations.
The most difficult problem is the incorporation of
changes in skill inputs, reflected by occupational coeffi­
cients in the matrix, resulting from changes in output
levels, technology, and prices of both labor and capital

inputs. 19 if the occupational coefficients are sensitive to
such changes, and if various skill inputs are substitutable,
projected matrices should take into account changing
supply and price conditions for these occupations.
However, adjustments of coefficients are currently based
on extrapolation of past trends and judgments derived
from qualitative knowledge of the particular industry or
occupation. (9-11)
BLS has developed a comprehensive set of data on
the occupational employment composition of all major
industry sectors. Publications include data for 1960,
1967, 1970, 1975, and 1980, set up to form a matrix of
162 specific occupations plus groupings of occupations
cross-classified with 116 industries. Revised 1970 and
1980 matrices including approximately 400 occupations
and 200 industries are currently being prepared.
Data for the industry-occupational matrices are
brought together from a wide variety of sources,
including the decennial census, the CPS, surveys by BLS
and other agencies, and data reported by regulatory
agencies. Projected matrices are consistent with trends in
production and nonproduction worker employment by
industry, and anticipated trends in occupational struc­
ture within industries.
BLS is currently developing industry-occupation
matrices for the 50 States and the District of Columbia,
and one for the New York-Northern New Jersey
consolidated area. The matrices will be consistent with
the national matrix in format, coding structure, and
employment concepts, and will be based primarily on
1970 census data. Work is also proceeding on a matrix
system for SMSA’s of 250,000 persons or more. These
State and SMSA matrices will be completed during
1974. The matrices will eventually incorporate data
from the occupational employment surveys.
Bureau of Labor Statistics wage surveys

BLS conducts a variety of establishment surveys to
collect occupational wage data. Many of these surveys
provide reliable occupational employment data as well,
although they may be restricted in industry and estab­
lishment-size coverage.
Industry wage surveys provide employment data for
50 manufacturing and 20 nonmanufacturing industries.
Most are surveyed every 5 years, but a number of
low-wage industries are on a 3-year cycle. (12)
19 See R. C. Hollister, “The Economics of Manpower
Forecasting,” International Labour Review, April 1964, pp.

Area wage surveys provide annual employment esti­
mates for about 80 occupations, by sex, in six industry
divisions. The surveys cover establishments with 50
workers or more (100 or more in some industries) in
about 90 metropolitan areas. (13)
U.S. Department of Health, Education, and Welfare

The Office o f Education, National Center for Educa­
tion Statistics, publishes annual employment estimates
and 10-year projections of requirements for elementary,
secondary, and college teachers, and librarians. The
teacher estimates for public schools are provided by the
State departments of education, and those for nonpublic
schools are provided by individual schools. The estimates
for librarians include all full-time librarians and full-time
equivalent estimates for those working part time. Special
librarians—who work in libraries maintained by com­
mercial and industrial firms-and public librarians in
cities of 25,000 or more population are included in the
estimates. (14, 15)
The Public Health Service, National Center for Health
Statistics, publishes a variety of data on health man­
power, including two series of Vital Health Statistics
bulletins (17, 18) and an annual report, Health Re­
sources Statistics, which summarizes the most important
data series. (16) The Public Health Service is also
conducting Project SOAR, a comprehensive analysis of
health manpower supply, output, and requirements by
the Division of Manpower Intelligence, Bureau of Health
Manpower, National Institutes of Health. (19)
Other Federal agencies

The Federal regulatory agencies such as the Interstate
Commerce Commission (ICC), Federal Aviation Agency
(FAA), and Federal Communications Commission (FCC)
provide a rich source of annual occupational employ­
ment statistics for regulated industries. Data are generally
derived from mandatory company reports filed with the
Annual information on over 200 occupations and
occupational groups is on file with the regulatory
agencies. However, some of the broader occupational
classifications on file are not consistent with generally
accepted occupational classifications from the Bureau of
the Census. Nevertheless, the employment trends indi­
cated in the broad occupational categories provide
helpful information in discerning changes in employ­
ment in occupations within the broad categories.
The occupational estimates derived from the govern­
ment regulatory agencies include many different occupa­

tional concepts. For example, estimates from the FAA
are full-time equivalents, but those from the ICC are an
annual average based on the number of employees on
the payroll at midmonth for 12 months.
The Interstate Commerce Commission publishes
occupational employment data for railroads, the Pull­
man Company, the Railway Express Agency, electric
railways, water carriers, and oil pipelines engaged in
interstate transportation. (22, 23)
Occupational employment data for scheduled airlines
are compiled primarily from company reports filed with
the Civil Aeronautics Board. These data are published
annually by the Federal Aviation Administration and the
Air Transport Association of America. (20, 26)
Occupational employment information in the tele­
phone industry is available from annual reports of the
Federal Communications Commission and the U.S.
Independent Telephone Association. The U.S. Depart­
ment of Labor publishes an annual wage survey in the
communication industry containing data compiled from
annual reports filed with the FCC by Bell System
telephone carriers having annual revenues that exceed $ 1
million. Before 1965, the annual revenue test was
$250,000. Annual occupational employment data for
the independent telephone segment of the telephone
industry are published by the U.S. Independent Tele­
phone Association. The combination of the two reports
covers all employment in the telephone industry, except
for officials and managerial assistants employed by the
Bell System. (21,25, 27)
Occupational employment data for the telegraph
industry are published annually in the BLS industry
wage survey of the communications industry. The data
are compiled from annual reports filed with the FCC by
all companies in the telegraph industry having annual
revenues that exceed $50,000. Data for the six interna­
tional telegraph carriers include carriers engaged in
nonvocal international telegraph communications by
radio or by ocean cable. Although many of the
occupational groups are in general use by radio, tele­
graph, or ocean cable carriers, a few are exclusive to one
carrier group. For example, radio operators are em­
ployed only by radio telegraph carriers, and cable
operators only by ocean cable carriers. (25)
The U.S. Civil Service Commission (CSC) compiles
data on Federal Government employment (excluding the
Central Intelligence Agency and the National Security
Agency). Data on white-collar employees cover over 450
occupational series for each of 25 agencies, including
one catchall category. Data on blue-collar workers
include nearly 1,500 separate occupations combined
into 36 specific job families and a “miscellaneous
occupations” job family. Data from these and unpub-

Hshed CSC sources can be used to construct employment
trends starting in 1958 for about 400 occupations. (24)
The CSC’s occupational classification system gen­
erally is not directly comparable with that of the census
because of the finer occupational detail and more
functional framework found in the CSC system. How­
ever, occupations in the CSC system are classifiable into
the census system through the Classified Index of

Industries and Occupations.
State employment

security agencies

The job order, applicant, and placement activities of
the employment security offices of the several States are
a valuable source of information on occupational supply.
Although the available occupational detail and fre­
quency of reporting on these activities may vary from
one State to another, the agencies do provide a generally
uniform input in the Employment Service Automated
Reporting System (ESARS). It should be noted
that data based on the activities of local employ­
ment security offices do not measure total manpower
needs or job applicants available in any particular labor
market. Nevertheless, the data are useful and represent
an important part of occupational supply, i.e., that
proportion registered with the agencies.
Table 12 of ESARS provides quarterly data on job
applicants and nonagricultural job openings by detailed
occupation for the Nation, all States, the District of
Columbia, and 125 Standard Metropolitan Statistical
Areas. The occupational detail follows the first three
digits of the Dictionary of Occupational Titles (D.O.T.).
Approximately 150 occupations are also defined by the
six-digit D.O.T. codes, and another 55 are defined by the
full nine-digit codes.
Data in table 12 are reported according to the
cumulative count of total job applicants as of the final
day in the quarter. A separate count is also provided for
applicants who are female, veterans, under 22 years of
age, 45 years of age and over, minorities, and poor.
Data on nonagricultural job openings also are pre­
sented in table 12 according to the cumulative total
received since the start of the fiscal year. The cumulative
count of mandatory job listings is also reported, along
with the cumulative count of openings which have been
filled. Separate counts of unfilled job openings, covering
both short- and long-term (30 days or more) openings
are also provided as of the final day in the quarter. These
latter data, particularly for the long-term, reflect unmet
demand or inadequate supply at offered wages or
salaries. If this is due to the unavailability of qualified
job applicants rather than unsatisfactory working or

wage conditions, it can indicate the need for job
ESARS data on job applicants and openings have
been available since January 1972. In constructing a
time series, however, there are some difficulties involved
because table formats, occupational detail, and other
items have changed over the 3-year operation of ESARS.
Professional associations

Dentists. Employment information for dentists is pub­
lished biennially (annually before 1969) by the
American Dental Association (ADA). These estimates
include all practicing dentists whether or not they are
members of ADA. Data on nonmembers are collected
through the State licensing boards. (29)

Nurses. Employment information concerning nurses is
published annually by the American Nurses Association.
Nursing estimates are developed from licensure records
by the ANA in cooperation with State boards of nursing.

Optometrists. The American Optometry Association

periodically publishes reports that contain estimates of
current manpower as well as future manpower needs.
This information is based on licensure and registration
data from each of the 50 States and the District of
Columbia. The estimates for 1965 through 1970 include
only those optometrists who are actively practicing their
profession. (35)

Osteopaths. Employment estimates for osteopaths are

available from the annual report of the American
Osteopathic Association. Estimates exclude retirees and
those for whom status was not reported. (36)

Pharmacists. Employment data before 1967 are pub­

lished by the National Association of Boards of
Pharmacy in the NABP Bulletin Since 1967, employ­
ment data for pharmacists are published by the NABP in
Licensure Statistics and Census of Pharmacy. The data
from both sources represent a count of registered
pharmacists in practice obtained from NABP census and
licensing data. (43, 44)

Physicians. Since 1963, employment estimates for

physicians by specialty, major professional activity, and
geographic area have been available in Distribution of
Physicians in the U.S., published by the Department of
Survey Research, American Medical Association. (30-33)

Podiatrists. Employment estimates for podiatrists are

developed from State licensure records by the American
Podiatry Association. In 1970 the U.S. Department of
Health, Education, and Welfare surveyed a sample of
podiatrists from State licensure records to determine
how many were practicing. (37, 17)

Veterinarians. Dimensions of Veterinary Medicine and
the various editions of the A VMA Directory , a biennial
publication, give employment data for licensed
veterinarians. Both of these reports are published by the
American Veterinary Medicine Association (AVMA),
and exclude military personnel and those who are
retired. (38, 39)
Architects. Unpublished data on employment of archi­

tects are available from the Architectural Institute of
America and the National Council of Architectural
Registration. Data include only single registrants from
their base State of original licensing and may include
some retired architects.

Chemists. Data on employment status and characteristics
of chemists are available from membership surveys by
the American Chemical Society. (28)
Engineers. The Engineers Joint Council has conducted

surveys of engineering society members to obtain infor­
mation on employment status, highest degree attained,
age, and other characteristics. (40-42)

Occupational training encompasses all types of learn­
ing processes, from simply “picking up” a skill to
graduate-level training. Existing data cover only a
portion of all occupational training, limited primarily to
formal training conducted by institutions such as col­
leges and technical schools, or sponsored by unions,
government agencies, and similar organizations.
Colleges and universities

More data are available on workers who attend
college than on workers trained by other methods. The
primary source of data is the National Center for
Educational Statistics of the Office of Education (OE).
Annual reports include enrollments, degrees conferred,
and projections.
Opening fall enrollment data include aggregate infor­
mation on all students by sex, attendance status, level of
enrollment, and type of program; and on institutions by

State, level, and by public and private control. Data on
enrollments in graduate education are also available,
including detail by field of specialization, level of study,
sex, State, institutional level and control, aqd by
individual institution. (48, 50, 51)
Enrollments also are estimated by the Bureau of the
Census in the decennial census and the Current Popula­
tion Survey (CPS). These data include information on
demographic, social, and economic characteristics of
persons enrolled and not enrolled. Although census and
CPS data are generally comparable with OE figures,
there are some differences resulting from differing
collection dates and methods, and definitions of
Office of Education data on earned degrees include
the number of bachelor’s and higher degrees conferred in
each academic field by each institution; and aggregate
data on the number of degrees by level of degree, field
of specialization, sex of recipient, State, and control and
level of institution. (49) Projections information in­
cludes estimates for enrollments, graduates, faculty, and
expenditures. Detailed methodological descriptions are
available as well. (52)
Data on doctoral degrees are also collected by the
National Academy of Sciences, which publishes the
number of research doctorate recipients by field, sub­
field, and institution. These data differ from OE data in
that they are counts of individuals, not degrees con­
ferred, they exclude performance doctorates not requir­
ing a research dissertation, and classification by field and
subfield are different. Also, data are by fiscal year
instead of academic year. Reports include a statistical
profile of doctorate recipients, including information on
personal characteristics, post-doctoral employment or
study, and sources of financial support for graduate
study. (45, 46)
The Office of Education also collects data on specific
types of programs, such as health occupations education
programs, and a variety of supplementary information.
Additional data and research on aspects of higher
education are available from the American Council on
Education, the National Academy of Sciences, the
National Science Foundation, and similar organizations.
(47, 53)

20 See Charles E. Johnson, Jr., and Larry E. Suter, “Measur­
ing School and College Enrollments: A Comparison of Census
Bureau and Office of Education Data,” American Statistical
Association, Proceedings of the Social Statistics Section, 1972,
pp. 306-11.

Junior colleges (community colleges)

Junior colleges serve a variety of educational needs.
For some students they provide the first 2 years of
academic training leading to a bachelor’s degree; such
students transfer to a 4-year college for the last 2 years
of undergraduate work. Junior colleges provide adult
education not necessarily oriented to completion of a
formal college education or to vocational preparation.
Junior colleges also provide “terminal occupational
education” through programs designed to prepare
students for entry into specific occupations immediately
upon graduation. These programs vary from 6 months to
3 years, but most are for 2 academic years. Types of
career education include science and engineering tech­
nologies, public services, emphasizing transportation
planning and social service-aide occupations; business
and commercial fields, especially food service and
distribution; allied health and medical fields; and many
other types of training such as data processing and
graphic arts.
Data on associate degrees and on completions of
occupational curriculums below the baccalaureate level
are collected annually in the Higher Education General
Information Survey (HEGIS) of the Office of Education.
The survey includes extensive summary data as well as
data on individual institutions for ( 1) associate degrees
meeting bachelor’s-degree-credit criteria, ( 2) awards in
organized occupational curriculums for work at the
technical or semiprofessional level, and (3) awards in
organized occupational curriculums for work below the
technical or professional level. Data are reported by type
and length of curriculum, State or area, and sex of
recipient. (54)
Federal manpower programs

A variety of manpower programs train workers for
employment in hundreds of occupations. The Manpower
Development and Training Act (MDTA) of 1962, suc­
ceeded by the Comprehensive Employment and Training
Act (CETA) of 1973 enacted the largest group of
Federal manpower programs. The MDTA was passed
primarily to retrain workers whose skills were obsolete;
however, that portion of the program initially devoted
to youth was expanded, and major emphasis was placed
on training the disadvantaged. Additional manpower
programs include Job Opportunities in the Business
Sector (JOBS), Work Incentive Program (WIN), Public
Service Careers, Neighborhood Youth Corps, and others.
Two basic types of training were authorized under
the MDTA: institutional instruction (classroom), and,

until fiscal year 1970, on-the-job training (OJT). Most
training has been through institutional programs con­
ducted primarily in public vocational schools. MDTA
programs were sponsored jointly by the Department of
Health, Education, and Welfare and the Department of
Labor. Under OJT, training was provided at the jobsite
by an employer under contract with the Department of
Labor. Private businesses, trade associations, labor
unions, and public agencies sponsored such programs.
General information on the policies and development
of these programs, as well as summary data on enroll­
ments, is available in the annual Manpower Report of
the President. Detailed data, when available, are com­
piled by the agencies responsible for the programs. Much
of the data are compiled for administrative purposes and
are therefore unpublished, and may not be in a format
suitable for supply analysis. (55, 56)
The Comprehensive Employment and Training Act of
1973 provides a new charter for Federal manpower
programs. This legislation decentralizes and decategorizes many programs initially authorized by MDTA and
by Title I of the Economic Opportunity Act of 1964,
including institutional and on-the-job training, Public
Employment Programs, and Job Corps. Beginning with
fiscal year 1975, programs will be planned and adminis­
tered by State and local prime sponsors, with funding
and technical support from the U.S. Department of
Labor. Information on participants in CETA programs
will be compiled by the States.
Vocational education

Vocational education includes secondary and post­
secondary vocational and technical programs funded
under the Vocational Education Act of 1963. Voca­
tional education generally prepares students for a
specific occupation, although many programs prepare
students for employment in several related occupations.
Published data include enrollments by State in
programs by educational field (e.g., agriculture, health)
by fiscal year, and are available from the Office: of
Education. Unpublished data on enrollments and com­
pletions by specific occupational program are compiled
by the Bureau of Adult, Vocational and Technical
Education, Office of Education. (57-61)
Apprenticeship programs

Apprenticeship training combines theory and on-thejob instruction to prepare journeymen in skilled crafts.
The Department of Labor registers but does not finance
such programs, and it provides technical assistance to

employers and unions in establishing programs. Most of months left in the service for employment in civilian life.
the registered apprentices are in one of three trade areas: In operation since 1969, Project Transition is a joint
construction, metalworking, and printing.
effort of private industry and the government providing
A list of apprentice able occupations included in training for many skills. Participants volunteer and may
apprenticeship programs registered with State agencies take only courses offered at the bases where they are
or the Bureau of Apprenticeship and Training of the stationed. When openings are limited, preference is given
Department of Labor is available in The National to those who have combat disabilities and then to those
Apprenticeship Program, Manpower Administration, who have no civilian skills. Although some statistics are
1972. Published data on apprenticeship include the total available, data on the number trained and entering
number of individuals in training and the number of new civilian jobs are not available. (71-73)
registrations, cancellations, and completions during the
year. (62)
In addition to federally registered programs, there are
many high quality apprenticeship programs whose spon­ Private vocational schools
sors have chosen not to register. No information is
Private vocational schools prepare students for em­
available, however, on the number of such programs or
in many areas, but the three main types of
the number of apprentices involved.
schools are business, trade and technical, and cosmetol­
ogy and barber schools. Schools vary in size from 10 to
Employer training (except apprenticeship)
over 1,200 students; the length of courses and types of
programs offered also vary. Some schools have many
In most instances, training is informal and takes place courses leading to certificates in several different occupa­
mainly in the work environment. Most workers “just tions. Business schools, for example, may offer refresher
pick up” their current skills informally on the job. Many courses in shorthand, a full program in beginning
firms, especially larger ones, have formal on-the-job secretarial work, and the fundamentals of accounting.
training, often in conjunction with classroom work. The major areas in which private vocational schools offer
While the numbers trained in such programs may be training are automobile maintenance, data processing,
small, they are likely to be significant in certain drafting, electronics, medical services, and radio­
industries and occupations.
television. In addition, business schools teach all types of
Statistics on completion of employer training are not clerical work-typing, shorthand, filing—as well as
currently available. However, BLS, with the support of accounting, data processing, and related fields.
the Manpower Administration, recently conducted a
The number of graduates of private vocational
pilot survey of occupational training in industry to study schools is not presently available. The only potential
the feasibility of collecting data on enrollments and source of data is the “Survey of Programs and Enroll­
completions, and to determine the best method of ments in Post-Secondary Schools” currently in process
collecting the data. Proposals to conduct comprehensive by the Office of Education’s National Center for
data collection for training in the metalworking indus­ Educational Statistics. This survey will collect enroll­
tries are currently being reviewed. (63-65, 67-70) An ments and completions data by type of curriculum from
additional feasibility study was conducted for the a large sample of post-secondary vocational schools. (74,
Manpower Administration at the University of 75)
Wisconsin. ( 66)
Armed Forces

The Armed Forces offer training in electronics,
aircraft maintenance, metalworking, and other skills to
help young men obtain civilian jobs upon separation.
Military personnel also may enroll in voluntary off-duty
academic and technical programs. Approximately 200
such correspondence courses range from elementary
school through the second year of college.
Project Transition, an Armed Forces-wide training
program, prepares men who have between 1 and 6


Data on occupational training are most useful when
accompanied by followup information, because not all
graduates of a training program actually enter the
occupation. Followup data consist of occupational entry
rates for individuals who have completed or dropped out
of various kinds of training programs.
Followup data are more important for analyzing
some occupations than for others, depending on the
extent of the training and various characteristics of the

individuals involved. Entry rates of M.D. recipients into
the medical profession, for example, may be assumed to
be near 100 percent since very few individuals would fail
to utilize years of intensive training. For occupations
where training is less rigorous, however, only a fraction
of graduates may enter the occupation. In addition,
entry rates are likely to be significantly different for
men and women.
Followup data are available from a wide variety of
sources. However, very few sources encompass the
Nation as a whole and even fewer are available on a
recurring basis. The main producers of followup infor­
mation are State or area education and manpower
agencies, individual schools, and private organizations
such as the College Placement Council and the Bureau of
Social Science Research.
The most comprehensive source of followup data on
college students is the American Council on Education
surveys o f college freshmen of 1961 and 1966. The 1961
cohort originally included over 127,000 freshmen sur­
veyed at college entry, of whom a sample were resur­
veyed in 1966 and 1971. The 1966 cohort included
254,000 freshmen surveyed at college entry, of whom a
sample of 60,000 were resurveyed in 1971. The surveys
asked questions on high school and college education,
including major o f bachelor’s and higher degrees
received, current employment and occupational status,
work activity, type of employer, and other items. These
longitudinal data allow analysis of occupational entries
and career development over the decade following
college entry. Numerous studies based on the ACE
surveys are listed in the bibliography. (78-83, 9 0 ,95 )
Additional followup studies of college students and
graduates are available from surveys conducted by
college placement offices, professional societies, and
other organizations. For the most part these data are
fragmentary in their coverage, limited to graduates from
a single institution or field. (76, 77, 86 , 91-94, 96-102,
108, 109, 115, 117-125) However, a few are national in
scope. (84, 87-89, 103-107, 110-114,116)
Followup information on vocational education is
available in the annual Summary Data for Vocational
Education by the Bureau of Adult, Vocational and
Technical Education, U.S. Office of Education (OE).
This report lists completions and job placements in
related fields by type of program. Unpublished data in
greater detail are available from OE. A large number of
followup studies for States, areas, and individual pro­
grams are also available; a sampling of these are listed in
the bibliography. (126-133)
Followup data for Federal manpower programs in­
cluding MDTA, JOBS, WIN, and others are compiled by

the Manpower Administration and published in sum­
mary form in the annual Manpower Report of the
President. Unpublished data are also available from MA.
As with vocational education, a variety of studies for
States, areas, and programs are also available. Several of
these are listed in the bibliography; a more comprehen­
sive list is available in Manpower Research and Develop­
ment Projects, published annually by MA. (134-139)
Some followup data are also available for veterans, high
school students, and other groups. (85,140-153)

The measurement of occupational transfers requires
longitudinal data that allow comparison of the occupa­
tional status of a given population for at least two points
in time. Longitudinal data are generally from either
multiphase surveys which trace the occupational his­
tories of a given population, or single-time surveys in
which respondents report their current and previous
occupations. The multiphase approach has the advantage
of avoiding errors in recall, and allows analysis of
characteristics which change over time and cannot be
objectively measured by recall, such as workers’ skill
level. The major disadvantage of multiphase surveys
which is not true o f single-time surveys is attrition of the
sample between phases. Attrition is largely the result of
failure to locate all individuals in the original sample.
This introduces a bias in the data, because the mobility
characteristics of nonrespondents are likely to be differ­
ent from those of persons remaining in the sample.
Occupational transfers may be expressed as gross
rates, i.e., the total proportion of workers who transfer
into the occupation or the total proportion who transfer
out. Gross rates can be broken down according to
occupation. The gross rate of transfer into engineering,
for example, would include all persons entering engineer­
ing; this rate can be broken down to show rates of entry
from technician occupations, from college faculties, and
so forth. Transfers may also be expressed as a net rate,
i.e., total transfers into the occupation minus total
transfers out of the occupation. The type of calculation
usually depends on the kind of data available.
Existing data sources are generally inadequate for
estimating transfers (mobility) among detailed occupa­
tions. Computation of reliable mobility rates for detailed
occupations covering the whole labor force requires data
from a very large sample. Most sources allow compu­
tation of rates for major occupational groups only; the
major exception is the 1970 census, discussed in detail

The earliest economic studies of occupational mobil­
ity relied on methodologies that treated nonlongitudinal
data as if they were longitudinal. Jaffe and Carleton2*
used cohort analysis to trace the changing occupational
distribution of age groups from one census to another,
and estimated net occupational mobility between major
occupational groups by calculating other components of
change (new entries, deaths, and retirements) and
treating mobility as a residual. A similar procedure was
used by Aronson to estimate mobility for several
detailed occupations for 1950-60. 22
The Jaffe-Carleton study was a major contribution to
the mobility literature. The methodology provides long­
term net mobility information which primarily reflects
the changing age and occupational structure of the labor
force. The results must be interpreted with caution
because, as the study itself points out, mobility is
measured indirectly, as a residual after accounting for
the other components of occupational change, and the
study does not examine economic and other factors
influencing mobility. Also, models were developed only
for males and do not incorporate labor force withdrawal
and reentry patterns typical of women workers. How­
ever, the study does provide a methodological frame­
work which can be utilized in making long-range
occupational projections which include net mobility.
Until fairly recently, most studies that attempted
direct measurement of mobility concentrated on specific
geographic areas and occupational groups, or on mobil­
ity between major occupational groups. The 1954 “six
city study,” for example, analyzed work histories for a
sample of over 13,000 workers in six metropolitan
areas.23 At about the same time the Bureau of Labor
Statistics studied the occupational mobility of a sample
o f Ph.D. scientists drawn from the 1948 register,
American Men of Science. 24 While many similar studies
exist, most are nonrecurring and several are out of date.
(159-161, 177-186)
One fairly comprehensive data source for college
trained workers is the 1962 Postcensal Survey of
Professional and Technical Manpower. This project
surveyed a large sample of persons recorded in the 1960
census 25-percent sample as college graduates or as last
employed in scientific and technical occupations. The
2lA. J. Jaffe and R. O. Carleton, Occupational Mobility in
the United States, 1930-60 (New York: King’s Crown Press,
Columbia University, 1954).
22Robert L. Aronson, Components of Occupational Change
in the United States, 1950-60, Technical Monograph Series No. 1
(Cornell University, New York State School of Industrial and
Labor Relations, October 1969).
23Gladys Palmer, Labor Mobility in Six Cities (New York:
Social Science Research Council, 1954).

goal of the study was to determine the relationship
between training and subsequent occupations, but the
data are also suitable for tracing occupational transfers
of persons employed in 1960. (162-171) A similar
survey was conducted in 1972 for the 1970 census and
the data are currently being analyzed by the National
Science Foundation. The first of a series of reports,
“Persons in Engineering, Scientific, and Technical Occu­
pations: 1970 and 1972,” showing preliminary data, was
issued in July 1973. (169)
The Current Population Survey is often discussed as a
potential source of occupational mobility data, and has
been used as such. The January 1966 CPS collected
information on labor force status and occupation in
January 1965 of all persons employed during the survey
month. The published results show mobility rates for
major occupational groups and a few detailed occupa­
tions, by sex and color of worker. Unpublished tabula­
tions can be used to compute rates for detailed
occupations. However, the data must be used with great
care because the CPS sample is not large enough to
provide rates for detailed occupations with the desired
reliability. (154-156, 158)
A promising source of occupational mobility data is
the 5-percent sample of the 1970 census, which provides
information on occupations in 1970 and occupations in
I 1965. Data are published only for 10 major occupation
groups for the Nation and States. However, unpublished
tabulations for detailed occupations obtained by the
Bureau of Labor Statistics are currently being analyzed.
The results of this study will be made public when
available. These data are compiled from the three
1-percent Public Use Sample Files, and include 3.7
million individuals or 60 percent of the respondents in
the 5-percent census sample. (157)
The new census data will result in occupational
mobility rates suitable for supply analysis in the models
presented earlier in this report. The data, however, are
subject to the usual problems of the census. The rates
are already 3 years old at the time of publication, and
represent transfers that occurred as long ago as 1965.
Furthermore, no similar data will be available until the
1980 census. The data are subject to another disad­
vantage of longitudinal information collected in a single
survey: inaccuracies are inevitable when 1965 occupa­
tional information is based totally on the respondent’s
Another potentially fruitful source of occupational
mobility data is the National Longitudinal Surveys
conducted for the U.S. Department of Labor by Herbert
24Occupational Mobility o f Scientists, Bulletin 1121 (Bureau
of Labor Statistics, 1953).

Parnes of the Center for Human Resources Research .25
These data represent one of the largest longitudinal
samples in existence, with about 5,000 persons in each
of four age-sex groups interviewed annually for five
years. The sample contains a wealth of detail, including
personal, economic, and demographic characteristics.
Occupations follow the detailed 1960 census classifi­
cations. (172-176)

Measurement of occupational entries and separations
from geographic transfers requires the same type of data
as measurement of occupational transfers, i.e. longitu­
dinal data. Much of the discussion of occupational
mobility data therefore applies to geographic mobility
data as well.
Calculation of geographic mobility rates is compli­
cated by the fact that geographic and occupational
transfers often occur simultaneously. That is, a worker
changes residence and occupation at the same time. It is
not always evident which type of transfer is primary and
which is incidental. Analysis of mobility patterns to
determine why, as well as how many, workers move
requires information on labor force status, occupation,
and other characteristics of movers both before and after
they move.
Geographic mobility occurs on two levels: move­
ments across international boundaries (immigration and
emigration), and movements within a nation (internal
migration). While a great deal of data are available on
both levels for total populations and the total labor
force, very little occupational detail is available.
Immigration and emigration

The files of the Immigration and Naturalization
Service (INS), U.S. Department of Justice, constitute a
basic source of data on occupations of immigrants. Data
are published by major occupational group in the INS
annual reports, and can be obtained in greater detail
from INS. According to INS sources, no data are
available on persons who emigrate from the United
INS immigration data show only the occupation at
time of entry, and not after residence in the United
States. A recent study funded by the Manpower Admin­
istration furnishes followup data on occupations in 1972
of immigrants entering during the 1970 fiscal year. The
report presents analyses by major occupation group, age,
sex, and other characteristics. (191)
The National Science Foundation has tabulated INS

data for scientists, engineers, physicians, and surgeons
for 1949-70. The NSF publication includes an analysis
of the effect of changing immigration laws, and some
data on foreign-born scientists derived from the NSF
Register. (188-190) The National Institutes of Health
have also utilized INS files in a recent study of
immigrant nurses. (192)
The American Medical Association provides informa­
tion on immigration of physicians derived from licensure
records. (187) The National Institutes of Health also
compile information on foreign medical graduates. (193)

Internal migration

The two major recurring sources of migration data,
the Current Population Survey and the Continuous Work
History Sample of the Social Security Administration,
are not currently usable for migration analysis by
detailed occupation. The CPS annually reports interstate
and intrastate mobility for the total population and for
adult males by major occupation group. The Social
Security Administration reports workers by industry but
not by occupation.
Geographic mobility data by detailed occupation for
the total labor force are available only from the
decennial censuses. Earlier censuses do not include the
occupational mobility feature of the 1970 census, but
do report geographic mobility by major occupation
group status in the census year. (198, 199)
As with occupational mobility, most studies of
geographic mobility have relied on special surveys of
specific areas or occupations, or have analyzed only
major occupational groups. A major study on the
mobility of college faculty, for example, relied on a
special mail survey of over 7,500 faculty members.
Another study dealt only with comparison of mobility
rates for professional, technical, and kindred workers
with other major occupational groups. (194-197)

Labor force accession rates are available for estimat­
ing the total number of labor force entrants by age and
sex. The rates are most important for females since they
identify the patterns of reentry or delayed entry that are
characteristic of women. Accession rates are derived
25For details on the surveys, see Herbert S. Parnes,
“Longitudinal Surveys: Prospects and Problems,” Monthly
Labor Review, February 1972, pp. 11-15. Individual reports are
listed in the bibliography.

from working life tables in the same manner as death
and separation rates, which are discussed in the follow­
ing section.26
Existing accession rates, however, cannot be used to
estimate labor force accessions by occupation unless
assumptions are made about the occupational distribu­
tion of entrants. For example, female reentrants may be
assumed to be distributed by occupation in the same
manner as total female employment.
More precise estimates of accessions by occupation
require longitudinal data on labor force and occupa­
tional status by age and sex. The major sources of such
data are the 1970 census and the National Longitudinal
Surveys mentioned earlier. Neither of these sources has
yet been utilized for analyzing labor force accessions by
occupation. (199, 172-176)
Some labor force mobility data are available for
specific groups or occupations. The American Nurses
Association, for example, collects data on the work
activity of licensed professional nurses. Similar data are
available for teachers, scientists, and a number of other
occupations. (200-203)

Information on labor force separations and deaths
consists of occupational separation and death rates
calculated from working life tables and occupational
age-sex distributions. Detailed descriptions of the devel­
opment of the rates are contained in Tomorrow's
Manpower Needs. 27
A working life table is an actuarial device for
summarizing the mortality and labor force experience of
a particular population over a given period of time. The
currently available tables contain national annual rates
of death, labor force separation, 28 and labor force
accession by age and sex. In addition, the tables for
females show rates for separations related to marriages
and to birth of children. These tables are developed from
mortality statistics collected by the Department of
Health, Education, and Welfare, and labor force partici­
pation data collected in the Current Population Survey
26For further details see also Tomorrow’s Manpower Needs,
Vol. 1, Bulletin 1606, (Bureau of Labor Statistics, 1969), pp.
27Tomorrow’s Manpower Needs, Vol. 1, pp. 47-58.
28Labor force separations are usually called “retirements,”
a misleading label since retirement is only one type of
separation. The term “retirement” will be used here in the
colloquial sense, i.e., the worker’s final withdrawal from the
labor force. The term “separation” includes retirements and all
other types of separation except deaths.

and tabulated by the Bureau of Labor Statistics.29*
Occupational separation and death rates are calcu­
lated by applying age-sex specific rates from the working
life tables to the age-sex distribution of the workers in
the occupation. This method assumes that separation
and mortality patterns are the same for all occupations.
The resulting rates therefore vary among occupations
only as age-sex distributions vary.
Actual separation and death patterns, of course, vary
with working conditions, pension benefits, occupational
hazards and diseases, and a variety of other occupational
factors. In addition, although labor force participation
rates of women are known to vary considerably by level
of education and therefore by occupation, these patterns
are not reflected in existing occupational separation
rates.3 9
A serious difficulty with existing separation and
death rates is the timeliness of occupational age-sex
distribution data. Age-sex distributions change over time
reflecting a variety of factors such as rapid growth or
decline of the occupation, or the entrance of an
unusually large cohort of new workers. Separation and
death rates computed from decennial census data on
age-sex distributions cannot adequately reflect such
changes, as the data base is at least 13 years old before
new data become available.
Age-sex distributions for the total labor force can be
updated from annual Current Population Survey data,
and projected through cohort analysis. This approach
would seem to be useful for occupations as well, since
age-sex data on entrants from various training programs
are either available or could be estimated with reasonable
accuracy. Unfortunately, attempts to apply the cohort
technique have been frustrated by the absence of data
on age and sex of workers who enter or leave through
occupational transfers. 1970 census occupational mobil­
ity data will provide a means of estimating the age-sex
characteristics of occupational transferees. (199)
Age-sex distributions also can be updated using data
from some noncensus source. Such information is
available for many occupations on either a recurring or
nonrecurring basis. Death and separation rates for
optometrists, for example, have been calculated using
age distribution data from a 1968 survey of active
optometrists conducted by the National Center for
Health Statistics of the U.S. Public Health Service. (18)
A third problem with existing death and separation
29For discussion of the development of working life tables,
see Howard N. Fullerton, “A Table of Expected Working Life
for Men, 1968,” Monthly Labor Review, June 1971, pp. 49-55.
30See Handbook on Women Workers, Bulletin 294 (U.S.
Department of Labor, Women’s Bureau, 1969), pp. 204-209.

mismatching of earnings and occupations for respon­
dents who changed occupations between 1969 and the
census week.
The Bureau of the Census also collects data on total
money earnings of civilian workers by major occupation
group, in the Current Population Surveys. (230) Al­
though uses of these data for supply analysis are limited
because of lack of detailed occupational categories, data
for farmers and farm managers and for private household
workers may be useful. Data are also cross-classified by
race, sex, class of worker, full- and part-time work, work
experience, and major industry group.
Bureau of Labor Statistics occupational earnings data
are generally from employer surveys. The Area Wage
Surveys (formerly Occupational Wage Surveys) produce
annual straight-time hourly or weekly earnings data, by
sex, for about 80 occupations. The survey universe
includes firms with 50 employees or more in six industry
divisions. Data are published for the total United States,
for regions, and for about 90 metropolitan areas; some
information is given on scheduled weekly hours, shift
differential practices, fringe benefits, and wage trends.
The National Survey of Administrative, Technical,
and Clerical Pay is prepared in cooperation with the U.S.
Civil Service Commission and the Office of Management
and Budget, and provides data on private industry pay
for use in setting Federal civil service pay levels. The
survey reports wage and salary levels and distributions
for about 80 occupation-work levels covering 12 broad
occupational groups. The survey covers seven industry
categories, excluding establishments with fewer than a
Occupational earnings data, like employment data, minimum number of workers for each industry. Data are
are available from a variety of sources, primarily shown by industry, for establishments of 2,500 or more,
government agencies and private associations. Also, for changing salary levels over time, and for average
earnings data may be collected from individuals or from weekly scheduled hours. (236)
Current Wage Developments contains data on salary
Many earnings concepts are used, including wage and levels and trends for the Nation and for regions and
salary rates, straight-time hourly earnings, average hourly city-size groups, for city public school teachers, Federal
earnings (including overtime, premium, and holiday employees, and firemen and policemen. Data are com­
pay), and professional income. Care must be taken when piled from various sources such as the National Educa­
using the data to consider the particular concept tion Association and the U.S. Civil Service Commission,
and also appear in separate Salary Trends bulletins.
The major producers of earnings data among Federal (237)
agencies are the Bureau of the Census and the Bureau of
Another major source of earnings information is the
Labor Statistics. Census of Population data include the series of annual Union Wages and Hours bulletins, which
median earnings in 1969 of workers by detailed occupa­ list union wage rates and wage rate indexes by occupa­
tion in 1970. Data are available by sex, race and Spanish tion, skill level, and metropolitan area. Separate annual
origin, State, and other detail for 1970 and earlier bulletins are issued for building trades, printing trades,
censuses. (229) The major limitations are the lack of local transit, and local trucking. (238)
information on the hours of work per year, and31
The BLS also conducts periodic wage surveys of
31 For elaboration see Tomorrow’s Manpower Needs, Vol. 1, about 50 selected manufacturing and 20 nonmanufactur­
ing industries. Most are surveyed every 5 years, but a
pp. 52-54.

rates is applicability. Because rates are developed from
national census data, they are strictly applicable only to
national estimates of census-defined occupations. How­
ever, most rates can be applied with reasonable accuracy
to noncensus-deflned occupations as long as the differ­
ence in census and noncensus definitions does not affect
a large group of workers with unusual age, sex, or
retirement patterns.
The problem of geographic applicability is more
difficult. National rates may be used for States or areas
assuming (1) that the age distribution for the occupation
in a State or area is the same as in the Nation, and (2)
that mortality trends and retirement patterns by age
within the State or area are the same as in the Nation.
Most evidence indicates that the second assumption is
more valid than the first. 3 1
One approach to this problem is to develop State or
area rates from the national working life tables and
occupational age-sex distribution by State. Rates derived
in this fashion are currently being prepared for the 50
States and the District of Columbia from 1970 census
data, and will be published during 1974 by the Bureau
of Labor Statistics. (216)
In addition to standard life table methodology,
several other methods exist for estimating death and
retirement rates. Many of these were developed for
particular occupations or are based on old data.

number of low-wage industries are surveyed on a 3-year
cycle. The surveys provide data on straight-time firstshift wage rates, methods of payment, frequency
distributions for individual workers in selected occupa­
tions and for broad employment groups, weekly work
schedules, shift differentials, and fringe benefits. (235)
Federal regulatory agencies often publish wage and
earnings statistics for industries they regulate. Data are
generally derived from company reports to the agencies.
Examples include the Federal Aviation Administration
(scheduled airlines), U.S. Maritime Administration
(merchant marine), and the Interstate Commerce Com­
mission (railroads). (223, 239, 240) Other Federal
agencies also issue earnings information for occupations
or industries in their areas of concern, such as higher
education salary data published by the Office of
Education and the National Science Foundation, and
income data for physicians, osteopaths, and dentists
published by the Social Security Administration. (227,
A variety of private associations publish data on
earnings, wage rates, and salary scales. The quality of the
data varies from source to source, so each must be
evaluated independently. The National Education Asso­
ciation is probably the most significant private source of
data; the NEA published results of biennial surveys of
elementary and secondary schools as well as data on
higher education. (224-226) The American Chemical
Society published an annual report on chemists’ salary
levels. (218) A number of other private sources are listed
in the bibliography. (219-222, 228, 241)


While the field of manpower analysis, and especially
the area of supply analysis, is relatively new, there is
already a considerable body of analytical literature. The
studies may be roughly divided into three categories:
discussions of issues and concepts, studies on individual
occupations and occupational groups, and methodo­
logical studies. The final section of the bibliography of
this paper lists specific studies in all three categories.
Though the list does not pretend to be complete, it
includes a variety of views and types of analysis as well
as a variety of occupations.
The first category includes the issues and concepts
discussed in the earlier sections of this study, such as
defining shortages and surpluses and information needs
for policymaking. Additional issues include the nature of
forecasting, the relationship between education and
occupation, and various approaches to occupational and
manpower analysis such as the human capital concept
and relative wage analysis. (242-260)
Studies of individual occupations and occupational
groups cover a broad range of technical and econometric
sophistication, but are concentrated on three occupa­
tional areas: science and engineering, teaching, and
health care. Many of these studies put theoretical
concepts to work in empirical analysis of occupational
supply behavior. (261-323) Methodological studies, over­
lapping the first and second categories somewhat, deal
mainly with how to use concepts and data resources.
Issues of accuracy and completeness o f results are
considered. (324-339)

Chapter 4.

Directions for the Future

The preceding sections have examined various con­
cepts of occupational supply, types of analysis, and the
quantity and quality of existing supply data. Many
questions have been raised that cannot be answered
without new research and, in some cases, new data.
This section discusses specific work in the further
development of supply information. Suggestions include
improvements of existing studies and methodologies,
utilization of new and unexploited data resources, and
collection of new data needed to improve the analyses of
supply in specific occupations.

Inventory of supply information. Supply data and

analyses are widely scattered among reports of Federal,
State, and local government agencies, academic institu­
tions, professional associations, and other producers and
users of occupational information. The variety of items
found in the bibliography of this paper illustrates the
Any specific supply study should include a survey of
previous research and existing data resources. In view of
the variety of sources, however, this task is complicated
by the lack of a centralized guide to existing informa­
tion. Indexes to professional journals cover only a small
portion of the information. Many unpublished sources
such as Ph.D. dissertations or special tabulations of
census data are not listed in standard references. Few
analysts are able to conduct a comprehensive survey of
applicable information sources within reasonable time
and cost limits.
Supply analysis can be facilitated by establishing an
inventory of existing information resources. The inven­
tory should list sources of data, including a description
of their format, quality, detail, type of collection, and
any other relevant information. Where feasible, actual
data should be included, especially if they are from
unpublished or other difficult-to-obtain sources. The
inventory should also list existing studies of individual
occupations, supply concepts, and other topics, along
with descriptions of material in each study. Inclusion of
State a n | local sources is especially important in view of
the responsibility of State and local planners for
analyzing occupational supply and demand relationships
when planning training programs under the Comprehen­

sive Employment and Training Act of 1973 and other
Analysts using the inventory could quickly locate
existing analyses, determine whether adequate data are
available, and discern whether additional research and
data collection are required to answer their particular

Occupational mobility. Occupational mobility represents

probably the largest gap in existing supply information.
This gap will be narrowed considerably through analyses
of mobility rates computed from special tabulations of
the 1970 census data for detailed occupations. These
rates will be used in conjunction with rates for major
occupation groups, computed from published data, to
identify mobility patterns and to estimate the effect of
age and sex on mobility. Rates for detailed occupations
will be used to estimate the number of job openings and
entrances to specific occupations resulting from
Mobility rates and patterns derived from other data
sources should be developed and compared with the
census rates. The National Longitudinal Surveys and the
Post-Censal Surveys are the primary candidates for
analysis, but other sources for particular occupations
and geographic areas should be included as well.

Labor force accessions. Special tabulations of 1970

census occupational mobility data can be used to
estimate occupational entry rates of persons outside the
labor force. Data include the 1970 occupations of
individuals unemployed and not in the labor force in
1965. Tabulations of detailed occupations by sex and
age can be used to estimate the occupational distribution
of labor force accessions.

Functional analysis. Sufficient data exist for many

occupations to make functional analysis possible. In
fact, analyses have already been conducted for engineers,
scientists, college teachers, secondary and elementary
teachers, nurses, physicians, and many other occupa­
tions. Such studies should be continually updated as new
data and insights become available.
The need for updating is particularly apparent now

since older studies reflect neither the 1970 census data
nor changing economic conditions beginning with the
1970 recession. Most studies during the 1960’s analyzed
supply behavior under conditions of continually expand­
ing demand. New insights should become apparent as
supply behavior is observed under different demand
In addition to estimating wage elasticity, functional
analysis can be used to study the responsiveness of
workers to changing job opportunities, educational
stipends, and a variety of other factors. Recent research
has suggested that wage differentials do not adequately
explain entry into many occupations, but that entrants
are responsive to changing employment opportunities as
measured by the occupation’s rate of growth or decline,
and the number of job vacancies or unemployed
workers. Although this explanation has been tested with
some success for engineers, additional applications to
other occupations may provide useful results.

Labor force separations. Currently available labor force

separation rates assume the same separation patterns for
all occupations. However, college-educated workers,
especially women, display labor force participation rates
significantly higher than those of workers with less
education. The use of current separation rates, therefore,
overestimates the number of separations for collegedegree occupations, especially if a large proportion of
the workers are female.
New working life tables by age, sex, and educational
attainment would eliminate much of this error. Two
tables for each sex would be most useful, one for
college-educated workers and one for others, since the
largest differential in labor force participation occurs
between these two groups, and most occupations are
easily identifiable as having college or noncollege educa­
tional requirements. While new rates for men would be
useful, they are more crucial for female workers. The
differentials in labor force participation are larger for

women, and they tend to be concentrated in relatively
few occupations. Calculation of new tables would
assume no difference in mortality patterns among
education groups, since no mortality data by education
level are available.
As discussed in chapter 2, existing labor force
separation rates do not account for differences in
retirement patterns resulting from factors other than the
occupation’s age-sex composition. The 1970 census
mobility data allow direct observation of labor force
separations by occupation, and is currently being used
by the Bureau of Labor Statistics to evaluate existing
rates derived from working life tables.

New data collection. Though the potential of new data

in the areas of mobility and labor force separations and
accessions is not yet developed, no such opportunities
exist in other areas because data sources are lacking.
Probably the largest data gap is in the area of entry
rates. As discussed in chapter 3, most rates are computed
from followup studies that are out of date, lacking
detail, covering only a portion of the relevant popula­
tion, or are concentrated on a limited geographic area. In
the area of college graduates, supply analysis could be
strengthened by periodic repetition of the type of survey
reported in Five Years After the College Degree32, and
in Five and Ten Years After College Entry 3 3. New
surveys would not only allow existing entry rates to be
updated, but would also allow comparison of rates from
period to period. Collection of followup data for
noncollege-degree occupations is also necessary.
32 Laure M. Sharp, and others, Five Years After the College
Degree, 5 parts (Washington, D.C.: Bureau of Social Science
Research, 1965-67).
33 Ann S. Bisconti and Helen S. Astin, Five and Ten Years
After College Entry (Washington, D.C.: American Council on
Education, Research Reports, Vol. 8, No. 3, 1973).

The following bibliography lists specific sources of
the supply information described in chapter 3, and is
therefore arranged in the same order as the sections of
that chapter. Although many useful data sources are not
included here, the listing is intended to provide a
representative sampling in all areas. Some sections,
however, are more complete than others: section VII on

labor force separations and deaths probably covers most
existing sources, while section III on followup studies
gives a necessarily limited selection from hundreds of
studies. In general, no attempt was made to include
State and local data in any sections, although many
items may be useful for subnational analyses. The
sections of the bibliography are as follows:


Current supply data .............................................................................................................................................
A. Census and Current Population surveys...................................................................................................
B. Occupational employment statistics program .........................................................................................
C. Surveys of scientific and technical personnel.........................................................................................
D. Industry-occupation m a trix .....................................................................................................................
E. Bureau of Labor Statistics wage surveys................................................................................................
F. Department of Health, Education, and Welfare ...................................................................................
G. Other Federal agencies .............................................................................................................................
H. Professional associations ...........................................................................................................................



Occupational training data...................................................................................................................................
A. Colleges and universities ..........................................................................................................................
B. junior colleges ..............................................................................................................................................
C. Federal manpower programs.................................................................
D. Vocational education ................................................................................................................................
E. Apprenticeship program s..........................................................................................................................
F Employer training (except apprenticeship) ...........................................................................................
G. Armed Forces .............................................................................................................................................
H. Private vocational schools..........................................................................................................................



Followup data........................................................................................................................................................
A. Colleges and junior colleges .....................................................................................................................
B. Vocational education ................................................................................................................................
C. Federal manpower programs.....................................................................................................................
D. Veterans.......................................................................................................................................................
E. O th er............................................................................................................................................................



Occupational transfers..........................................................................................................................................
A. Census, Current Population surveys, and Bureau of Labor Statistics surveys.....................................
B. Postcensal surveys.......................................................................................................................................
C. National longitudinal surveys.....................................................................................................
D. O th er..................



Geographic transfers.....................
A. Immigration and emigration
B. Internal migration.................


Entrants from outside the labor fo rce.....................................


Separations from the labor force and deaths ..................................................... ...............
A. Working life ta b le s ........................................................................................
B. Additional inform ation....................................................................................... .





Occupational earnings.................................................................
Analytical studies.................................................................................................... ..
A. Issues in occupational and manpower a n a ly sis................................................
B. Studies of individual occupations and occupation group s................................................... ................. .
C. Methods of analysis .............................................................................................................................



I. Current Supply Data

Census and Current Population surveys

1. U.S. Department of Commerce, Bureau of the Census. 1970 Census of Population, Classified Index of Industries
and Occupations, 1971.
Defines the industrial and occupational classification systems for the 1970 Census of Population,
and lists the industry occupational titles which constitute each classification category. The system
includes approximately 19,000 industry and 23,000 occupational titles.
2. _________, ___________ Census of Population: 1970 Subject Reports, Final Report PC(2)-7A, Occupational
Characteristics, 1973.
Employment and unemployment data for detailed occupations by color, sex, class of worker,
earnings, and a variety of other characteristics. Data for earlier censuses are available in publications
of the same title for the appropriate census years.
3. _____________________Census of Population: 1960 Subject Reports, Final Report PC(2)-7E, Characteristics of
Professional Workers, 1964.
Contains items similar to PC(2)-7A but in greater detail for professional workers. Not published for
1970 census or censuses before 1960.
4. U.S. Department of Labor, Bureau of Labor Statistics. Employment and Earnings, monthly.
Monthly national data on employment and unemployment by major occupational group collected in
the Current Population Survey are presented in table A-18; annual averages appear in the January
issue. The October 1973 issue contains 1972 annual averages for nearly 150 occupations or
combinations of occupations; data for subsequent years will appear annually in the March issue.

Occupational employment statistics program

5. U.S. Department of Labor, Bureau of Labor Statistics. Occupational Employment Statistics, 1960-70. Bulletin
1738, 1972.
Discusses the BLS occupational employment statistics program and presents data from the 1968
metalworking survey, the 1970 printing and publication survey, and the 1970 radio-TV
communications equipment manufacturing survey. Further discussion of the radio-TV survey is
available in the June 1968 Monthly Labor Review.

6. _____________________ Occupational Employment, Special Industry Machinery, except Metalworking, June
1971. Report 430-3, April 1974.

Surveys of scientific and technical personnel

7. National Science Foundation publications:

Science and Engineering in American Industry, Final Report on a 1953-54 Survey. NSF 56-16, 1956.
Science and Engineering in American Industry, Report on a 1956 Survey. NSF 59-50, 1960.
Scientific and Technical Personnel in American Industry, Report on a 1959 Survey. NSF 60-62, 1960.
Scientific and Technical Personnel in Industry, 1960. NSF 61-75, 1961.

Scientific and Technical Personnel in Industry, 1961. NSF 63-32, 1964.
Scientists and Engineers in the Federal Government, October 1958. NSF 61-43, 1961.
Scientific and Technical Personnel in the Federal Government, 1959 and 1960. NSF 61-26, 1962.
Scientific and Technical Personnel in the Federal Government, 1961 and 1962. NSF 64-4,1965.
Scientific and Technical Personnel in the Federal Government, 1964. NSF 67-21,1967.
Reviews of Data on Science Resources, No. 14, “Scientific and Technical Personnel in the Federal Government
1966.” NSF 68-16, April 1968.

Scientific and Technical Personnel in the Federal Government, 1968. NSF 70-24,1970.
Scientific, Technical and Health Personnel in the Federal Government, 1969. NSF 70-44, 1970.
Employment of Scientific and Technical Personnel in State Government Agencies, Report on a 1959 Survey.
NSF 61-17, 1961.

Unemployment Rates and Employment Characteristics for Scientists and Engineers, 1971. NSF 72-307, 1972.
Scientists and Engineers in Colleges and Universities, 1961. NSF 65-8, 1965.
Science and Engineering Staff in Universities and Colleges, 1965-75. NSF 67-11,1967.
8. Bureau of Labor Statistics publications:
Andrews, Edith W., and Maurice Moylan. “Scientific and Professional Employment by State
Governments,” Monthly Labor Review, August 1970, pp. 40-45. Reprint includes appendix tables
A-l through A-29.
Employment o f Scientific and Technical Personnel in Industry, 1962. Bulletin 1418, June 1964.
Employment o f Scientific and Technical Personnel in State Government Agencies, 1962. Bulletin 1412
(1964), and 1964, Bulletin 1557 (1967).
Employment o f Scientists and Engineers, 1950-70. Bulletin 1781, 1973.
Scientific and Technical Personnel in Industry, 1961-66. Bulletin 1609 (1969); 1967, Bulletin 1674
(1970); 1969, Bulletin 1723 (1971); and 1970, pamphlet (1972).


Industry-occupation matrix

9. U.S. Department of Labor, Bureau of Labor Statistics. Occupational Employment Patterns for 1960 and 1975.
Bulletin 1599, 1968.
This bulletin provides a detailed description of the procedures followed in developing the 1975

...................................Occupational Employment Statistics 1960-67. Bulletin 1643,1970.
This bulletin discusses the methods used in developing the 1967 and 1970 matrices.

11. --------------, ---------------- Tomorrow's Manpower Needs, Vol. /-///, Bulletin 1606, February 1969, and Vol. IV
(Revised), Bulletin 1737, 1971.
These four volumes provide up-to-date manpower projections and a guide to their use in developing
State and area manpower projections. The industry-occupation matrix tables and other manpower
data are presented in Vol. IV.

12. Directory of Industry Wage Surveys and Union Wages and Hours Studies, 1960-73, 1973.
Lists industries covered in the BLS industry wage survey program, including publication titles,
bulletin numbers, and a limited description of their content.
13. Area Wage Surveys, Metropolitan Areas, United States and Regional Summaries, 1970-71. Bulletin 1685-92,
1973. Annual since 1950, various bulletin numbers. Before Bulletin 1465 (1965-66) the series were called
Occupational Wage Surveys. Data for individual metropolitan areas are published in individual volumes.

U.S. Department of Health, Education, and Welfare

14. Office of Education. Digest of Educational Statistics. Annual since 1962.
Contains historical data on enrollments, teacher employment, degrees conferred, and other items.
Compiled from a variety of original sources listed in the footnotes to each table.
1 5 . _________ Projections of Educational Statistics. Annual since 1964.
Contains historical data and projections of enrollments, teacher employment, and other items.
16. Public Health Service. Health Resources Statistics. Annual since 1967.
Contains estimates of employment in health occupations and descriptions of accreditation and
education requirements. Also includes information on hospital, outpatient, and other health
1 7 . __________Vital Health Statistics, Series 12, including the following items:

Employees in Nursing and Personal Care Homes, United States, May-June 1964. PHS Pub. No. 1000, Series
12, No. 5, September 1966.

Employees in Nursing and Personal Care Homes: Number, Work Experience, Special Training, and Wages,
May-June 1964. PHS Pub. No. 1000, Series 12, No. 5, September 1966.
Employees in Nursing Homes: United States, April-September 1968. DHEW Pub. No. (HSM) 73-1700,

Series 12, No. 15, October 1972.
“Podiatry Manpower Survey, United States, 1970,” National Center for Health Statistics, Monthly Vital
Statistics Report, vol. 19, no. 11, Supplement, Feb. 8, 1971.

1 8 . __________Vital Health Statistics. Series 14, including the following items:
Health Manpower, United States, 1965-67. PHS Pub. No. 1000, Series 14, No. 1.
Pharmacy Manpower, United States 1966. PHS Pub. No. 1000, Series 14, No. 2.
Opticians Employed in Health Services: United States, 1969. Series 14, No. 4. DHEW Pub. No. (HSM)
72-1052, June 1972.
Ophthalmology Manpower: A General Profile, United States, 1968. Series 14, No. 5. DHEW Pub. No.
(HSM) 73-1800, December 1972.
Inpatient Health Facilities as Reported from the 1969 MFI Survey. Series 14, No. 6. DHEW Pub. No.
(HSM) 73-1801, December 1972.
Ophthalmology Manpower: Characteristics of Clinical Practice, United States, 1968. Series 14, No. 7.
DHEW Pub. No. (HSM) 73-1802, March 1973.

Optometrists Employed in Health Services, United States, 1968. Series 14, No. 8. DHEW Pub. No. (HSM)
73- 1803, March 1973.

Ophthalmology Manpower: Utilization of Supplementary Personnel, United States, 1968. Series 14, No. 9.
DHEW Pub. No. (HSM) 73-1803, March 1973.

Podiatry Manpower: A General Profile, United States, 1970. Series 14, No. 10. DHEW Pub. No. (HRA)
74- 1805, 1973.


_ National Institutes of Health, Bureau of Health Manpower, Division of Manpower Intelligence. The

Supply of Health Manpower: 1970 Profiles and Projections to 1990. Forthcoming 1974.

This report is the first phase of project SOAR (Supply, Output, and Requirements), a comprehensive
review of health manpower for use in planning health programs.

Other Federal agencies

20. Air Transport Association of America. Air Transport Facts and Figures. Annual.
Contains occupational employment figures compiled from airline industry reports filed with the
Civil Aeronautics Board.
21. Federal Communications Commission. Annual Report.
Contains occupational employment data for the telephone industry.
22. Interstate Commerce Commission. Transport Statistics in the United States. Annual.
Contains occupational employment data for railroads (part 1), carriers by water (part 5), oil
pipelines (part 6), motor carriers (part 7), freight forwarders (part 8), and private car lines (part 9).
2 3 . _________ Wage Statistics of Class I Railroads in the United States. Statement No. A300. Annual.
Contains occupational employment statistics for Class I railroads. Before 1966 see Statement M-300.
24. U.S. Civil Service Commission. Occupations of Federal White-Collar Workers, and Occupations of Federal
Blue-Collar Workers. Annual.
25. U.S. Department of Labor, Bureau of Labor Statistics. Industry Wage Survey: Communications. Annual since
Contains occupational employment and wage data for telephone and telegraph industries. Compiled
from annual reports of Bell System carriers to the FCC.
26. U.S. Department of Transportation, Federal Aviation Administration. Statistical Fact Book of Aviation. Annual.
Contains employment and other detailed information on scheduled airlines.
27. U.S. Independent Telephone Association. Independent Telephone Statistics. Annual.
Contains occupational employment data for the non-Bell System sector of the telephone industry.

Professional associations

28. American Chemical Society. American Chemical Society Member Employment Status, Staff Report, Division of
Professional and Manpower Studies. Annual.

Contains data on employment status and characteristics of chemists derived from ACS membership
29. American Dental Association. Distribution of Dentists in the U.S. by State , Region, District, and County.
Annual before 1969, biennial since 1969.
Estimates of the number of practicing dentists compiled through ADA membership lists and State
licensing boards.
30. American Medical Association, Department of Survey Research. Distribution of Physicians, Hospitals, and
Hospital Beds in the U.S. Annual 1963-69.
Contains data on physicians by specialty and major professional activity, for regions, States,
counties, metropolitan areas, and the Nation.
31. ________

__________ Distribution of Physicians in the United States. Annual since 1970.

3 2 . ----------------Journal.
Annual licensure issue contains physician employment data.
3 3 . __________ Programs and Publications. November 1971.
Brief bibliography of AMA reports containing data on physicians.
34. American Nurses Association. Facts About Nursing. Annual.
Contains estimates of nursing employment developed from licensure records of State boards of
35. American Optometry Association. Journal. Optometric Manpower Issue. Annual.
Contains estimates of optometric employment derived from AOA membership records and
analytical articles on manpower issues.
36. American Osteopathic Association. A Statistical Study of the Osteopathic Profession. Annual.
Contains employment estimates for osteopaths.
37. American Podiatry Association publications:
Belleau, Wilfred. Podiatry as a Career, 1965. Revised.
Contains 1962 employment data.
Blauch, Lloyd E. Numbers and the Podiatry Profession.
Contains 1963 employment data.
__________ “ 1964 Surveys of the Podiatry Profession. The Podiatrists: Distribution, Education,
Organization Relationships,” Journal of the American Podiatry Association, March 1965.
Contains 1964 employment data for podiatrists.
38. American Veterinary Medicine Association. A VMA Directory . Biennial.
Contains numbers of veterinarians compiled from licensure statistics. Excludes military and retired

3 9 . _________ Dimensions o f Veterinary Medicine. Biennial.
Contains employment data for licensed veterinarians.
40. Engineers Joint Council. American Engineering Manpower 1969. November 1971. Earlier publications include
data for 1964 and 1967.
Presents data from the 1969 National Engineers Register survey of engineering society members
conducted by the Engineers Joint Council and the National Science Foundation. Includes data by
degree level, type of employer, specialty, age, and other characteristics.
4 1 . _________ Engineering Employment and Unemployment, 1971. November 1971.
Contains data on employment and unemployment of engineers by degree level, age, citizenship, year
of degree, and other characteristics. Based on a survey of 60,000 engineering society members.
42. __________ A Profile of the Engineering Profession. March 1971.
Presents highlights of the 1969 National Engineers Register survey, including data on personal and
educational characteristics of engineers.
43. National Association of Boards of Pharmacy. Licensure Statistics and Census o f Pharmacy. Annual since 1967.
Contains counts of registered pharmacists from licensure statistics as well as additional data from
NABP censuses.
4 4 . __________ NABP Bulletin.
Bulletins before 1967 contain data on the number of registered pharmacists compiled from licensure

Occupational Training Data

Colleges and universities

45. National Research Council, National Academy of Sciences. Doctorate Production in United States Universities,
1920-62. Publication No. 1142, 1963.
Degree recipients by field, subfield, sex, and institution.
46. _____________________Doctorate Recipients from United States Universities. Annual since 1966.
Degree recipients by field, subfield, institution, and degree level beginning with 1958. Data differ
from those of the Office of Education in that 1) they are counts of individuals, not degrees
conferred, 2) they include only research doctorates and exclude performance doctorates not
requiring a research dissertation, 3) classification by field and subfield are different, and 4) data are
by fiscal year instead of academic year.
47. U.S. Department of Health, Education, and Welfare, Health Resources Administration. 1973 Inventory of
Health Occupations Education Programs in Two-Year and Four-Year Colleges and Universities. In process
A survey of degree, diploma, and certificate programs in health professions except nursing, M.D.’s or
O.D.’s, and scientists. Includes administration, technical and clerical occupations, nursing-related
service personnel, and several other health professions. Data include type of award, enrollment by
race and sex, entrance requirements, cost, and other items. Conducted for HEW by the Association
of Schools of Allied Health Professions.

48. ------------- , Office of Education. Digest of Educational Statistics. Annual since 1962.
Contains data on enrollments, degrees, and other items. Compiled from various sources indicated in
table footnotes.
49. --------------, -------------- - Earned Degrees Conferred. 2 vols.: Summary Data and Institutional Data. Annual by
academic year since 1947-48.
The first volume reports the number of degrees by level of degree, field of specialization, sex of
recipient, State, and control and level of institution. The second volume provides a listing of
bachelor’s and higher degrees conferred in each academic field by each institution.
50. ------------- ------------------Fall Enrollment in Higher Education. 2 vols.: Summary Data and Institutional Data.
Includes opening fall enrollments by type of program, institutional level and control, attendance
status, and sex of student. Historical data are available beginning with 1946.
51. ------------- ----------------- Students Enrolled for Advanced Degrees. 2 vols.: Summary Data and Institutional Data.
Annual since 1959.
Data on enrollments classified by field of specialization, level of study, attendance status, sex, State,
institutional level and control, and by individual institution.
52. -------------------------------Projections of Educational Statistics. Annual since 1964.
Lists projections of enrollments, graduates, faculty, and expenditures for higher education, as well as
similar projections for elementary and secondary schools.
53. --------------, ---------------- Publications o f the National Center for Educational Statistics. (OE) 73-11000. Annual.
Lists regular publications of the Office of Education, National Center for Education Statistics.
Headings include Elementary and Secondary Education, Higher Education, Library Statistics, Adult
and Vocational Education, and others.

Junior colleges

54. U.S. Department of Health, Education, and Welfare, Office of Education. Associate Degrees and Other Formal
Awards Below the Baccalaureate. (OE-54045). Annual by academic year since 1965-66.
Contains extensive summary data as well as data on individual institutions for 1) associate degrees
meeting bachelor’s degree credit criteria, 2) awards in organized occupational curriculums for work
at the technical or semiprofessional level, and 3) awards in organized occupational curriculums for
work below the technical or professional level. Data are reported by type and length of curriculum,
State or area, and sex of recipients.

Federal manpower programs

55. U.S. Department of Health, Education, and Welfare, Office of Education. Inventory o f Vocational Education
Statistics in Federal Agencies. (OE-80069), 1970.
Lists by agency sources of data on occupational training, including MDTA, health training programs,
and many other programs.
56. U.S. Department of Labor. Manpower Report of the President. Annual since 1963.
Statistical appendix presents summary data on Federal manpower programs, including total

enrollments, completions, and post-training employment. Manpower policy developments of each
year are discussed in the test of the report. For further information see Index to the Manpower
Reports of the President, 1963-72.

Vocational education

57. U.S. Department of Health, Education and Welfare, Office of Education. Annual Report on Vocational and
Technical Education. Annual 1965-69.
Contains data on enrollments by State and field in vocational education programs.
58. _________ ____________ Enrollment in Vocational Education Occupation Programs. Vocational Education
Information No. 11. Annual since FY 1966.
Contains enrollments by detailed occupational programs for fiscal years.
59. _________, ___________ Inventory of Vocational Education Statistics in Federal Agencies. (OE-80069), 1970.
60. _____________________ Vocational Education and Characteristics of Students and Teachers, 1967. (OE-80073),
61. U.S. Department of Labor, Bureau of Labor Statistics. Tomorrow’s Manpower Needs, Bulletin 1606,
Supplement 3, 1973.
Contains conversion tables for matching occupational classifications of BLS projections to
vocational education program codes.


Apprenticeship programs

62. U.S. Department of Labor. Manpower Report of the President. Annual since 1963.
Contains summary data on annual new registrations, cancellations, and completions of apprentice­
ship training since 1947.

Employer training (except apprenticeship)

63. Foster, Howard G. “Non-apprentice Sources of Training in Construction,” Monthly Labor Review, February
1970, pp. 21-26.
Reports the results of a survey of 784 construction craftsmen and over 70 businessmen in upstate
New York, including data on percent of respondents receiving training from various sources.
64. Neary, H. James. “The BLS Pilot Survey of Training in Industry,’"Monthly Labor Review, February 1974, pp.
Describes the results of the BLS pilot survey of training in metalworking industries, including
methods of data collection and the survey design. The pilot survey was conducted to determine
whether reliable data could be collected on training enrollments and completions in industry.
65. Somers, Gerald G. Availability of Data on Company Training Programs: A Feasibility Study. Madison:
University of Wisconsin, 1971.
Includes limited pilot survey data on company training.

66. _________, and Myron Roomkin. Training and Skill Acquisition: A Pilot Case Study. Madison: University of
Wisconsin, 1972.
Reports on a study conducted for the Manpower Administration of the U.S. Department of Labor,
aimed at determining the training procedures, the sources, costs, and benefits of skill acquisition and
transferability of skills in one company. The study had the additional purpose of refining
methodological techniques in surveys of company training programs.
67. U.S. Department of Health, Education, and Welfare, Bureau of Health Resources Development. Survey of
Preparatory Education Programs in Hospitals. In process 1974.
A survey of occupational preparatory and advanced training programs in hospitals, including nursing,
laboratory services, and several other areas. Data include type of award granted, entry requirements,
enrollment, cost, and relationship to the Manpower Development and Training Act (MDTA) and
Jobs in the Business Sector (JOBS). Conducted for HEW by the American Hospital Association.
68. U.S. Department of Labor, Manpower Administration. Formal Training of Adult Workers. Manpower/
Automation Research Monograph No. 2, 1964.
Reports on a 1963 survey of workers between the ages of 22 and 64 who had completed less than
three years of college. Respondents were asked how much education they had; whether they had
taken occupational training in high school, technical school, correspondence schools, company
training programs, apprenticeship, or the Armed Forces; and whether they used their training in
their current job. The sample was the April 1963 Current Population Survey sample of 35,000
69. _________ , ---------------. Training of Workers in American Industry. Research Division, Report No. 1, 1962.
Reports the results of a 1962 survey of 700,000 establishments to determine the extent and nature
of industry training efforts.
70. _________ ____________ Transferring Military Experience to Civilian Jobs. Manpower/Automation Research
Monograph No. 8, 1968.
Study of post-military experience of Air Force veterans who left the service during 1965 and 1966.

Armed Forces

71. Clark, Harold F., and Harold S. Sloan. Gassrooms in the Military: Account of Education in the Armed Forces of
the United States. New York: Columbia University Teachers College, Bureau of Publications, 1964.
72. U.S. Department of Defense, Office of Assistant Secretary. Selected Manpower Statistics. Annual.
Data on persons discharged from the Armed Forces, by broad military job classification.
73. _________ , ___________Transitional Manpower Programs, 1970.
Contains information on Project Transition.

Private vocational schools

74. U.S. Department of Health, Education, and Welfare, Office of Education. Directory of Postsecondary Schools
with Occupational Programs, 1971. DHEW Publication No. (OE)73-l 1410, 1973.
A comprehensive list of all schools offering postsecondary occupational training, including private
vocational schools as well as 2- and 4-year colleges.


____________Survey of Programs and Enrollments in Postsecondary Schools. In process 1974.
Survey of a sample of schools drawn from the Directory cited above.


Followup Data

Colleges and junior colleges

76. American Institute of Physics. 1967-68 Graduate Student Survey. AIP Publication No. R-2071, January 1969.
Reports on a survey of 9,000 students enrolled in graduate physics departments, including
information on age, sex, and citizenship; graduate education; undergraduate major; geographic
region; type of employment accepted by new master’s and doctor’s degree recipients; and number of
job offers.
7 7 . _________ Summary Report: Survey o f Physics Bachelor's Degree Recipients, 1967-68. Publication No. R-211,
December 1968.
Based on results of a survey of 2,890 bachelor degree recipients, the report provides data on regional
distribution, post-baccalaureate plans, age distribution, sources of support for graduate study, type
of employment accepted, and median salary.
78. Astin, Alexander. The College Drop Out: A National Profile. Washington, D.C.: American Council on Education,
Examines what happens to the college dropout, his entry into the labor force, transfer rates,
and likelihood of return to college.
79. _________ _ and Robert J. Panos. The Educational and Vocational Development of College Students.
Washington, D.C.: American Council on Education, 1969.
Presents data on college freshmen of 1961 who were followed up in 1965, examines changes in
career choices over the 4-year period as well as predictors of career choice.
80. Astin, Helen, and Ann S. Bisconti. Career Plans of College Graduates of 1965 and 1970. Bethlehem, Pa.: College
Placement Council, Inc., 1972.
Reports on entry to employment by type of employer, undergraduate major, occupation, and other
items. Based on data from the American Council on Education.
81. Astin, Helen, and Ann S. Bisconti. Undergraduate and Graduate Study in Scientific Fields. Washington, D.C.:
American Council on Education, ACE Research Reports, Vol. 8, No. 3, August 1973.
This report examines the flow of a national cohort of college freshmen of 1961 over a decade,
focusing on patterns of undergraduate study, attrition, degree attainment, advanced study, and
employment. Findings on the progress and goals of 1966 freshmen are included as a means of
comparison with the 1961 cohort. Contains 78 separate cross-tabulations.
82. Astin, Helen, Elaine El-Khawas, and Ann S. Bisconti. Beyond the College Years. Washington, D.C.: American
Council on Education, 1974.
Report prepared for the National Science Foundation and the National Institutes of Health, uses
correlation and regression analysis to examine factors associated with career outcomes and presents
data on career flows.

83. Bayer, Alan, Jeannie Royer, and Richard Webb. Four Years After College Entry. Washington, D.C.: American
Council on Education, ACE Research Reports, Vol. 8, No. 1, 1973.
Followup of a sample of the freshmen class of 1967.
84. Berger, Alan S. Longitudinal Studies on the Class of 1961, The Graduate Science Students. Report No. 107.
Chicago: National Opinion Research Center, January 1967.
Using a sample of 4,394 seniors from 135 accredited institutions, the report deals with three major
areas: actual graduate enrollment in science fields, the percentages of those actually enrolling, and the
career activities of graduate students in the selected science fields.
85. Blank, Arthur, Margaret Koneisky, Leonard Kogan, and Lawrence Podell. The Graduates Restudied: A
Comparison of the Follow-up of New York City High School Graduates of 1970 and 1971. New York:
Center for Social Research, The Graduate School and University Center, The City University of New York,
86. Boercker, Fred, Lindsey R. Harmon, and William C. Kelly. “Employment Status of Recent Recipients of the
Doctorate,” Science, May 22, 1970, pp. 930-39.
87. Calvert, Robert Jr. “Liberal Arts Graduates—What Do They Have to Report?” Journal of College Placement,
February-March 1969.
Based on a study conducted through the Survey Research Center of the University of California at
Berkeley, the article describes the employment activities of 11,000 graduates from the classes of
1948, 1953, and 1958 from 100 liberal arts institutions. Data are presented about their salaries, how
they feel about their careers, how hard they work, who helped them obtain their jobs, how they feel
about a liberal arts education, and whether they have a clear career direction.
88. College Placement Council, Inc. Careers of College Graduates Within the Private Sector. Forthcoming 1974.
Career patterns of men and women currently employed in private companies compared to those of
men and women in other sectors. Focuses on dynamics of career choice in these settings, including
reasons for choices, academic achievement, and degree attainment.
8 9 . _________ The College Graduate: Turnover and Mobility. Report No. 3, Bethlehem, Pa., 1970.
Using National Opinion Research Center data for 33,000 graduates of the class of 1961, the report
studies labor force mobility and job changing during the five years after graduation. Detail includes
degree field, type of employer, and sex. Earlier reports in the series dealt with graduates’ attitudes
toward business, and job satisfaction.
9 0 . __________College-Year Plans and Long-Run Career Outcomes of College Graduates. Forthcoming 1974.
Actual occupations of college graduates compared with college-year plans. Analyses flow directly
from Career Plans of College Graduates of 1965 and 1970 (see entry 80 above), but provide greater
detail in classification of majors and careers.

, and Sandia Corporation. “A Statistical Report: Placement and Recruitment,” Journal of College

Placement, April 1965.

This survey of 644 placement officers indicates types of placement services provided, number of
students assisted, types of jobs and size of placement staff, and an analysis of turnover among the
placement staff.

92. Council, Kathryn A. Attrition: A Campus Profile. Raleigh: North Carolina State University, Student Affairs
Research, October 1972.
Reports attrition rates by type of program for NCSU students entering in 1965.
93. Dickinson, Carl, and Betty Newbegin. ‘The Occupations They are Choosing,” Journal of College Placement,
February-March 1968.
Data for this study are from a questionnaire followup of 1,171 male graduates of the University of
Washington who completed bachelor’s degrees between March and December 1966. Tables
show the type of employer chosen by major field, monthly starting salaries, and percentages entering
graduate study.
94. ________ , _________ “Pursuing the Engineer,” Journal of College Placement. October-November 1957.
A survey of 345 engineering graduates at the University of Washington who completed their degree
requirements between December 1965 and December 1966. The effects of various factors on
engineers’ career choice are studied, such as academic performance, campus interviewing, salary,
location, and type of work.
95. El-Khawas, Elaine, and Ann S. Bisconti. Five and Ten Years After College Entry. Washington, D.C.: American
Council on Education, ACE Research Reports, Vol. 9, No. 1,1974.
Descriptive report including 1971 data on college freshmen of 1961 and 1966.
96. Engineering Manpower Commission. Engineering and Technology Graduates. New York: Engineers Joint
Council. Annual.
Survey of 2-year associate degrees granted for completion of engineering and technology
97. _________ ... Placement o f Engineering Graduates. New York: Engineers Joint Council. Annual.
Data from a survey of over 200 engineering schools provide information on the placement status of
24,000 technical and 14,500 nontechnical graduates who received bachelor’s degrees. Number and
percentages of graduates entering employment, graduate school, and military service are given.
9 8 . _________ Prospects for Engineering and Technology Graduates 1968. New York: Engineers Joint Council,
September 1968.
Based on 208 engineering schools and 52 other technological institutions, this survey provides
information on the placement status of 26,815 graduates in 1968. Gives entrance rates of graduates
into labor force, graduate schools, and military service.
99. Ginsberg, Eli. “The Conservation of Talent—Lessons for Management,” Journal of College Placement,
October-November 1965.
A study of the career development of 342 male students who had been awarded graduate fellowships
by Columbia University during the early post-World War II years (1945-51).
100. Hunt, Donald C. Their First Jobs After College. Detroit: University of Detroit. Annual.
Bachelor’s graduates from the University’s Schools of Architecture, Arts and Sciences, Commerce
and Finance, and Engineering report their experiences. Charts give data on degrees, sources of job
references, starting salaries, reasons for job selection, and correlation of hometown to final job

101. Kauffman, Warren E. “The Class of 1963/’ Journal of College Placement, April 1964.
A nationwide study of 51,000 graduates of 102 colleges and universities. Data are available on those
who accepted employment as of June 1963, the proportion going on to graduate school, the number
still seeking employment, and the number entering military service.
102. Mercer, Charles. Public Post-Secondary Education in the US. Center Monograph No. 3. Chapel Hill: University
of North Carolina, Center for Occupational Education, 1969.
103. National Opinion Research Center. Patterns of Change in the Long Run Career Fields of June 1961 College
Graduates. September 1965.
Changes in career fields of 41,000 college students are analyzed to three years after graduation. One
hundred fields are examined concerning the students from 135 institutions.
104. National Research Council, National Academy of Sciences. Careers of Ph.D.'s-Academic versus NonAcademic-A Second Report on Follow-up of Doctorate Cohorts 1935-1960. Career Patterns Report No.
2, Publication 1577, 1968.
By studying the careers of 10,000 holders of third-level research degrees, systematically selected
from the graduating classes of 1935, 1940,1950, 1955, and 1960, this report focuses on the factors
associated with choice of employment in academic or other settings, with particular emphasis on the
circumstances surrounding a change in employer category.
105. ------------------------------- Doctorate Recipients from United States Universities. Annual since 1966.
Gives number of degrees, post-doctoral plans, employment, and field of work, by specific field of
degree. Includes historical data beginning in 1958.
106. _________ ____________ Education and Employment Patterns o f Bioscientists, a Statistical Report. February
Contains data from many sources on enrollments, degrees earned, and employment. Identifies areas
where data are not readily available. Bibliography.
107. National Science Foundation. Two Years After the College Degree-Work and Further Study Patterns. NSF
63-26, 1963.
Reports on a 1960 survey of over 40,000 1958 baccalaureate degree recipients. Includes data on
work and further study activities.
108. Newark College of Engineering, Placement Office. Senior Survey. Annual.
Reports placement of engineers by type of work, salary, type of employer, and location.
109. Pervin, Lawrence. “Counseling the College Dropout,” Journal of College Placement, October-November 1965.
This study at Princeton University analyzes career accomplishments of college dropouts from three
classes - 1940, 1951, and 1960. A study of those returning to college is included, indicating an
increase in successive years.
110. Schwartz, Mildred A. United States College-Educated Population: 1960. Report No. 102. Chicago: National
Opinion Research Center, October 1965.
Answers questions such as what proportion of those with college degrees are actively employed,
what percentage are employed in the field of their degree. The report shows contrasts among degree
levels and age/sex groups.

111. Sharp, Laure M. “Graduate Study and Its Relation to Careers: The Experience of a Recent Cohort of College
Graduates,” Journ al o f Human Resources, Fall 1966, pp. 41-58.
Data on entrance rates of those with graduate school background. Employment patterns are given
for those in the study. Based on the Five Years After the College Degree data (see below).
1 1 2 . _________ “The Meaning of the Bachelor’s Degree: Some Recent Survey Findings,” Sociology o f Education,
Winter 1963, pp. 93-109.
Gives limited statistical information on the value of a college education as it concerns entrance into
the labor market. Based on data from Two Years After the College Degree (see National Science
Foundation above).
113. _________ _ Five Years After the College Degree. Washington, D.C.: Bureau of Social Science Research, 5
Part I: Graduate and Professional Education. 1965.
Part II: Occupational Outcome (Text Tables: Appendix Tables). 1965.
Part III: A Methodological Note. 1966.
Part IV: Military Service. 1967.
PartV: Geographic Mobility. 1967.
Based on a survey in 1963 of 1958 bachelor’s degree recipients including a subsample of
individuals surveyed in the National Science Foundation study, Two Years After the College
Degree, who obtained further graduate and professional education during 1958-63. Describes
occupational entry and other characteristics by type of training.
114. _________ , and Thelma Myint. Graduates o f Vocational-Terminal Programs in Junior Colleges, Results o f a
Follow-up Study o f the Gass of 1966. Washington, D.C.: Bureau of Social Science Research, September
Data are presented on entrance rates, starting salary, type of employer, and other items for junior
college graduates.
115. Snelling, W., and R. Boruch. Science in Liberal Arts Colleges: A Longitudinal Study of 49 Selective Colleges.
New York: Columbia University Press, 1972.
A followup study of recipients of bachelor’s degrees in science.
116. Spaeth, Joe L., and Norman Miller. Trends in the Career Plans and Activities of June 1961 College Graduates,
March 1965.
The Office of Education and the National Institutes of Health sponsored this study emphasizing the
choice of field for the careers of 1961 college graduates.
117. Stamm, Alfred M. “ 1967 Social Work Graduates: Salaries and Characteristics,” National Association of Social
Workers, Personnel Information, March 1968.
Of 3,817 graduates of the 64 schools of social work, 1,937 responded to the survey. Ten tables
provide information on the graduates by age and sex, prior employment, plan for future education,
type of practice, type of employer, and salary by employment, sex, type of practice, and prior
118. Taplin, Lois. Employment Patterns of Xavier University Graduates-1964. Xavier University Placement Office,
Gives entrance rates for 1964 graduates of Xavier University. Different types of occupations are
analyzed for the relationship—if any— to the college major.

119. Underhill, Ralph. Occupational Values and Post-College Career Change. Chicago: National Opinion Research
Center, June 1967.
A response to questionnaires sent each year for 3 years to 15,850 male college graduates. Career
variations are examined in relation to occupational choice and values. This follow-up provides
information on the entrance into the work force of these graduates.
120. U.S. Department of Labor, Women’s Bureau. College Women - 7 Years After Graduation, 1966, Bulletin 292,
A 7-year followup of women who graduated in 1957. The present status of the graduates concerning
employment, education, and salaries is presented.
121. _________, ___________ 15 Years After College. Bulletin 283, 1962.
An exploratory survey of 580 alumnae from 4 colleges in 1945. It gives detailed employment
patterns of graduates and nongraduates.

__________________Trends in Educational Attainment of Women. Annual since 1965.
Tables and charts provide information on female high school graduates, college degrees conferred,
and the labor force participation rates of women from 1952 to the present.

123. University of Illinois. 1960 Engineering Graduates- Where Are They Now? Urbana: University of Illinois, College
of Engineering, 1965.
A 5-year followup study of 1960 graduates. Statistics on salaries, regional distribution, types of
employers, job turnover, and the number of graduates obtaining advanced degrees.
124. University of Michigan. Annual Report of Engineering Placement. Ann Arbor: Engineering Placement Service,
College of Engineering. Annual.
Reports positions accepted by engineering graduates by location, type of work, type of employer, as
well as data on placement activities.
125. “The Young Architect — A Profile,” Architectural Record, December 1972, pp. 81-85.
Reports results of a survey of 1,500 graduates of architectural schools in the classes of 1965, 1967,
and 1969. Includes percent who are registered architects, type of employer, and other items.

Vocational education

126. Connecticut State Department of Education, Division of Vocational Education. Graduate Follow Up, Statistical
Data on Connecticut Students Completing Vocational Education Programs. Annual since 1967.
Data by type of training, secondary and post-secondary schools, number of graduates employed in
related and in unrelated occupations, number out of the labor force, and mean hourly wages.
127. Duis, Harold. “Employment of Vocational Program Graduates,” American Education, February 1968.
Gives data on entrance rates of graduates from vocational training programs into different
occupational classifications.
128. Eninger, Max. The Process and Product of T & I High School Level Vocational Education in the United States.
Pittsburgh: American Institutes for Research, September 1965.
Followup of trade and industrial vocational education program graduates.

129. Gentry, N. Dale. Follow-up Vocational Studies at North Idaho Junior College. Moscow, Idaho: University of
Idaho, College of Education, The State Occupational Research Unit, July 1967.
Data are presented on students’ labor market entry rates, a breakdown of occupations, transfer
rates, and percentages left unemployed. Data for graduates of programs in automobile body and
fender repair, automobile mechanics, and industrial electronics.
130. Little, J. Kenneth, and Richard W. Whinfield. Followup of 1965 Graduates of Wisconsin Schools of Vocational,
Technical and Adult Education. Madison: University of Wisconsin, Center for Studies in Vocational and
Technical Education, Industrial Relations Research Institute, June 1970.
Data available on completions, percentages of graduates achieving employment, and types of
employment, from a sample of 1,500 Wisconsin students.
131. Priebe, Donald. “A Follow-up of Vocational Agriculture Graduates ” Agriculture Education, June 1968.
This study examines the employment patterns—rates of entry, choice of field, geographic
breakdown—of vocational agriculture graduates.
132. Reich, Carol. “Vocational Specialization and Occupational Placement: A Follow-up Study,” Vocational
Guidance Quarterly, June 1973, pp. 281-87.
Using a coding scheme based on the Dictionary of Occupational Titles, statistical tests on a sample
of vocational students resulted in a poor relationship between training and placement.
133. Somers, Gerald G. The Effectiveness of Vocational and Technical Programs: A National Follow-up Study.
Madison: University of Wisconsin, Center for Studies in Vocational and Technical Education, 1971.
Based on a 1969 survey of a national sample of 1966 vocational and technical program graduates,
reports labor force and employment status by type of program, major occupational classification,
and personal characteristics.

Federal manpower programs

134. Brown, Thomas C. Occupational Mobility Through MDTA Training. U.S. Department of Labor, Office of
Manpower, Automation, and Training, Manpower Evaluation Report E-2, 1964.
Mobility patterns by occupational group and the effectiveness of Manpower Development and
Training Act programs in meeting needs. Based on Labor Department records.
135. Bureau of Social Science Research. Manpower Development and Training Act Projects:

Follow-up Study o f MDTA Experimental and Demonstration Project at North Carolina A&T
College. Leslie J. Silverman, BSSR 369, 1966.
Follow-up Study of MDTA Experimental and Demonstration Project Conducted by the Michigan
Catholic Conference. Angeles Buenaventura, BSSR 369, 1967.
Follow-up Study of MDTA E&D Project at Bluefield State College. N. March Hoffman, BSSR 369,

Follow-up Study of MDTA E&D Project Conducted by Tuskegee Institute. Louise A. Johnson,
BSSR 369, 1967.

Follow-up Study of MDTA E&D Project Conducted at Agricultural and Industrial State University
of Nashville. Louise A. Johnson, BSSR 369, 1967.
Follow-up Study of Project Uplift, the MDTA E&D Project Conducted by Florida A&M University.
Leslie J. Silverman, BSSR 369, 1967.

Follow-up Study of MDTA Projects Conducted by Morgan State College. Diantha Stevenson, BSSR

369, 1967.
These followup studies contain statistical information on completions in the projects,
percentages of persons obtaining desired employment, breakdowns of the occupations
selected, and background data on the affected people in the projects.

136. Fahey, Frank. Follow-up Study of Project Able. U.S. Department of Labor, Manpower Administration, 1967.
Evaluates the results of an MDTA project to retrain and reemploy workers displaced by the closing
of the Studebaker plants in South Bend, Indiana. Occupational detail included.
137. Follow-up o f Graduates of Experimental and Demonstration Projects in the Washington, D.C. Area, 1966-67.
Washington, D.C.: Catholic University of America, Bureau of Social Research, 1967.
Employment patterns of graduates of experimental MDTA programs for disadvantaged youth.
138. Lundon, H. H. How Fare M.D. T.A. Ex-Trainees-An 18 Month Follow-up Study o f500 Such Persons. St. Louis:
University of Missouri, December 1967.
Data on 500 trainees from MDTA programs. Entry rates into labor force, type of occupation, and
type of employer are listed.
139. U.S. Department of Labor, Manpower Administration. Manpower Research and Development Projects. Annual
since 1971.
Lists completed research and development projects funded by the Manpower Administration, with


140. National Committee for Children and Youth. Recruitment, Training Placement and Follow-up of Rejected
Armed Forces Volunteers in Baltimore, Maryland and Washington, D.C., 1967.
A study of the entrance rates into the labor market of rejected Armed Forces volunteers in
Washington and Baltimore.
141. Sharp, Laure M. “Second Careers for Retired Military Personnel: Report on a Recent Survey,” Manpower
Training Facts, May 1965, pp. 7-10.
Data from a survey on employment entrance rates for retired military personnel.
142. Sharp, Laure M., and Albert D. Biderman. Employment of Retired Military Personnel. BSSR 361. Washington,
D.C.: Bureau of Social Science Research, 1966.
A detailed study of the employment practices of those leaving the military. Occupational
information is given by age, race, and rank. Excerpts are published in the Monthly Labor Review,
January and February, 1967.
143. Sharp, Laure M., and Rebecca Krasnegor. Five Years After the College Degree, Part IV, Military Service.
Washington, D.C.: Bureau of Social Science Research, 1967.
For annotation, see entry 113 above.
144. U.S. Department of Labor, Manpower Administration. Transferring Military Experience to Gvilian Jobs: A
Study of Selected Air Force Veterans. Manpower/Automation Research Monograph No. 8, 1968.
A followup study of Air Force veterans’ choice of employment following military service.

145. Weinstein, Paul A. Labor Market Activity of Veterans: Some Aspects of Military Spillover. College Park:
University of Maryland, 1969.



146. Calvert, Robert Jr. “The Returning Peace Corps Volunteer—What Happens, to Him?” Journal of College
Placement, April-May 1966.
The director of the Peace Corps Career Information Service describes the fields of continuing
education or employment selected by more than 6,000 returnees. By the end of 1967, according to
estimates, nearly 18,000 returned volunteers had been offered placement services.
147. Fifield, Marvin, and Larry E. Watson. A Follow-up Study of Pocatello and Idaho Falls High School Graduates
(1954-1963). Moscow, Idaho: University of Idaho, College of Education,The State Occupational Research
Unit, June 1967.
Examines the entrance rates of graduates into the labor force, detailed occupational classification,
and continued education.
148. Perrella, Vera C., and Elizabeth Waldman. “Out of School Youth—2 Years Later,” Monthly Labor Review,
August 1966, pp. 860-66.
A 1965 resurvey of young men in a 1963 Current Population Survey study of early work
experience. Assesses the relative progress of graduates and dropouts. Concludes that whatever the
measure used—unemployment rate, earnings, or steadiness of employment—men with more
education made greater advances over the 2-year period between the surveys.
149. Project Talent—One Year Follow-up Studies. Pittsburgh: University of Pittsburgh, School of Education, 1966.
From an original study in 1966 of a 5-percent sample of high schooUstudents (440,000) in 1,353
schools, the report compiles information on each group one year after graduation. It studies the
nature of their employment and job satisfaction, the nature and extent of their post-high school
education, and long-range career plans.
150. Project Talent-A 5-year Follow-up Information on High School Graduates of 1960. Pittsburgh: University of
Pittsburgh, School of Education, July 1969.
A continuing followup of the high school graduates, their activities during the 5 years after
graduation, examining employment and continuing education.
151. U.S. Department of Health, Education, and Welfare, Office of Education. National Longitudinal Study of the
High School Gass o f 1972. In process 1974.
Study is designed to followup a sample of 20,000 high school seniors of 1972 for several years to
examine their post-secondary educational and occupational status, and its relation to high school
training experience.
152. U.S. Department of Labor, Bureau of Apprenticeship and Training. Career Patterns of Former Apprentices.
Bulletin No. T-147, March 1959.
Results of a survey of 3,278 workers who completed apprenticeship training in 1950, including data
on the relationship of occupation to apprenticeship training, wage rates, veteran status, and other
items. Occupations covered include eight construction trades, three metalworking trades, mechanic
and repair trades, printing, and others.

153. Waldman, Elizabeth. Employment of High School Graduates and Dropouts in 1966. Special Labor Force Report
No. 85. Bureau of Labor Statistics, July 1967.
Compares labor force entry rates of graduates and dropouts. Based on data from the October 1966
Current Population Survey. Some data for major occupational groups are included.

Occupational Transfers

Census, Current Population Surveys, and Bureau of Labor Statistics Surveys

154. Bancroft, Gertrude, and Stuart Garfinkle. Job Mobility in 1961. Special Labor Force Report No. 35. Bureau of
Labor Statistics, August 1963.
Reports job changing and labor force mobility data from the February 1962 Current Population
155. Rosenfeld, Carl, and Vera C. Perrella. Why Women Start and Stop Working: A Study of Mobility. Special Labor
Force Report No. 59. Bureau of Labor Statistics, September 1965.
Analyzes factors affecting labor force mobility of women 18-64 years of age, including age, presence
of children, marital status, major occupational group status, and husband’s income. Based on April
1964 Current Population Survey data.
156. Saben, Samuel. Occupational Mobility of Employed Workers. Special Labor Force Report No. 84. Bureau of
Labor Statistics, June 1967.
Contains estimates of mobility for major occupational groups derived from January 1966 Current
Population Survey data.
157. U.S. Department of Commerce, Bureau of the Census. Census of Population: 1970. Subject Reports. Final
Report PC(2)-7E, Occupation and Residence in 1965, 1973.
Contains occupational mobility data for 10 major occupational groups.
158. _________ ____________ Current Population Reports, Lifetime Occupational Mobility of Adult Males, Series
P-23, No. 11. March 1962 and annually thereafter, various dates.
Presents data on occupational mobility of males by major occupational group.
159. U.S. Department of Labor, Bureau of Labor Statistics. Occupational Mobility of Scientists. Bulletin 1121, 1953.
Contains detailed mobility data for a sample of Ph.D. chemists, biologists, and physicists drawn
from the 1948 American Men of Science register.
160. -------------- , --------------- Mobility of Molders and Coremakers, 1940-1952. Bulletin 1162, 1954.
Studies the work experience, training, and personal characteristics of workers, including some data
on occupational transfers. Based on a survey of 1,800 journeymen in eight metropolitan areas.
161______________________ The Mobility of Tool and Die Makers, 1940-1951. Bulletin 1120, 1953.
Studies the work experience, training, and personal characteristics of workers, including some data
on occupational transfers. Based on a survey of over 1,700 workers in seven large metalworking


Postcensal surveys

162. Cain, Glen, and W. Lee Hansen, Occupations of Engineers: Economic Aspects. Madison: University of
Wisconsin, Social Systems Research Institute, January 1967 (unpublished).
163. Kincannon, C. L. “The Census Role in Scientific and Technical Manpower Programs for the 70’s,” American
Statistical Association , Proceedings of the Social Statistics Section, 1972, 1973, pp. 181-89.
This article describes the survey design, sample design and selection, data collection, and data
processing procedures for the 1972 Postcensal Manpower Survey.
164. Schwartz, Mildred A. The United States College-Educated Population: 1960. Chicago: National Opinion Research
Center, Report No. 102, October 1965.
For annotation see entry 110 on p. 44.
165. Seltzer, Norman. “Post-censal Studies Program: Background and Content,” American Statistical Association,
Proceedings of the Social Statistics Section, 1963f 1964, pp. 175-80.
1 6 6 . _________ “The 1972 Postcensal Survey of Professional, Scientific, and Technical Manpower,” American
Statistical Association, Proceedings of the Social Statistics Section, 1972, 1973, pp. 178-80.
167. Stambler, Howard V., and Annie Lefkowitz. “Education and Training of Technicians,” Monthly Labor Review,
November 1964, pp. 1278-80.
168. U.S. Department of Commerce, Bureau of the Census. Characteristics of America's Scientists and Engineers:
1960 and 1962. Technical Paper 21, 1969.
Presents detailed national statistics on employment and economic and social characteristics of
scientists and engineers.
169. ______________________Current Population Reports, Series P-23, No. 45, “Persons in Engineering, Scientific, and
Technical Occupations: 1970 and 1972,” July 1973.
This is the first of a series of reports on the 1972 professional, technical, and scientific manpower
survey. It presents preliminary data on employment status, age, sex, and education of persons
identified in the 1970 census as working in engineering, scientific, and technical occupations.
170. U.S. Department of Labor, Bureau of Labor Statistics. Technician Manpower: Requirements, Resources, and
Training Needs. Bulletin 1512, 1966.
171. Warkov, Seymour, and John Marsh. The Education and Training of America's Scientists and Engineers: 1962.
Chicago: National Opinion Research Center, Report No. 104,1965.

National longitudinal surveys

172. Parnes, Herbert S. “Longitudinal Surveys: Prospects and Problems,” Monthly Labor Review, February 1972,
pp. 11-15.
Discusses the surveys and lists additional articles and reports based on survey data.
173. U.S. Department of Labor, Manpower Administration. Career Thresholds. Manpower Research Monograph No.
16, 4 vols., 1970-72.
Reports survey results for men 14-24 years of age.

174. ________ , ___________ Dual Careers. Manpower Research Monograph No. 21, 2 vols., 1970-72.
Reports survey results for women 30-44 years of age.
175. ________ ____________The Pre-Retirement Years. Manpower Research Monograph No. 15, 3 vols., 1970-72.
Reports survey results for males 45-59 years of age.
176. -------------, ---------------- Years for Decision. Manpower Research Monograph No. 24, 3 vols., 1971-73.
Reports survey results for women 14-24 years of age.



177. College Placement Council, The College Graduates-Turnover and Mobility. 1970.
Followup study of 1961 graduates examining turnover rates 3 years after graduation. Study
separates men and women, different classes of employers, undergraduate majors, etc. Types of
turnover include labor market dropouts, and type of employer.
178. Day, James F. Teacher Retirement in the United States. North Quincy, Mass.: Christopher Publishing House,
A detailed investigation of retirements, job transfers, and mobility in the teaching profession.
179. Hiestand, Dale L. Career Changes: Professional and Graduate Students After Thirty-Five. New York: Columbia
University Press, 1970.
Discusses mobility in careers of graduate students at least 35 years old.
180. Lyons, Thomas F. Nursing Attitudes and Turnover, The Relation of Social-Psychological Variables to Turnover,
Propensity to Leave and Absenteeism Among Hospital Staff Nurses. Iowa City: Iowa State University,
Industrial Relations Center, 1968.
A study of patterns and causes of job transfers and mobility among hospital nurses.
181. National Research Council, National Academy of Sciences. Profiles of Ph.D. ’s in Sciences - Summary Report
on Follow-up of Doctorate Cohorts, 1935-1960. Career Patterns Report No. 1, Publication 1293,1965.
A study of a sample of 10,000 doctorate holders in health-related sciences. Studies were made of
employer categories, the geographic spread and postdoctoral migration, and on-the-job functions.
Mobility is analyzed by geographic area, occupation, and field of specialization.
182. Somers, Gerald. Labor Mobility: An Evaluation of Pilot Projects in Michigan and Wisconsin. Madison:
University of Wisconsin, Industrial Relations Research Institute, 1972.
Data are given on studies done in Michigan and Wisconsin on mobility in the labor force.
Information is available by age and different occupations by major occupational group.
183. U.S. Department of Health, Education, and Welfare, Office of Education. Teacher Turnover in Public
Elementary and Secondary Schools, 1959-60. OE-23002-60, Circular 675, 1963.
Contains turnover rates by age and sex.

184. U.S. Department of Labor, Bureau of Labor Statistics. Labor Mobility and Private Pension Plans-A Study of
Vesting, Early Retirement, and Portability Provisions. Bulletin 1407, 1964.
Statistical data concerning the effects of different pension plans on occupational mobility and job
185. _________ ____________ The Operation of Severance Pay Plans and Their Implications for Labor Mobility.
Bulletin 1462, 1966.
Provides data on the effect on severance and pension plans as deterrents to occupational mobility.
186. _________ _ Manpower Administration. Career Mobility for Professionals in Human Service Agencies. MDTA
Experimental and Demonstration Findings No. 8, 1969.
Lists data on different human service occupations in terms of occupational transfers and mobility.

Geographic Transfers

I mmigration and emigration

187. American Medical Association. Foreign Medical Graduates in the United States, 1970. 1971.
Monograph presents data on specialty, activity, location, year of graduation, country of birth, age,
and sex of foreign physicians in the United States, by country of graduation. Includes bibliography.
188. Grubel, H. G., and A. D. Scott. “Immigration of Scientists and Engineers to the U.S., 1949-61,” Journal of
Political Economy, August 1969, pp. 368-78.
Brings together data from several sources in order to form a comprehensive picture of the “brain
drain” into the United States.
189. National Science Foundation. Scientists, Engineers, and Physicians from Abroad - Trends through Fiscal Year
1970. NSF 72-312, 1972.
190. _________ _ Immigrant Scientists and Engineers in the United States. A Study of Characteristics and Attitudes.
NSF 73-302, 1973.
Reports on a survey conducted by NSF in mid-1970 of a sample of those admitted between
February 1964 and January 1969 and who filed address reports with the Immigration and
Naturalization Service in 1969.
191. North, David S., and William G. Weissert. Immigrants and the American Labor Market. Washington, D.C.:
Trans-Century Corporation, April 1973 (unpublished).
Followup data on occupations in 1972 of immigrants entering the U.S. in fiscal year 1970.
Sponsored by Manpower Administration.
192. U.S. Department of Health, Education, and Welfare, Health Resources Administration, Bureau of Health
Resources Development. Survey o f Foreign Nurse Applicants for Registered Nurse Licensure in the U.S.A.
Single-time survey for Bureau of Health Resources Development by American Nurses Association. In
process 1974-75.
Survey to determine the number of foreign nurse graduate applicants and the proportion of them
successfully passing State board examinations for registered licensure. Number of applicants, by
State, and data on characteristics and major obstacles to success on the examinations derived from
in-depth interviews in eight States.

193. _________ , National Institutes of Health. The Foreign Medical Graduate: A Bibliography. DHEW Publication
No. (NIH) 73-440, November 1972.
Citations of information about foreign medical graduates in the United States, including their
education abroad, flow into the United States, and their training and utilization in the United
States. Includes only publications prior to September 1972.

Internal migration

194. Brown, David G. The Mobile Professors. Washington, D.C.: American Council on Education, 1967.
A study of how, where, and why college professors move within the academic labor market, based
on a survey of 7,500 faculty members. Analyzes factors affecting mobility, including types of
institutions, salaries, race and sex discrimination, balkanization of submarkets, and job search
methods. The author presents recommendations for more effective use of academic manpower.
195. Ladinsky, Jack. “The Geographic Mobility of Professional and Technical Manpower,” Journal of Human
Resources, Fall 1967, pp. 475-94.
Analysis of professional worker migration based on the 1960 Census Public Use Sample suggests
that age is the most important factor affecting mobility, followed by income, education, regional
location, sex, family size, and marital status.
196. Saben, Samuel. Graphic Mobility and Employment Status, March 1962-March 1963. Special Labor Force
Report No. 44. Bureau of Labor Statistics, August 1964.
197. Sharp, Laure M., and Rebecca Krasnegor. Five Years After the College Degree, Part V', Geographic Mobility.
Washington, D.C.: Bureau of Social Science Research, 1967.
For annotation, see entry 113 on p. 45.
198. U.S. Department of Commerce, Bureau of the Census. Census of Population: 1960, Subject Reports, Final
Report PC(2)-2B, Mobility for States and State Economic Areas, 1963.
Contains data on economic, demographic, and social characteristics, including major occupational
groups, of the population classified by mobility status.
199. _________ ____________Census of Population: 1970, Subject Reports, Final Report PC(2)-7E, Occupation and
Residence in 1965, 1973.
Geographic mobility data for major occupational groups, comparable 1960 data are in Final Report
PC(2)-2B, Mobility for States and State Economic Areas.

Entrants from Outside the Labor Force

200. American Nurses Association. The Nation's Nurses: Inventory of Registered Professional Nurses. 1965.
Data on work activity and labor force mobility characteristics of R.N.’s.
201. National Education Association. Status of the American Public School Teacher, 1970-71. Research Report
1972-R3, 1972.
Data on reentrants.
202. National Science Foundation. American Science Manpower. Biennial, 1954-70.
Data on work activity of scientists in the National Register of Scientific and Technical Personnel.

203. U.S. Department of Commerce, Bureau of the Census. Census of Population: 1970, Subject Reports, Final
Report PC(2)-6C, Persons Not Employed, 1973.
Data on occupational characteristics of persons not in the labor force or unemployed. Comparable
1960 data in Final Report PC(2)-6C, Labor Reserve.
VII. Separations from the Labor Force and Deaths

Working life tables

204. Fullerton, Howard N., “A Table of Expected Working Life for Men, 1968,” Monthly Labor Review, June 1971,
pp. 49-55.
Examines 1968 Current Population Survey data and provides estimates of expected working life for
males of various ages in 1968. Includes a note on the technical construction of the tables.
205. U.S. Department of Labor, Bureau of Labor Statistics. Tables of Working Life: Length of Working Life for Men.
Bulletin 1001,1950.
Tables of working life for men in 1950. Includes an extensive description of working life patterns
and a detailed exposition of the techniques used in the preparation of tables of working life.
206. _________ , ___________Tables o f Working Life for Women, 1950. Bulletin 1204, 1957.
207. ___________ Manpower Administration. The Length of Working Life for Males, 1900-60, Manpower Report No.
8, July 1963.
Tables of working life for men in 1940, 1950, and 1960.
208. _________ , ___________ Work Life Expectancy and Training Needs of Women. Report No. 12, May 1967.
Tables of working life for women in 1960.

Additional information

209. Bolt, Richard H., Walter L. Kolton, and Oscar H. Levine. “Doctoral Feedback into Higher Education,” Science,
May 14, 1965, pp. 918-28.
Includes estimates of death and separation rates developed from the National Science Foundation’s
210. Folk, Hugh and Donald E. Yett. “Methods of Estimating Occupational Attrition,” Western Economic Journal,
Vol. 6, No. 4, September 1968, pp. 297-302.
Comparison of several methods for estimating nonwage-related types of attrition, including
age-specific occupational employment rates. Comparison of computations for nurses and engineers,
211. Fullerton, Howard N. “A New Type'of Working Life Table for Men,” Monthly Labor Review, July 1972, pp.
Uses a “generation” life table in which the life spans of cohorts are followed through time, instead
of a “period” life table based on mortality rates applicable to each age observed at one point in
time. Includes tables, data sources, and technical appendix.

2 1 2 . _________ “Sensitivity of Generation Tables of Working Life for Men to Different Projections of Labor Force
Participation,” American Statistical Association, Proceedings o f the Social Statistics Section 1972,
pp. 250-54.
213. Guralnick, Lillian. Mortality by Occupation and Industry among Men 20 to 64 Years of Age: United States,
1950. U.S. Department of Health, Education, and Welfare, Public Health Service, Vol. 3, No. 2, 1962.
Death rates by occupation and industry, 1950 census industry and intermediate occupational
classifications. Useful for identifying unusual occupational and industrial mortality patterns.
2 1 4 . _________ “Occupational and Social Class Differences in Mortality,” Proceedings of the 1955 Annual
Conference, Millbank Memorial Fund, 1956, pp. 61-73.
215. U.S. Department of Health, Education, and Welfare, Public Health Service. Mortality by Occupation and Cause
of Death Among Men 20-64 Years of Age: United States, 1950. Vital Statistics Special Reports, Vol. 53,
No. 3, September 1963.
Death rates by occupation and cause of death, 1950 census intermediate occupational classification.
Discussion of limitations of the rates. Useful for identifying unusual occupational mortality
216. U.S. Department of Labor, Bureau of Labor Statistics. Tomorrow's Manpower Needs, Bulletin 1606, Vol. 1,
February 1969, and Supplement 4, forthcoming 1974.
Vol. 1 discusses the development of death and separation rates, and shows rates for individual
occupations by sex in appendix A. Supplement 4 contains estimates of occupational separations for
217. Wolfbein, Seymour L. Changing Patterns o f Working Life, U.S. Department of Labor, Manpower
Administration, August, 1963.
Tables of working life for men, 1960, and summary data for women. Text discusses retirement
patterns, changes in patterns over time, and in employment and training patterns for older workers.

Occupational Earnings

218. American Chemical Society. 1972 Report on Chemists'Salaries. 1972. Annual since 1962.
Salary data reported from a comprehensive survey of ASC members, including detail by degree
status, type of employer, sex, work activity, field, and region. Data on chemical engineers and
chemists are also reported annually in the ASC journal Chemical and Engineering News.
219. College Placement Council, Inc. Men's Salary Survey and Women's Salary Survey. Annual.
Data include high, low, and average beginning salaries in business and industry, by type of
curriculum and type of employment (industry), for recent college graduates. Data are collected
from college placement offices, covering male graduates in accounting, business, humanities-social
sciences, marketing, seven areas of engineering, agricultural science, chemistry-math-physics, and
computer science, and female graduates in accounting, business communications, community service
work, EDP, engineering, health, home economics, libraries, mathematics, merchandising, research,
and secretarial services.

220. Endicott, Frank S. Trends in Employment of College and University Graduates in Business and Industry.
American Society for Personnel Administration. Annual since 1946.
Survey of beginning monthly salaries in 185 companies representing large- and medium-sized firms
in 22 States and 20 industries. Salaries are for bachelor’s and master’s degree holders in engineering,
accounting, sales, business administration, liberal arts, production management, physics, chemistry,
mathematics, economics, and other fields.
221. Engineering Manpower Commission. Professional Income of Engineers. New York: Engineers Joint Council.


Salaries of Engineering Technicians. New York: Engineers Joint Council. Annual.

223. Interstate Commerce Commission. Wage Statistics of Class I Railroads in the United States, Statement No.
A-300. Annual.
224. National Education Association. Economic Status of the Teaching Profession, 1971-72, Research Report
1972-R2, 1972. Annual by academic year since 1962-63.
Contains salary data from biennial NEA surveys and from the Office of Education. Details include
sex, size or type of school, region, academic rank, degree, and comparisons with other occupations.

Faculty Salary Schedules in Colleges and Universities, 1971-72. Research Report 1972-R 10,1972.
Annual by academic year since 1967-68.
Reports mean, minimum, and maximum salaries by rank, type of institution, size of enrollment,
region, degree, and individual institution. Data are confined to 4-year institutions offering
bachelor’s or higher degrees, and are available from 1965-66.





Faculty Salary Schedules in Community - Junior Colleges, 1971-72. Research Report 1972-R9,
1972. Annual by acaemic year since 1967-68.
Contains data similar to that reported for colleges and universities, but confined to institutions
offering less than a bachelor’s degree.

227. National Science Foundation. American Science Manpower. Biennial 1954-70.
Reports employment, earnings, and other characteristics of persons listed in the National Register of
Scientific and Technical Personnel.
228. Professional and business associations. The following associations or periodicals conduct salary surveys for
occupations of special interest to them:
Advertising Age (magazine)
American Dental Association
American Dental Assistants Association
American Dental Hygientists Association
American Insurance Association/American Mutual Insurance Alliance
American Marketing Association
American Medical Association
American Medical Record Association
American Osteopathic Association
American Speech and Hearing Association
Business Automation, EDP Salary Survey
Flight Engineers International Association
Life Office Management Association, Actuarial Student Salary Survey

National Association of Certified Dental Laboratories
National Farm and Power Equipment Dealers Association
Public Personnel Association, Pay Rates in Public Service
229. U.S. Department of Commerce, Bureau of the Census. Census of Population: 1970 Subject Reports, Final
Report PC(2)-7A, Occupational Characteristics, 1973.
Includes median 1969 earnings for males and females in the experienced civilian labor force as well
as employment and data on worker characteristics. Data from 1960 census are in a 1963 publication
of the same title.
230. _________ ____________ Current Population Reports, Series P-60. Earnings by major occupation group derived
from Current Population Surveys.
231. U.S. Department of Health, Education, and Welfare, Office of Education. Higher Education Salaries. Annual by
academic year.
Salary data by type of institution, length of contract (e.g. 9-month and 12-month), and academic
232. --------------, __________ Statistics of State School Systems. Annual by academic year.
Average salary levels of instructional staff in public elementary and secondary schools, by State.
233. _________ , Social Security Administration. Income of Physicians, Osteopaths, and Dentists from Private
Practice, 1965-69. DHEWPub. No. (SSA)73-11852, Staff Paper No. 12, 1972.
Compiles published data from the Internal Revenue Service on incomes of physicians, osteopaths,
and dentists. Emphasizes trends in their income components since the advent of Medicare and
Medicaid. Data from other sources are also used to analyze comparative income trends.
234. U.S. Department of Labor, Bureau of Labor Statistics. Area Wage Surveys. 2 vo\s., Metropolitan Areas, United
States and Regional Summaries, and Selected Metropolitan Areas, plus separate volumes for individual
cities. Annual since 1950, various bulletins. Before Bulletin 1465 (1965-66) the series were called
Occupational Wage Surveys.
Earnings data by sex, by city, region, and U.S. for about 90 metropolitan areas, covering 76
occupations in six industry divisions. Also includes information on scheduled weekly hours, shift
differential practices, fringe benefits, and wage trends.
235. .________5_________ A Directory of Industry Wage Surveys and Union Wagesand Hours Studies. 1960-73, 1973.
Lists industries covered in the BLS wage survey program including publication titles, bulletin
numbers, and a limited description of their content.
236. _____________________ National Survey of Administrative, Technical, and Gerical Pay. Annual since Winter
1959-60, various bulletins.
Data on salary levels and distributions for 80 occupation-work levels, including accounting, legal
services, personnel management, engineering and chemistry, buying, clerical supervisory, drafting,
and clerical jobs. Averages are shown for annual, monthly, or weekly rates, excluding overtime pay.
Data are shown for total United States, for metropolitan areas combined, for establishments of
2,500 or more, and for major industry divisions.
237. _________ ____________Salary Trends, including the following:

Salary Trends: City Public School Teachers, 1925-65, Bulletin 1504, 1966.

Salary Trends: Federal Classified Employees, 1939-64, Bulletin 1444, 1965.
Salary Trends: Firemen and Policemen, 1924-64, Bulletin 1445, 1965.
Additional data, except for teachers, appear in annual Current Wage Developments. Current data for

teachers appear biennially in CWD. Data include salary levels and trends for regions and city-size
groups, as well as national data. Except for Federal workers, coverage is limited to cities of 100,000
or more. Data are compiled from various sources, including the U.S. Civil Service Commission, the
National Education Association, and the International City Management Association, firefighter and
police unions, and BLS surveys.

238. ________ ____________ Union Wages and Hours. Annual since 1936 for building trades, 1950 for printing, 1946
for local transit, and 1943 for local trucking; various bulletins.
Data include averages and distributions of union scales of wages and hours by industry, region, and
city. Wage rates and wage rate indexes are shown by skill level (e.g., journeymen) as well as by
occupation. Data reflect only the wage rates set in union - management contracts, and not actual
hourly earnings.
239. U.S. Department of Transportation, Federal Aviation Administration. FAA Handbook. Annual.
240. U.S. Maritime Administration, Division of Manpower Studies. Unpublished data on merchant marine base pay.
241. University of T exas. Survey o f Hospital and Medical School Salaries, 1970 and 1968.
IX. Analytical Studies

Issues in occupational and manpower analysis

242. Becker, Gary. Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education. New
York: National Bureau of Economic Research, Columbia University Press, 1964.
Becker’s volume is one of the major works in the field of human capital economics. Education and
manpower development are treated as investments in human capital, with costs and return as criteria
for investment decisions.
243. Bezdek, Roger H., and Barry Getzel. Forecasting the Job Content and Skill Requirements of the U.S. Economy.
Economic Research Group, Working Paper No. 10. Urbana: University of Illinois, Center for Advanced
Computation, 1972.
Examines the problem of estimating education and training requirements for specific occupations,
utilizing the Dictionary of Occupational Titles and related research by Eckhaus (see below).
244. Bolino, August C. Occupational Education as a Source of Economic Growth. Springfield, Va.: National
Technical Information Service, November 1972.
Surveys the history and status of all types of occupational education. Prepared for the Manpower
245. Boulding, Kenneth E. “An Economist’s View of the Manpower Concept” in Proceedings of the Conference on
the Utilization of Scientific and Professional Manpower. New York: Columbia University Press, 1954, pp.
Boulding labels the manpower concept as “repulsive, dangerous, disgusting, fascistic, communistic,
incompatible with the ideals of liberal democracy, and unsuitable company for the minds of the
young.” His vigorous attack relies on a classical “hidden hand” interpretation of the market, and

concludes that manpower planning will at best interfere with the market’s natural tendency toward
equilibrium. Comments summarized by Robert M. Maclver.
246. Bowles, Samuel. Migration as Investment: Empirical Tests of the Human Investment Approach to Geographical
Mobility. Discussion Paper No. 51. Cambridge: Harvard University, Program on Regional and Urban
Economics, 1969 (mimeo).
A simple migration model, tested with data on net migration from the U.S. South for 1955-60,
supports the hypothesis that geographic mobility is primarily a response to economic incentives, and
therefore is consistent with the human capital approach to analysis.
247. Bowman, Mary Jean. “Educational Shortage and Excess,” Canadian Journal of Economics and Political Science,
November 1963, pp. 446-61.
Bowman reviews traditional rising prices, relative income, and status approaches to identifying
manpower shortage and excess, as well as the more recent rate-of-return approach, emphasizing their
normative as well as economic content. She concludes that shortage and excess have no valid
meaning unless social costs and returns are considered, and that the most reliable indicators of
imbalances are to be found by examining the allocation processes themselves. A brief digression on
the situation for teachers is included.
248. Eckaus, R. S. “Economic Criteria for Education and Training,” Review o f Economics and Statistics, May 1964,
pp. 181-90.
Eckaus criticizes the rate-of-return approach to developing economic criteria for educational
planning. He then proposes an alternative method of computing educational requirements using
estimates from the Dictionary o f Occupational Titles of education and training requirements by
occupation, and projections of occupational employment needs.
249. Fine, Sidney A. “A Re-examination of Transferability of Skills,” 2 parts, Monthly Labor Review, July 1957, pp.
803-10; and August 1957, pp. 938-48.
Part I examines the assumptions and concepts involved in skill transferability and reviews earlier
research. Part II draws upon occupational classification of the U.S. Employment Service to provide
guidelines for a systematic approach to the study of transferability of skill.
250. Hansen, W. Lee. “The Economics of Scientific and Engineering Manpower,” Journal of Human Resources,
Spring 1967, pp. 191-220.
Hansen attempts to define some of the issues in the discussion of “shortages” by surveying the
various positions taken, alternative approaches to research, and the analytical efforts of economists.
He then explores in more detail the projection approach, and proposes a rate-of-return approach to
analyzing occupational supply and identifying shortages and surpluses. Comment by David Brown
and Claus A. Moser.
251. _________ _ “Labor Force and Occupational Projections,” in Proceedings of the 18th Annual Winter Meeting.
Madison: Industrial Relations Research Association, 1966.
Hansen reviews and critiques the various types and uses of projections, emphasizing the need for
supply projections to make the requirements estimates more meaningful. He contends that what is
most needed is not more projections but more research on occupational choice and the operation of
the labor market.

2 5 2 . _________ “Total and Private Rates of Return to Investment in Schooling,” Journal of Political Economy,
April 1963, pp. 128-40.
Hansen discusses rate of return as an empirical measure of shortages.
253. Hollister, R. G. “The Economics of Manpower Forecasting,” International Labour Review, April 1964, pp.
Hollister presents a theoretical analysis of certain aspects of manpower forecasting, in particular the
use of present occupational distribution in forecasting, and the effects of supply and technological
factors on the occupational distribution.
254. Kotz, Arnold, ed. Occupational Education: Planning and Programming. Menlo Park, Calif.: Stanford Research
Institute, 1967. 2 volumes.
This work reviews new approaches to planning and programming occupational education, with
major emphasis on PPB. Contains articles by Garth Mangum, Norman Medvin, Thayne Robson, and
others. Prepared for the U.S. Office of Education.
255. March, Georgianna B., ed. Conference on Occupational Data Requirements for Educational Planning. Madison:
University of Wisconsin, Center for Studies in Vocational and Technical Education, 1966. Summarized in
Journal of Human Resources, Summer 1966, pp. 54-66.
^The conference gave voice to two distinctive schools of thought. The first felt the need for
occupational data was urgent and stressed its availability as a prerequisite to intelligent planning.
The second denied the usefulness of such data, emphasizing weak methodologies and problems
inherent in obtaining accurate job vacancy data.
256. Mestre, Elroy R. Economic Minorities in Manpower Development. Lexington, Mass.: Heath Lexington Books,
Chapter 2 reviews problems of manpower development in the American economy such as the level
of economic activity and economic security, with emphasis on mobility and minorities. Mestre
presents good arguments for the usefulness of manpower policy for eliminating or offsetting market
imperfections, structural imbalances, adverse effects of cutbacks, and promoting economic security.
257. Miller, Ann R. Current Occupation and Past Training of Adult Workers, Statistical Evaluation Report No. 7,
Bureau of the Budget, March 1968 (mimeo).
Analyzes unpublished data from the April 1963 Current Population Survey. Examines the feasibility
of collecting data on the relationship of training and occupation, for improving supply projections
and studying changing occupational structures. Prepared for the Interagency Committee on
Occupational Classification.
258. Stigler, George. “The Economics of Information,” Journal of Political Economy. June 1961; and “Information
in the Labor Market,” Jo urnal of Political Economy, Supplement, October 1962.
Stigler examines the relationship between labor market information and career choice.
259. Strauss, George. “Apprenticeship: An Evaluation of the Needs,” in Arthur M. Ross, e d Employment Policy
and the Labor Market. Berkeley : University of California Press, 1965.
Evaluates the data on apprenticeship and examines concepts such as the problem of defining who is
an apprentice.

260. Young, Robert C., William V. Clive, and Benton E. Miles, Vocational Education Planning: Manpower Priorities
and Dollars. Columbus: The Ohio State University, Center for Vocational and Technical Education, 1972.
This volume discusses the role of supply-demand data in manpower and vocational education
planning. Includes bibliography.

Studies of individual occupations and occupational groups

261. Altman, Stuart H. The Present and Future Supply of Registered Nurses. DHEW Publication No.(NIH)72-134.
U.S. Department of Health, Education, and Welfare, Public Health Service, 1971.
Altman presents an extensive discussion of the changing market for nurses during the post war
years. He examines the breakdown of some noncompetitive characteristics of the hospital industry,
the decline of hospital nursing schools and the growth of associate degree programs, rising nurse
salaries, unionization, and increased mobility of female workers. He derives a model of nursing
supply from models of family labor supply and aggregate labor supply of women. Projections of
future supply are included.
262. Altman, Stuart H., and Alan Fechter. “The Supply of Military Personnel in the Absence of a Draft,” American
Economic Review, May 1967, pp. 19-31.
The article summarizes methods used to estimate the cost of replacing drafted personnel with an
all-volunteer force. Factors affecting the level of enlistments are analyzed, including civilian
unemployment and draft pressure. The effect of increased pay on volunteer accessions to the Armed
Forces is analyzed for enlistees and officers. Elasticities are computed and used to estimate payroll
costs of a volunteer force.
263. Alchain, A. A., K. J. Arrow, and W. M. Capron. An Economic Analysis of the Market for Scientists and
Engineers. Chicago: Rand McNally, 1958.
The authors review various concepts of shortages and present an extensive analysis of the market for
scientists and engineers, including such issues as R&D contracting practices, government
employment policies, and “stocking” of high-skill personnel by firms. Long- and short-term supply
problems are discussed in relation to salary and noneconomic factors influencing students’
enrollments and completion of training.
264. American Council on Education. “A New Look at the Supply of College Teachers,” Educational Record,
Summer 1965.
265. Arrow, Kenneth J., and William M. Capron. “Dynamic Shortages and Price Rises: the Engineer Scientist Case,”
Quarterly Journal of Economics, May 1959, pp. 292-308.
Persistent shortages of engineers and scientists in the 1950’s in spite of increasing salaries were often
interpreted as a failure of the price mechanism. Arrow and Capron argue that the price mechanism
did not fail, but simply did not adjust quickly enough to meet the continually expanding demand
for scientists and engineers. They present a model of dynamic shortages to explain the market
phenomena of the 1950’s-simultaneous rising salaries and “shortage” conditions. Much of the
paper is taken from Alchain, Arrow, and Capron, 1958.
266. Bayer, Alan E. “Nurse Supply: It’s Better than We Thought,” The Modern Hospital, July 1967.
Bayer contends that the elasticity of labor force participation for inactive R. N.’s could be increased
by providing more flexible hours and improved working conditions.

267. Benham, Lee. “The Labor Market for Registered Nurses: A Three-Equation Model,” Review of Economics and
Statistics, August 1971, pp. 246-52.
Benham explores the factors influencing the numbers of employed registered nurses and their
earnings across states. The simple model includes one structural equation for demand, one for labor
force participation, and one for geographic location. Results are of limited usefulness because of
poor data.
268. Bishop, Christine E. “Manpower Policy and the Supply of Nurses ” Industrial Relations, February 1973, pp.
Bishop explores the potential for short-run expansion of the supply of nurses. A model is
constructed which estimates the elasticity of the labor force participation of nurses with respect to
salary, and is tested on a large cross-section sample of married nurses in Massachusetts. Regression
analysis produces positive but small estimates of elasticity. Bishop applies familiar techniques of
labor force participation analysis, such as comparing salaries to “wages” earned from housework in
the area of occupational labor force participation.
269. Blank, David, and George Stigler. The Demand and Supply of Scientific and Technical Personnel New York:
National Bureau of Economic Research, 1957.
Blank and Stigler conclude that no significant shortage of engineers and scientists occurred during
the postwar period. A shortage is said to occur when the supply of workers increases less rapidly
than the number demanded at salaries paid in the recent past. The authors rely primarily on
comparisons of earnings of engineers with earnings of other professional groups.
270. Bognanno, Mario F., Mahmood A. Zaidi, and Jesse S. Hixon. The Married Women's Supply of Labor: A
Microstudy of the Professional Nurse. Minneapolis: Industrial Relations Center, University of Minnesota,
February 1972.
Estimates the elasticities of labor supply of married nurses with respect to wages and husband’s
income. Based on a limited sample of nurses in Iowa in 1968.
271. Bumas, Lester 0 . “Engineering Occupational Choice, 1950-1965,” Industrial Relations, February 1970, pp.
Bumas challenges the conventional economic interpretation of relative earnings as a major
determinant of occupational choice. He contends that employment opportunity is the primary
explanatory variable and illustrates the hypothesis with regression analysis of engineering students
for 1950-65.
272. Cain, Glen, and W. Lee Hansen. Occupations of Engineers: Economic Aspects. Madison: University of
Wisconsin, Social Systems Research Institute, January 1967 (unpublished).
273. _________ ____________ and Richard B. Freeman. Labor Market Analysis of Engineers and Technical Workers.
Baltimore: Johns Hopkins University Press, 1973.
Analysis of supply, demand, and utilization of engineers and technicians, including reviews of
several types of supply models and use of cost-benefit analysis and projections in policy
274. Cartter, Alan. “The Supply of and Demand for College Teachers,” Journal of Human Resources, Summer 1966,
pp. 22-38.
Cartter takes issue with those who feared a crisis in higher education because of shortages of Ph.D.
level personnel and deteriorating quality of faculty. He argues that the quality of faculty actually
improved during 1955-65, and that the “shortages” or sellers’ market among Ph.D.’s would

disappear shortly after 1966. The article summarizes the events of the previous 10 years, and
presents a growth model for projecting supply and demand to 1985. The model includes
independent projections of enrollments, development of replacement needs estimates and
faculty-student ratios, estimates of production of doctorates, and doctorates entering college
275. Committee on the National Science Foundation Report on the Economics Profession. The Structure of
Economists' Employment and Salaries, 1964. American Economic Review, Supplement, December 1965.
This analysis of the economics profession based on NSF Register data gives particular attention to
the problems of occupational definition and the relationship between education and salary. Rates of
return are not calculated.
276. Deane, R. T. Simulating an Econometric Model of the Market for Nurses. Unpublished Ph.D. dissertation,
University of California at Los Angeles, 1971.
277. Fein, Rashi. The Doctor Shortage: An Economic Diagnosis. Washington: The Brookings Institution, 1967.
Fein analyzes the demand for physicians’ services and the supply of physicians, emphasizing the
problems of defining a shortage and measuring and pricing medical services. Fie examines difficulties
of applying economic analysis where profit maximization is not the only or the primary goal of the
physician or patient.
278. Folger, John, Helen S. Astin, and Alan E. Bayer. Human Resources and Higher Education, Staff Report of the
Commission on Human Resources and Advanced Education. New York: Russell Sage Foundation, 1970.
This volume reviews the supply and demand situation for many degree fields, concentrating on
degrees conferred and deaths and retirements. Includes discussion of difficulties in planning and
implementing effective manpower and educational policy.
279. Folk, Hugh. “Another Look at the Shortage of Engineers and Scientists,” unpublished Working Paper No. 6512
for the Department of Economics. St. Louis: University of Missouri, September 1964.
280. __________ The Shortage of Scientists and Engineers. Lexington, Mass.: D.C. Heath and Co., 1970.
281. Franke, Walter, and Irvin Sobel. The Shortage of Skilled and Technical Workers. Lexington, Mass.: Heath
Lexington Books, 1970.
The authors discuss conflicting views on the concept of shortages and present supply analysis for six
craft and technical occupations in St. Louis and Chicago.
282. Freeman, Richard B. “Engineers and Scientists in the Industrial Economy.” Cambridge, Mass.: Harvard
University, 1971,mimeo.
Freeman examines three aspects of change in industrial economies: 1) the contribution of scientific
manpower to the rate and nature of change, 2) the impact of change on the labor market, and 3) the
determination of the number of persons devoted to scientific-technical change. He presents factual
and theoretical structures for analysis including models of research and development activity and
the operation of the labor market under conditions of change.
2 8 3 . _________ The Market for College-Trained Manpower, A Study in the Economics of Career Choice. Cambridge,
Mass.: Harvard University Press, 1971.
Freeman uses traditional price theory to develop econometric models of the postwar market for
college-trained manpower, and tests the models for accounting, business administration,
mathematics, chemistry, and engineering. He concludes that 1) career decisions are substantially

influenced by economic incentives, 2) salaries are determined by the intersection of supply and
demand curves with time lags, 3) changes in the market are explained by two adjustment or
feedback models, and 4) the university system responds to market incentives by creating the
necessary training opportunities.
284. Friedman, Milton, and Simon Kuznets. Income from Professional Practice. New York: National Bureau of
Economic Research, Publication No. 45, 1945.
This volume is an early study of career choice and labor markets. The authors present empirical
analyses of the medical professions, with special concern for the potential for monopolistically
induced shortages because of restricted medical school enrollments.
285. Hansen, W. Lee. “The Economics of Scientific and Engineering Manpower,” Journal of Human Resources,
Spring 1967, pp. 191-220.
For annotation, see entry 250.
286. _______ “Educational Plans and Teacher Supply,” Comparative Education Review , October 1962, pp.
Hansen discusses why American and British teacher forecasts have gone wrong and reviews the
factors influencing changes in the demand and supply of teachers.
287. __________ “The Shortage of Engineers,” Review of Economics and Statistics, August 1961, pp. 251-56.
2 8 8 . _________ “Shortages and Investment in Health Manpower,” in The Economics of Health and Medical Care,
Proceedings of a Conference on the Economics of Health and Medical Care, May 1962, Ann Arbor, Mich.:
The University of Michigan, 1965.
Hansen’s article is one of the first to use rate-of-return evidence to analyze shortages of qualified
manpower, in this case physicians and dentists. He compares rates of return between 1939 and
1956, showing that the shortage of doctors and dentists has declined since 1949.
289. Harris, Seymour. The Market for College Graduates. Cambridge, Mass.: Harvard University Press, 1949.
Harris argues that the United States would face an excess of college trained manpower during the
1950’s resulting from the tremendous increase in college enrollments after the war. Includes
extensive documentation and supporting statistics.
290. Hurd, Richard W. “Equilibrium Vacancies in a Labor Market Dominated by Non-Profit Firms: The Shortage of
Nurses,” Review of Economics and Statistics, May 1973, pp. 234-40.
Hurd’s statistical tests of the oligopsony explanation of the shortage of nurses find supportive
results from three data sources: the 1960 Census and the 1960 and 1966 BLS Hospital surveys.
Equations are presented and policy implications discussed.
291. Kehrer, Barbara H. The Nursing Shortage and Public Policy-An Economic Analysis of the Demand of Hospital
Nurses in Connecticut. Unpublished Ph.D. dissertation, Yale University, 1970.
292. Kershaw, Joseph A., and Roland N. McKean. Teacher Shortages and Salary Schedules. New York: McGraw Hill
Inc., 1962.
293. Klarman, Herbert E. The Economics of Health. New York: Columbia University Press, 1965.
This volume is a thorough introduction to the field of health economics. Chapters are included on

the supply of health personnel and on issues related to the economics of education, as well as a
comprehensive bibliography.
294. Klarman, Herbert E., ed. Empirical Studies in Health Economics. Baltimore: Johns Hopkins Press, 1970.
This volume includes Stuart Altman’s “The Structure of Nursing Education and its Impact on
Supply,” Donald Yett’s “The Chronic Shortage of Nurses: A Public Policy Dilemma,” and other
295. Lewin, David. “Wage Parity and the Supply of Policemen and Firemen,” Industrial Relations, February 1973,
pp. 77-85.
Lewin presents a nonstatistical comparison of the duties and costs of hiring policemen and firemen
in Los Angeles County. He recommends removal of the parity policy, i.e., equal starting salaries, in
order to increase flexibility in hiring policemen.
296. Mack, Donald R. A Model of the Supply and Demand for Engineers. Schenectady, New York: General Electric
Company, 1973.
Presents a feedback model of demand, enrollment/attrition, and unemployment of graduate
engineers, using a system of algebraic and first-order differential equations.
297. Matilla, J. Peter. The Impact of Extending Minimum Wages to Private Household Workers. RF Project 3270,
Final Report. Columbus: The Ohio State University, Research Foundation, October 1971.
In a study for the Manpower Administration, Matilla estimates the elasticity of demand for private
household workers with respect to wages and family income, and of supply in respect to wages and
alternative job opportunities. Estimates are then used to measure the impact of alternative minimum
wage levels. Analysis is based on a cross-section of metropolitan areas, using data from the National
Longitudinal Surveys.
298. Meyers, Raymond, O.D. “Optometric Manpower: An Analysis of the Supply,” Journal of the American
Optometric Association, November 1971, pp. 1135-39.
Meyers projects requirements for optometrists until 1980 based on estimates of current supply,
attrition, and projected annual graduates during the 1970’s. An optimal ratio of optometrists to
population is assumed.
299. National Education Association. “Teacher Supply and Demand in Degree-Granting Institutions,” NEA Research
Bulletin, December 1955.
3 0 0 . _________ Teacher Supply and Demand in Public Schools. Annual reports by the NEA Research Division since
Reports analyze the supply and demand conditions for elementary and secondary teachers in public
education, and include special analyses of topics such as varying teacher status by type of school,
supply of beginning teachers, and the supply of qualified former teachers.
301. National Research Council, National Academy of Sciences. The Life Sciences. 1970.
Discusses the nature of the life sciences, research progress and applications, and the nature and
materials of the life scientists’ work. Examines the process of educating new scientists. Statistical
information is based on a survey of over 12,000 research life scientists,.
302. ------------------------------- Physics in Perspective. 2 vols., 1973.
Reports on the status, opportunities, and problems of the physics profession in the United States.

Vol. I discusses the nature of physics and its subfields, research priorities and sources of support,
and education; Chapter 12 presents an analysis of physics manpower supply and utilization. Vol. II,
Part A, discusses the content of research topics; Part B discusses astrophysics and relativity,
including a chapter on manpower; and Part C is a compendium of data used in the rest of the report.
303. National Science Foundation. The Long-Range Demand for Scientific and Technical Personnel', A
Methodological Study. Prepared by the U.S. Department of Labor, Bureau of Labor Statistics, 1961.
This study presents quantitative projections of the demand for scientists and engineers, with special
reference to the chemical and electrical industries. Methods for projecting supply are discussed and
measures are proposed to close the gap between expected demand and supply.
3 0 4 . __________ Scientists, Engineers, and Technicians in the 1960’s: Requirements and Supply. NSF-63-34,
Projections are updated, using methodology from an earlier NSF publication. Policies for improving
utilization of manpower and for training are discussed as remedies for projected excess demand.
305. New York State Department of Labor, Division of Research and Statistics. Manpower in Selected Metal Crafts
in New York State. Part I, The State-wide Picture, Part II, Area Data. Publication No. B-107, January
Survey of existing and future manpower supplies and requirements in metalworking occupations.
Includes analysis of employment, personal characteristics, and training sources.
306. _____________________ Technical Manpower in New York State. 2 vols. Special Bulletin 239, December 1964.
Results of a survey to ascertain personal and skill characteristics of science and engineering
technicians, sources of workers, education and experience requirements, and employment. Vol. I
presents summary information, with appendix tables and projections in supplements A and B
respectively. Vol. II presents detailed data for each of 15 occupations.
307. Porter, R. C. “A Growth Model Forecast of Faculty Size and Salaries in U.S. Higher Education,” Review of
Economics and Statistics, May 1965, pp. 191-97.
Porter applies the Harrod growth model borrowed from economic development theory to explain
the expansion of higher education. Faculties are treated as capital-input, and as an input produced
by higher education itself. He concludes that the strain of faculty expansion during the 1960’s will
automatically reduce the strain during the 1970’s, and possibly produce a slack thereafter. Salaries
are also analyzed.
308. President’s Science Advisory Committee. “Meeting Manpower Needs in Science and Technology,” December 12,
This report points out shortages of engineering, mathematics, and physics personnel, and calls for
Federal action. A grants policy is discussed as a means of channeling graduate students into areas of
high national priority.
309. Schacter, G., B. Cohen, and H. Goldstein, “The Demand and Supply of College Teachers of Economics,
1969-1970,“ American Economist, Spring, 1972.
310. Sharp, Laure M. Education and Employment. Baltimore: Johns Hopkins Press, 1970.
Sharp analyzes the qualitative as well as quantitative effects of the expansion of higher education.
Relying on National Science Foundation data, Two Years After the College Degree, she examines
the relationship of occupation to field and type of degree. The data show reinforcement of basic
trends such as early specialization and occupational choice, high level of occupational stability, and

the tendency of women to become teachers regardless of major. Separate analyses are presented for
women and blacks.
311. Sloan, Frank. “Lifetime Earnings and Physicians, Choice of Specialty,” Industrial and Labor Relations Review,
October 1970, pp. 47-56.
Sloan finds little relationship between earnings and physicians’ choice of specialties over general
312. Stewart, Charles T., Jr., and Corazon M. Siddayao. Increasing the Supply of Medical Personnel: Needs and
Alternatives. Washington, D.C.: American Enterprise Institute for Public Policy Research, 1973.
This study considers medical personnel shortages and ways to relieve these shortages. Chapters
include discussions of legislation intended to increase medical manpower supplies, causes of
shortages, especially in relation to Medicare, Medicaid, and private insurance; questions of
geographic distribution and utilization; and policy recommendations.
313. U.S. Department of Health, Education, and Welfare, Office of Education. Library Manpower-Occupational
Characteristics of Public and School Librarians, OE-15061, 1966.
314. _______ _ Public Health Service. Ophthalmology Manpower: A General Profile, United States, 1968. Vital
Statistics Series 14, No. 5, DHEW Publication No. (HSM) 73-1800,1972.
315. _____________________ Opticians Employed in Health Services, United States, 1969. Vital Health Statistics
Series 14, No. 3, DHEW Publication No. (HSM)72-1051, 1972.
316. _________, ___________ Physicians for a Growing America. Report of the Surgeon General’s Consultant Group
on Medical Education, Publication No. 709, October 1959.
317. U.S. Department of Labor. 1970 Manpower Report of the President, “Manpower Demand and Supply in
Professional Occupations,” 1970.
Analyzes the effects of postwar birth rates and trends in education and labor force participation on
the demand and supply of professionals in general, and scientists, teachers, and health manpower in
318. _________ , Bureau of Labor Statistics. Library Manpower-A Study of Requirements and Supply. Forthcoming
The primary objectives of this study were the identification and analysis of factors having the
greatest bearing on determining manpower requirements, projections of requirements by
employment setting, and analysis of supply.
319. _________ ,___________ Technician Manpower: Requirements, Resources, and Training Needs. Bulletin 1512,
This report presents the results of a comprehensive study of current and future technician
manpower conducted by the Bureau of Labor Statistics with the support of the National Science
Foundation. Emphasis is placed on the ways in which persons are trained for technician jobs, and on
the projected supply and demand for these workers. Extensive information also is presented on the
personal and educational characteristics of technicians and the nature of their work.

----------------- Technician Manpower 1966-1980. Bulletin 1639, 1970.
This report updates the earlier BLS study, and incorporates new data and methods. Data gaps and
weaknesses and directions for future research are discussed.

321. Wool, Harold, and Bruce D. Phillips. The Labor Supply for Lower Level Occupations: Interim Report.
Washington, D.C.: National Planning Association, October 1973.
Examines the hypothesis that a variety of demographic and social forces have contributed to a sharp
reduction in the traditional sources of workers for lower level jobs. The study includes a system for
ranking occupations, analysis of 1960-70 trends in occupational labor supply, and projections. The
second stage of the report, forthcoming in 1974, will present analysis of individual occupations.
322. Yett, Donald E. “The Supply of Nurses: An Economist’s View,” Hospital Progress, February 1965, pp. 88-102.
323. Zerfoos, Evelyn, and Leo Shapiro. The Supply and Demand of Teachers. Lincoln, Neb.: Nebraska Curriculum
Development Center, February 1973.


Methods of analysis

324. Folk, Hugh, and Donald Yett. “Methods of Estimating Occupational Attrition,” Western Economic Journal,
Vol. 6, No. 4., September 1968, pp. 297-302.
Comparison of several methods for estimating nonwage-related types of attrition, including
age-specific occupational employment rates. Comparison of computations for nurses and engineers.
325. Goldstein, Harold. “Methods of Projecting Supply and Demand in High-Level Occupations,” paper presented to
Panel on Human Resources and Advanced Education, American Statistical Association, September 1965.
Bureau of Labor Statistics (mimeo).
A brief review of methods, and statement of data uses and research needs. Bibliography.
3 2 6 . _________ Methods of Forecasting Demand for and Supply of Scientists and Engineers: Final Report. Paris:
Organization for European Economic Cooperation, 1958.
3 2 7 . _________ “Projections of Manpower Requirements and Supply,” in “A Symposium: Manpower Projections,”
Industrial Relations, May 1966.
Reviews BLS projections procedures, and points out areas needing research, including mobility,
base-year supply measurement, wage elasticity, and information on specific training.
328. Gramm, Wendy Lee. “The Labor Force Decision of Married Female Teachers: A Discriminant Analysis
Approach,” R eview o f Economics and Statistics, August 1973, pp. 341-48.
This study uses the discriminant analysis technique, i.e., classification of individuals into mutually
exclusive and exhaustive groups, to study the supply of women for full- and part-time teaching
329. Jaffe, A. J., and R. 0 . Carleton. Occupational Mobility in the United States, 1930-1960. New York: King’s
Crown Press, Columbia University, 1954.
This study uses age-cohort analysis and a residual methodology to estimate net occupational
mobility of adult civilian males 1930-50 and to project mobility to 1960.
330. Laslett, R. E. A Survey o f Mathematical Methods o f Estimating Supply and Demand for Manpower. Occasional
Paper No. 1. London: Engineering Training Board, 1972.
Reviews types of mathematical models, including input/output, regression, and others.

331. McKinlay, Bruce, and Lowell E. Johnson. Forecasting Occupational Supply: A Methodological Handbook.
Eugene: Oregon Department of Employment, Research and Statistics Division, Manpower Research
Project. February 1969.
Discusses the various components of supply, and develops methods for quantifying these
components. Includes a systematic procedure for assessing the adequacy and changing personal
characteristics of the total labor supply, and methods for estimating supply from “general
education” programs, high school and college dropouts, military returnees, and geographic migrants.
332. Morton, J. E. Handbook for Community Manpower Surveys. Methods for Manpower Analysis, No. 5.
Kalamazoo: W. E. Upjohn Institute for Employment Research, 1972.
A step-by-step guide for conducting local manpower surveys.
333. Norton, John Herbert. Accuracy Analysis for Projections of Manpower in Metropolitan Areas. Washington,
D.C.: George Washington University, 1967.
Discusses forecasting accuracy, with illustrations of forecasts for 12 metropolitan areas.
334. O’Connell, John F. “The Labor Market for Engineers: An Alternative Methodology,” Journal of Human
Resources, Winter 1972, pp. 71-86.
Separate supply and demand equations indicate that relative wage elasticity of demand is not a
significant determinant of engineering employment though, with minor exceptions, research and
development expenditures are. The supply of engineers tends to be responsive to absolute wage
differences. Equations are ordinary and two-stage least squares regressions with relative employment
as the dependent variable.
335. Parnes, Herbert S. Research on Labor Mobility: An Appraisal of Research Findings in the United States. New
York: Social Science Research Council, Bulletin 65, 1954.
Discusses conceptual and methodological problems in classifying and measuring labor mobility.
336. Podesta, Edward A. Supply and Demand Factors Affecting Vocational Education Planning, A Methodological
Study in Santa Clara County, California. Menlo Park: Stanford Research Institute, October 1966.
Discusses methods for inventorying the supply of vocational education teachers, and estimates the
influence of instructional and personnel policies on the size and quality of teacher manpower
337. Rosenthal, Neal. “Projections of Manpower Supply in a Specific Occupation,” Monthly Labor Review ,
November 1966, pp. 1262-66.
Discusses methods of calculating supply projections, including illustrative projections of scientists
and engineers.
338. Shyrock, Henry S., and Jacob S. Siegel. The Methods and Materials of Demography. 2 vols., U.S. Department of
Commerce, 1971.
An exposition of the methods of collecting, classifying, and handling demographic data. Volume 1
deals with sources of data on population, size, distribution, and composition; Volume 2 discusses
population dynamics (births, deaths, marriages, migration/mobility), and estimation and projection
339. Wolfe, Dael. “Forecasting Surpluses and Shortages in Key Occupations,” American Academy of Political and
Social Science, Annals, September 1959, pp. 29-37.


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