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Business
Review
Federal Reserve Bank of Philadelphia
November •December 1995




ISSN 0007-7011

Business
Review

The BUSINESS REVIEW is published by the
Department of Research six times a year. It is
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Digitized for 2FRASER


NOVEMBER/DECEMBER 1995
HAS DEUNIONIZATION LED TO
HIGHER EARNINGS INEQUALITY?
Martin A. Asher and Robert H. DeFina
The past 20 years have seen a consider­
able rise in earnings inequality. One ap­
parently significant source of this in­
creased inequality is the large decrease
in the unionized segment of the labor
force. A ccord ing to som e stu d ies,
deunionization may explain between 10
and 20 percent of the increase in earnings
inequality of the past two decades. Bob
DeFina sifts through the research on the
this relationship and summarizes the re­
sults.
MEASURING INFLATION
IN A HIGH-TECH AGE
Leonard Nakamura
Many people use the Consumer Price
Index as a guide to inflation. But how
accurate is the CPI as a measure of infla­
tion? For example, the CPI shows that
real wages for Americans are lower than
they were two decades ago. But is this
really the case? Probably not. In this ar­
ticle, Leonard Nakamura takes a close
look at the CPI, discusses some of the
factors involved in measuring inflation,
and suggests possible solutions to the
problems of collecting data and construct­
ing more accurate cost-of-living indexes.

FEDERAL RESERVE BANK OF PHILADELPHI

Has Deunionization Led to Higher
Earnings Inequality?
Martin A. Asher and Robert H. DeFina*
o
ne of the notable economic trends of the
past 20 years is a dramatic rise in earnings
inequality. That is, earnings are distributed
much more unevenly across the population
now than in the mid-1970s. The increase was
especially pronounced in the 1980s, a period of
strong overall economic growth.
In virtually all economies, and especially in
a market economy like the United States, varia­
tions in earnings from one person to the next

’‘’Martin Asher is an assistant professor of economics,
College of Commerce and Finance, Villanova University,
Villanova, PA. Robert DeFina is an associate professor of
economics, College of Commerce and Finance, Villanova
University. When this article was written, DeFina was a
visiting scholar in the Research Department of the Phila­
delphia Fed.




are a fact of life. Such pay differences can serve
several functions. An individual's relatively
high income might, for example, reflect long
years of education and experience and a commensurately high level of productivity. Higher
pay might also represent a reward to individu­
als who take greater employment and invest­
ment risks. For these reasons, at least some
earnings disparity among individuals is not
only commonplace but desirable.
Still, recent inequality trends have led
community leaders, policymakers, and social
commentators to question whether current
income disparities are in the country's best
interests. Some observers, such as the National
Conference of Catholic Bishops, have chal­
lenged the fairness of our earnings distribu­
tion. Academic research, meanwhile, has iden3

BUSINESS REVIEW

tified a link between higher in­
equality and slower economic
growth, although the key issue of
cause and effect has yet to be
determined.1
Given these concerns, interest
has heightened in identifying
possible reasons for the upward
trend. One apparently significant
source of earnings inequality is
the large decrease in the union­
ized fraction of the labor force
over the past 20 years. Depend­
ing on which group of earners is
studied, "deunionization" ap­
pears to explain between 10 per­
cent and 20 percent of the in­
creases in inequality of the past
two decades. The downward
trend in unionization is unlikely
to be reversed significantly. Thus,
absent some offsetting changes—
be they government interven­
tions or private sector develop­
ments—a noticeable part of the
unsettling rise in inequality will
remain.
RECENT TRENDS
In eq u ality
Has
Been
Rising...Earnings inequality re­
fers to the degree of variation in
earnings across a particu lar
population, and it can be gauged
in different ways. Two common
summary measures are the Gini
index and the income quintile
ratio. The Gini index varies be­
tween zero and one, with values

aRoberto Chang's 1994 article provides
an accessible review of the literature on
the relatio n sh ip betw een econ om ic
growth and income inequality.


4


NOVEMBER/DECEMBER 1995

The Gini Index of Inequality

cumulative
income
share

15

The Gini index of inequality is based on a construct called a
Lorenz curve. The Lorenz curve plots the cumulative share of the
population on the horizontal axis and the associated cumulative
share of income on the vertical axis. If income were distributed
perfectly equally, the Lorenz curve would be a straight line, like
line A in the above graph. Thus, 10 percent of the population
would have 10 percent of the income, 40 percent of the population
would have 40 percent of the income, and so on. In reality, income
is distributed unequally, resulting in a Lorenz curve like that in
line B. The curve means that a cumulative share of the population
receives less than its proportionate share of income. For example,
the indicated point on B shows that 30 percent of the population
receives only 15 percent of total income.
The Gini index summarizes the inequality revealed by the
Lorenz curve in a single number. The index is computed by
dividing the area between lines A and B by the total triangular area
under line A. If income were distributed equally, the Lorenz curve
(line B) would lie on top of line A. In this case, the Gini index equals
zero, since there would be no area between lines A and B. Alterna­
tively, if one person receives all income so that there is maximum
inequality, the Lorenz curve would lie along the horizontal and
vertical axes (the cumulative population shares would receive no
income, until the last person, who receives all income). In this case,
the Gini index equals one, since the area between the Lorenz curve
(B) and the line of perfect equality (A) and the area under the line
of perfect equality are equal. Thus, the values of the Gini index
range between zero and one, with larger values indicating greater
inequality.
FEDERAL RESERVE BANK OF PHILADELPHIA

Martin A. Asher and Robert H. DeFina

Has Deunionization Led to Higher Earnings Inequality?

closer to one indicating higher
inequality. (See The Gini Index of
Inequality.) The income quintile
ratio is computed by dividing
the average income of individu­
als in the highest income quintile
by that of individuals in the low­
est quintile. A higher ratio sig­
nals growing inequality.
Each of these measures has
trended up during the past two
decades, leaving measured in­
equality at its highest level in 25
years. (See An Upward Trend in
Inequality.) Other measures of
inequality demonstrate a similar
upward trend, and the growth in
inequality has not been seriously
questioned.2
...In Good Times as Well as
Bad. The forces underlying period-to-period changes in earn­
ings inequality are complex. At
times, shifts in the degree of in­
eq u ality sim ply m irror the
economy's business-cycle fluc­
tuations. Other things being
equal, economic expansions gen­
erally reduce inequality while
recessions increase it.3*The in­
verse link arises because lower
skilled, lower paid workers are

2The issues and studies discussed in
this article are based on wage and salary
data. The monetary value of employee
benefits, such as health insurance, are typi­
cally not included because of a lack of
data. A measure of total compensation, as
opposed to wage and salary earnings,
would include benefits.
3Empirical evidence on this point is
presented in articles by Rebecca Blank
and Alan Blinder (1986) and Nathan Balke
and Daniel Slottje (1992), among others.




An Upward Trend in Inequality

67

72

77

82

87

92

The above graph shows the behavior of two income inequality
measures from 1967 to 1992. The Gini index summarizes the extent
of inequality with values ranging from zero to one; values closer
to one indicate greater inequality. The income quintile ratio is
computed by dividing the average income of individuals compos­
ing the top 20 percent of all earners by the average income of the
lowest 20 percent of earners. As with the Gini index, higher values
indicate greater inequality.
Because of the different range of values possible for each
measure—the Gini index has a maximum value of one while the
quintile ratio has no maximum— different scales are used for each.
The left axis refers to values for the Gini index, while the right axis
refers to values for the quintile ratio. Each of the measures fluctu­
ated with no discernible trend between 1967 and the mid-1970s.
Around 1975, measured inequality began an upward trend, which
continued into the 1990s. The rise was especially pronounced in
the 1980s, a period of generally strong economic growth. Mea­
sured inequality currently stands at its highest level in the past 25
years.
The data used in the graph come from the federal government's
Current Population Reports (P-60 series) and relate to family
income. Summary data on household income are available and
produce similar upward trends. Data on inequality among indi­
vidual incomes are not published.

5

BUSINESS REVIEW

NOVEMBER/DECEMBER1995

often fired first during economic downturns.
In a relative sense, recessions thus cause lower
income individuals to become poorer and in­
equality to grow.
But other things need not be equal, and
temporary cycles of expansion and contrac­
tion thus need not be the only, or even the most
important, underlying influence. More funda­
m ental and lon g-lastin g changes in the
economy's structure can, and have, caused
substantial movements in inequality, both in
the United States and elsewhere.4In such cases,
periods of economic growth might coincide
with either rising or falling inequality.
An example of a structural change is the
introduction of new technology, such as the
personal computer. The development and use
of personal computers can help strengthen
economic growth over long periods. How­
ever, all workers might not share equally in the
additional growth. Highly educated employ­
ees might be better prepared to deal with the
complexities of computers than their less edu­
cated counterparts. Indeed, low-skilled em­
ployees might see their jobs eliminated as the
workplace becomes increasingly computer­
ized. Consequently, while the overall economy
might improve, earnings inequality might in­
crease.
The potential role of structural change is
critical to understanding recent inequality
trends, in that the rise has spanned periods of
healthy overall economic growth. For example,
between 1983 and 1990, the country experi­
enced a prolonged business expansion, with
real GDP growing an average of about 3.3
percent per year and the civilian unemploy­
ment rate falling from 9.6 percent to 5.3 per-

cent. Yet, measured inequality rose steadily
throughout the period and has continued to
grow in the current expansion. As mentioned
before, business-cycle expansions such as those
in the 1980s and 1990s tend to decrease in­
equality. That inequality rose suggests impor­
tant structural influences were also at work.
The question remains as to what these are.
A burgeoning literature has examined nu­
merous possibilities, although many have been
discounted as unimportant.5 There appears to
be some agreement that technological changes,
such as increased computerization, have in­
creased the relative demand for higher paid,
higher skilled workers, pulling their earnings
further above those of lower paid, lower skilled
individuals.6 Some studies have also focused
attention on the effects of a sizable decrease in the
fraction o f the unionized labor force.

4Actual examples are provided in economic historian
Jeffrey G. W illiamson's book, which details and analyzes
movements in American income inequality during the
past two centuries. Also see the 1992 study by Claudia
Goldin and Robert A. Margo.

7The effects of unions on the distribution of income are
discussed in Richard Freeman (1980), Richard Freeman
and James Medoff (1984), and Richard Freeman (1993). For
a textbook discussion of these points, see Campbell
McConnell and Stanley Brue (1995), especially chapter 11.


6


UNIONS AND THE
DISTRIBUTION OF INCOME
Greater Inequality...In theory, unions af­
fect the distribution of earnings in several
conflicting ways.7*To some extent, unions pro­

5John Bound and George Johnson (1992), Frank Levy
and Richard Murnane (1992), and Martin Baily, Gary
Burtless and Robert Li tan (1993) provide an overview of
possible factors, including changes in the age, gender,
industry, and occupational composition of the labor force,
and increases in the returns to education and skill. In
addition, the January 1995 issue of the Federal Reserve
Bank of New York's Economic Policy Review also contains
numerous articles describing and analyzing recent trends
in inequality.
6David Howell's (1995) analysis questions the impor­
tance of technological change and emphasizes other
changes in managerial strategies aimed at reducing short­
term labor costs.

FEDERAL RESERVE BANK OF PHILADELPHIA

Has Deunionization Led to Higher Earnings Inequality?

Martin A. Asher and Robert H. DeFina

unions tend to standardize wage rates across
firms that have unionized work forces. Thus,
unionized supermarket cashiers would receive
similar wages, regardless of which store em­
ploys them. Finally, unions shrink the earnings
differential between white-collar and blue-col­
lar workers because union membership, which
receives the wage premium, is disproportion­
ately blue collar.
Although unions have a theoretically am­
biguous effect on inequality, a long line of
empirical research has found that unions have
generally reduced inequality.8 These studies
suggest that the declining presence of unions
in the work force during the past two decades
may have contributed importantly to recent
trends toward inequality.

RECENT TRENDS IN UNIONIZATION
The decline during the past 20 years in the
percentage of the work force that is unionized
has been dramatic. Between 1970 and 1992,
this fell by half, from about 26 percent to about
13 percent. In addition, between 1980 and 1992
the absolute number of union members fell
sharply. By 1992, active union membership
had fallen almost 27 percent from its 1980
level. (SeeUnion Representation Has Fallen Mark­
edly.)
Structural Economic Change. The reasons
for the decline in unionization are many.9 A
major force has been numerous structural
changes that have buffeted the U.S. economy
over the past two decades. A much-discussed
change has been a shift in employment pat­
terns away from traditional blue-collar, union­
ized manufacturing jobs toward typically lessunionized service-sector jobs. This change re­
flects both technological change and shifting
trade patterns that have relocated manufac­
turing activities to lower-wage labor markets
abroad. The increasing employment of women,
youths, and contingent workers has likewise
diminished the presence of unions, as these
groups are, on average, less unionized.
Greater Managerial Opposition. In addi­
tion to structural changes, unionism has de­
clined in the face of increased managerial op­
position. Indeed, a 1985 article by Richard
Freeman argues that opposition has taken both
legal and illegal forms, and that overall, mana­
gerial opposition tactics have emerged as the
key force behind the decline of unions. In part,
managerial opposition stiffened in the 1980s as
the Reagan and Bush administrations took an
avowedly anti-union stance through increas­
ingly pro-business rulings by the National La-

8The literature includes David McCabe (1912), Lloyd
Reynolds and Cynthia Taft (1956), Richard Freeman (1980,
1982, 1993), Richard Freeman and James Medoff (1984),
and David Card (1992).

9A detailed discussion of these factors is found in
Edward Lazear, Richard Freeman, and Melvin Reder (1988)
and Campbell McConnell and Stanley Brue (1995), espe­
cially chapter 10.

mote earnings inequality, in part because
unions raise the wages of members above those
of similar nonunion workers. The difference is
known as the union wage premium. A 1986
book by H. Gregg Lewis collected existing
estimates of the wage premium. The studies
cited placed the average premium at about 15
percent, although the premium varied widely
across industries and has changed over time.
The wage premium also contributes to in­
equality because union membership histori­
cally has been concentrated among higher
skilled, blue-collar workers. As a result, work­
ers who already earn relatively high wages are
pulled even higher above their lesser skilled
counterparts.
...Or Less? Unions promote earnings equal­
ity in three ways. First, the imposition of union
wage scales equalizes earnings across workers
in a given unionized firm. For instance, cash­
iers in a particular supermarket would receive
sim ilar w ages. Second, and in a related vein,




7

NOVEMBER/DECEMBER1995

BUSINESS REVIEW

ate climates. Some au­
thors have argued that
unions' success in gener­
ating wage premiums it­
self may have driven
Percent of
Millions of
firm s to the sun belt
where union organizing
has been relatively less
successful. Historically,
the labor movement in
the United States has
been strongest in urban
areas. Indeed, the 1981
estim ates of M arten
Estey indicate that New
York, California, Penn­
sylvania, Illinois, Ohio,
and
M ich ig an — all
heavily urbanized and in­
dustrialized areas— ac­
count for about one-half
of union membership. By
The above graph presents data on both the number of union members
contrast, unionization
and on the union membership rate— the percent of the labor force that is
rates in the South are a
unionized. The unionization rate is measured on the left axis while
small fraction of the rates
membership levels are measured on the right axis. Both the level and rate
in the rest of the country.
of membership peaked during the 1970s, then fell dramatically over the
Why this difference ex­
next two decades. The 1992 membership rate of 13 percent is about half
ists is debatable, but
its 1972 value.
strong anti-union senti­
The data used in the graph come from McConnell and Brue (1995) and
ment, as demonstrated
are based on the federal government's Current Population Survey.
by right-to-work legisla­
tion, is often identified
as a key factor.
bor Relations Board. Freeman's estimates sug­
Alternative Provision of Services. Finally,
gest that managerial opposition represents the it's likely that unionism has declined because
single largest factor responsible for the decline some of the services traditionally provided by
in unionization rates during the 1970s and unions are, to an extent, now dispensed by
1980s.
various levels of government and by employ­
Business Relocations. Another factor has ers. These include workplace safety regula­
been the movement of production facilities tions, improved fringe benefit packages, un­
from the northeast rustbelt to the south and employment insurance, workers' compensa­
southwest sunbelt. Analysts studying the tion, pension plans, and limits on the length of
movement have pointed to increases in the the workweek. A 1984 study by George
relative cost of energy over time and the result­ Neumann and Ellen Rissman presents evi­
ing desire of firms to produce in more temper­ dence that a sizable fraction of the decline in

Union Representation
Has Fallen Markedly


8


FEDERAL RESERVE BANK OF PHILADELPHIA

Has Deunionization Led to Higher Earnings Inequality?

Martin A. Asher and Robert H. DeFina

the particular set of factors held constant, these
factors generally include age, gender, indus­
try, and education level of individuals in the
work force.10
A 1992 study by David Card and a 1993
study by Richard Freeman sought to explain
the rise in earnings inequality among mature
private-sector male workers, roughly ages 2554 years. Card's analysis covers 1973 to 1987,
HAS DECLINING UNIONISM LED
while Freeman's covers 1978 to 1988. Each
TO RISING INEQUALITY?
study determined that decreases in unioniza­
The foregoing discussion suggests that the tion rates occurring over the past 20 years
decline in unionism during the past two dec­ account for about 20 percent of the total rise in
ades may have played an important causal role inequality. Thus, the measured effects of
in the recent and disturbing upward drift in deunionization are large. Similar estimates
inequality. But despite consistency in the broad were presented in a 1994 study by Amanda
trends of unionism and inequality and a theo­ Gosling and Stephen Machin, who found that
retical basis for believing that the link is causal, deunionization accounted for 15 percent of the
the entire rise in inequality cannot reasonably rise in inequality in Great Britain during the
be attributed to declining unionization rates.
1980s.
As discussed earlier, other structural eco­
While earlier studies focused on the sources
nomic changes have occurred that could also of growing inequality among mature male
have contributed to greater inequality. Many workers, interest also lies in understanding the
researchers, for example, have argued that upward trend in inequality among the general
changing global trade patterns, reflecting population. Thus, in 1995, we conducted a
worldwide relocations of production and shifts study that examined a broader sample of U.S.
in product demands, have hurt low-wage, low- earnings data for the period 1974 to 1989.
skilled workers regardless of their union sta­ Specifically, we studied earnings of all work­
tus. At the same time, higher wage, higher ing-age men and women. Broadening the
skilled individuals have benefited from these sample to cover individuals who are typically
same developments, again, independently of less unionized (young and female workers)
union status. Thus, it's plausible that inequal­ had the expected result of lowering the esti­
ity grew for reasons unrelated to declining mated impact of deunionization on inequality
unionization. Other possible nonunion factors
that may have fed rising inequality are large
influxes into the labor force of young people
10Lynn Karoly's 1992 study and our 1994 study provide
and women, two groups that tend to have
evidence that these factors probably had small, if any,
below average wages, and employment shifts
effects on recent inequality trends. Nonetheless, it is im­
from manufacturing industries to low-wage portant to control for these factors when trying to sepa­
service industries.
rately identify the role of unions. A factor that does seem
To identify the separate contribution of to matter in recent inequality trends is a growing financial
deunionization to inequality trends, several return to education and experience. That is, for a given
distribution of education levels across the population,
studies have used statistical techniques to con­ individuals with higher levels of education are experienc­
trol for the impact of other possible sources of ing faster earnings growth than individuals with lower
growing inequality. While the studies differ in levels.

union membership is attributable to the alter­
native provision of services. Similarly, esti­
mates presented in a 1993 analysis by Henry
Farber and Alan Krueger indicate that the
greater availability of benefits traditionally
provided only by unions has significantly un­
dermined the demand for union representa­
tion.




9

NOVEMBER/DECEMBER 1995

BUSINESS REVIEW

to about 10 percent of the total rise, a smaller
but still important effect.11
CONCLUSION
During the past two decades, earnings in-

n Our study also examined the impact of unionization
trends in the public sector on inequality there. Analyzing
government workers eliminates confounding factors such
as changes in industry composition of the work force and
shifts in trade patterns. In contrast to the private sector,
unionization has been increasing in the public sector. Our
analysis found that the increasing unionization has pro­
duced lower inequality than would have occurred other­
wise. This finding further supports the notion that trends
in unionization are a causal factor in the evolution of
inequality.

equality has risen to historically high levels.
The climb has sparked a debate about whether
current inequality is fair and desirable and has
led analysts to search for the causes of the
increase. Several possible factors have been
id en tified , am ong them the m arked
deunionization of the labor force that has oc­
curred since the 1970s.
Careful statistical studies have shown that
about 10 percent of the rise in earnings inequal­
ity among all workers and about 20 percent of
the rise in inequality among mature male work­
ers can be attributed to deunionization. As
long as unionization rates fail to regain their
levels of the 1970s, higher earnings inequality
will remain unless some other offsetting
changes occur.

REFERENCES
Asher, Martin A., and Robert H. DeFina. " A Decomposition Analysis of Recent Earnings Inequality
Trends," mimeo, Villanova University, 1994.
Asher, Martin A., and Robert H. DeFina. "The Impact of Changing Union Density on Earnings Inequality:
Evidence From the Private and Public Sectors," mimeo, Villanova University, 1995.
Baily, Martin N., Gary Burtless, and Robert Litan. Growth With Equity. (Washington, D.C.: The Brookings
Institution), 1993.
Balke, Nathan S., and Daniel J. Slottje. "A Macroeconometric Model of Income Inequality in the U.S.,"
mimeo, August 1992.
Blank, Rebecca, and Alan Blinder. "Macroeconomics, Income Distribution, and Poverty," in Sheldon
Danziger and Daniel Weinberg, e d s Fighting Poverty: What Works and What Doesn't. (Cambridge, MA:
Harvard University Press), 1986.
Bound, John, and George Johnson. "Changes in the Structure of Wages in the 1980s: An Evaluation of
Alternative Explanations," American Economic Review, 82 (June 1992), pp. 371-92.
Card, David. "The Effect of Unions on the Distribution of Wages: Redistribution or Relabelling?" National
Bureau of Economic Research Working Paper 4195 (October 1992).

10
http://fraser.stlouisfed.org/

Federal Reserve Bank of St. Louis

FEDERAL RESERVE BANK OF PHILADELPHIA

Has Deunionization Led to Higher Earnings Inequality?

Martin A. Asher and Robert H. DeFina

Chang, Roberto. "Income Inequality and Economic Growth: Evidence and Recent Theories/' Federal
Reserve Bank of Atlanta Economic Review (July/August 1994).
Estey, Marten. The Unions, 3rd ed. (New York: Harcourt Brace Jovanovich), 1981.
Farber, Henry, and Alan Krueger. "Union Membership in the United States: The Decline Continues,"
National Bureau of Economic Research Working Paper 4216, June 1993.
Freeman, Richard. "Unionism and the Dispersion of Wages," Industrial and Labor Relations Review, 34
(October 1980), pp. 3-23.
Freeman, Richard. "Union Wage Practices and Wage Dispersion Within Establishments," Industrial and
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Freeman, Richard. "How Much Has Deunionization Contributed to the Rise in Male Earnings Inequal­
ity?" in Sheldon Danziger and Peter Gottschalk, eds., Uneven Tides: Rising Inequality in America. (New
York: Russell Sage Foundation), 1993.
Freeman, Richard. "Why Are Unions Faring So Poorly in NLRB Representation Elections?" in Thomas
Kochan, ed., Challenges and Crises Facing American Labor. (Cambridge, MA: The MIT Press, 1985).
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Goldin, Claudia and Robert A. Margo. "The Great Compression: The Wage Structure in the United States
at Mid-Century," Quarterly Journal o f Economics, 107 (1992), pp. 1-34.
Gosling, Amanda, and Stephen Machin. "Trade Unions and the Dispersion of Earnings in British
Establishments, 1980-90," National Bureau of Economic Research Working Paper 4732 (May 1994).
Howell, David R. "Collapsing Wages and Rising Inequality: Has Computerization Shifted the Demand
for Skills?" Challenge (January/February 1995), pp. 27-35.
Karoly, Lynn. "Changes in the Distribution of Individual Earnings in the United States: 1967-1986,"
Review o f Economics and Statistics, 74 (February 1992), pp. 107-15.
Lazear, Edward, Richard Freeman, and Melvin Reder. "Symposium on Public and Private Unionization,"
Journal o f Economic Perspectives, 2 (Spring 1988), pp. 59-110.
Levy, Frank, and Richard J. Murnane. "U.S. Earnings Levels and Earnings Inequality: A Review of Recent
Trends and Proposed Explanations," Journal o f Economic Literature, 30 (September 1992), pp. 1333-81.
Lewis, H. Gregg. Union Relative Wage Effects. (Chicago: University of Chicago Press), 1986.
McCabe, David A. The Standard Rate in American Trade Unions. (Baltimore: Johns Hopkins Press), 1912.
McConnell, Campbell, and Stanley Brue. Contemporary Labor Economics, 4th ed. (New York: McGrawHill), 1995.



11

BUSINESS REVIEW

NOVEMBER/DECEMBER1995

National Conference of Catholic Bishops. Economic Justice For All. (Washington, D.C.: United States
Catholic Conference, Inc.) 1986.
Neumann, George R., and Ellen Rissman. "Where Have All the Union Members Gone?" Journal o f Labor
Economics, 2 (April 1984), pp. 175-92.
Reynolds, Lloyd G., and Cynthia Taft. The Evolution o f Wage Structure. (New Haven, Conn.: Yale
University Press), 1956.
Williamson, Jeffrey G. Inequality, Poverty, and History. (Cambridge, MA: Basil, Blackwell), 1991.


12


FEDERAL RESERVE BANK OF PHILADELPHIA

Measuring Inflation
In a High-Tech Age

w

w ¥ hen Americans ask themselves former
New York Mayor Edward Koch's favorite
question "How'm I doing?" many of them
may answer, "Not so hot." For when they look
at their "real wages" corrected for inflation

* Leonard Nakamura is an economic advisor in the
Research Department of the Philadelphia Fed. Len thanks
Robert Parker at the BEA, Patrick Jackman and John Galvin
at the BLS, and John Caskey, Robert DeFina, Mark
Kuperberg, Lee Ohanian, Fred Pryor, John Roberts, Ber­
nard Saffran, William Stull, and Mark Wynne for com­
ments.




Leonard 1. Nakamura*
using the Consumer Price Index (CPI), it ap­
pears that many Americans are earning less
than they were two decades ago (Figure 1). Is
this really the case? Or is the CPI misleading
as a standard for purchasing power?
I will argue that the answer to the second
question is yes, which is disturbing for several
reasons. What we normally mean by inflation
is the loss of purchasing power of dollars. If
the CPI is giving an upwardly biased view of
inflation, then our inflation-adjusted measures
of consumers' purchasing power and well­
being will be too low. As we shall see, there is
13

NOVEMBER/DECEMBER1995

BUSINESS REVIEW

income tax brackets are
also indexed to the CPI.
If we extrapolate esti­
mates from the Con­
Hourly Wage
gressional Budget Of­
(Deflated by CPI)
fice, between these and
other corrections, it is
quite possible that the
budget deficit would be
substantially smaller if
the CPI had been cor­
rectly measured.2*
Moreover, it is quite
possible that the over­
statement of inflation is
worsening. If mismeasurement is accelerat­
ing, new dangers arise.
Policymakers may have
greater difficulty recog­
1960
1965
1970
1975
1980
1985
1990
1995
nizing progress toward
price stability. And the
The real wage rate of $7.43 for 1995 equals the July 1995 actual measurement.
inflation-adjusted rate
of interest—adjusted by
the CPI— may be in­
some evidence that the CPI has been upwardly creasingly misleading to borrowers, lenders,
biased more than 1 percent annually over the and policymakers.
Why might the overstatement of inflation be
past 20 years. If the CPI is revised down 1
percent annually, the post-1975 decline in real worsening? Two complementary trends are at
wages disappears (Figure 2). Second, many work. First, high-tech investment goods (such
economic payments—including major ones as computers and telecommunications equip­
such as Social Security benefits and federal ment) are playing an increasing role in the
income taxes—are tied to the CPI to insulate economy and are rapidly increasing their abil­
them from inflation, but the CPI may be sys­ ity to store, process, and transmit data, text,
tematically distorting them. Some Social Secu­
rity benefits may be too high by 20 percent,
again using the 1 percent estimate.1 Personal
FIGURE 1

2It has been argued that the adjustment for the cost of
living in Social Security benefits is inadequate because
rapidly inflating medical costs are a larger part of expenses
for the retired. However, as I argue below, rapid inflation
in medical expenses appears to be, at least in part, an
artifact of inadequate adjustment for the increased quality
of medical care.


14


2See Peterson, Congressional Budget Office, October
1994. Peterson's paper estimates that an increase of 0.1
percent in the CPI adds $ 0.5 billion to the deficit, so a CPI
that is 20 percent lower would mean roughly a $100 billion
lower annual deficit. To this must be added the cumulative
effect of past overly large deficits on the total net interest
paid, which would also lower the current deficit. How­
ever, the effect is actually somewhat less, since Congress
has not always allowed the inflation adjustment to tax
brackets to come into effect.

FEDERAL RESERVE BANK OF PHILADELPHIA

Measuring Inflation in a High-Tech Age

Leonard I. Nakamura

images, and sound. This
FIGURE 2
progress has both direct
and indirect impacts on
high-tech consumption
Hourly Wage Adjusted for Lower Inflation (1%)
goods, such as home
(Deflated by CPI)
PCs and cars, and ser­
vices, such as telecom­
munications, cable TV,
and medical care. The
CPI u nd erm easures
these new products and
services and their con­
tributions to welfare.
Second, improvements
in consumption in the
United States now in­
creasingly take the form
of greater variety and
quality, rather than in­
creases in qu an tity.3
1970
1975
1980
1985
1990
1995
New products and ser­
vices (both high tech This graph is intended to show a reasonable minimum on the bias in the CPI, based on
and low tech) are pro­ documentation to date. It is not intended to show the most likely amount of bias or the
liferating at an increas­ right amount of acceleration in bias. The top line represents the effects of lowering the
ing rate. For example, inflation rate 1 percent. The last data entries, for 1995, reflect July 1995 data.
half of all prescription
based on surveys of consumer purchases taken
drugs and one-third of breakfast cereals have
in the years 1982 to 1984, more than a decade
been introduced in the last decade. Unfortu­
ago. New goods and services are conceptually
nately, the CPI is not designed to capture
irrelevant, since the basket of goods whose
changes in consumer welfare due to new goods
prices are measured is held fixed. (In practice,
and services.
the BLS cannot stick to the pure standard of a
The CPI measures the changing price of a
fixed basket of goods, because many of the
fixed basket of goods. Currently, that basket is
goods and services available in 1982-84 have
become obsolete and are no longer sold.4) If
most of our economic progress is due to changes
in the types of goods and services consumed,
3Th eEconomic Report of the President, February 1995, puts
the CPI is not a good guide to how the cost of
it this way: "The output of the economy increasingly is
shifting away from standardized commodities with easily
maintaining a certain standard of living is
definable characteristics that change little over time, to­
evolving. This is not the fault of the Bureau of
wards goods and services for which issues of quality and
Labor Statistics (BLS), which is responsible for
even definition are of primary importance." See Leonard I.
Nakamura, "Is U.S. Economic Performance Really That
Bad?" Federal Reserve Bank of Philadelphia Working Pa­
per No. 95-21 for evidence on the deceleration of physical
output and consumption in the United States over the
course of the 20th century.




4A s we shall see below, in practice the CPI does incor­
porate some new products, although it does not fully
capture their benefits.

15

NOVEMBER/DECEMBER1995

BUSINESS REVIEW

collecting the basic data for and calculating the
CPI, but a problem created by the increasing
divergence between the conceptual basis of the
CPI and a true cost-of-living index.
These problems are not insuperable, but
solving them may involve a change in our
approach to the collection of statistics and in
our use of economic theory to guide us in
setting up the indexes. Ironically, the im­
provements in information processing and
communications that are helping to make our
current data-collection system outmoded could
facilitate sharp improvements in price mea­
surement.
DOES THE CPI MEASURE
THE COST OF LIVING?
A true cost-of-living index answers the ques­
tion: How much must I spend to maintain my
standard of living? For example, if I must
spend 5 percent more this year to give me the
same enjoyment as last year, a true cost-ofliving index would rise 5 percent. Such an
index ought to take into consideration chang­
ing prices of one good relative to another and
new goods and services that become available
and how people benefit from these changes.
These considerations are important because to
take advantage of these changes as they occur,
I will likely buy a different bundle of goods
this year, even if I can still afford to buy what
I bought last year.
Relative Changes in Price. Suppose I buy

only clothing and computer supplies. In 1994,
I had $200 to spend on articles of clothing
priced at $10 each or on computer supplies also
$10 each, and I bought 10 clothing items and 10
computer items. In 1995, I am earning 5 per­
cent more, or $210, and clothing increases in
price to $12 while computer supplies decrease
to $ 9 .1 could again buy 10 clothing items and
10 com p u ter item s, but I choose to buy seven

clothing items and 14 computer items (Table
1 ).

My standard of living has improved: I could
have bought exactly what I did last year, but I
didn't. I prefer what I am buying this year,
which I couldn't buy last year, so I am better
off. A true cost-of-living index should help us
measure, as precisely as possible, this improve­
ment in the standard of living.
But the CPI, conceptually, doesn't do this. It
takes the base-year bundle of goods (1994, in
our example) and asks: How much does it cost
to buy that same bundle this year? In our
example, the base bundle costs $200 in 1994
and $210 in 1995, a 5 percent increase. So if we
set the CPI equal to 100 in 1994, it would equal
105 in 1995 (Table 2). Since my income has risen
5 percent and the CPI has risen 5 percent, if I
think of the CPI as a measure of the cost of
living, my "real income" is unchanged. But as
I've shown, I'm actually better off this year
because I can buy a bundle of goods I prefer to
the one I bought last year. If we compare the
total purchases columns for 1995 in Tables 1

TABLE 1

Actual Purchases
1994

1995

Item

Price

Quantity

Total

Price

Quantity

Total

Clothes

$10

10

$100

$12

7

$84

Computer

$10

10

$100

$9

14

$126

Total

16


$200

$210

FEDERAL RESERVE BANK OF PHILADELPHIA

Measuring Inflation in a High-Tech Age

Leonard I. Nakamura

and 2, we see the source of the difference: the
CPI puts greater weight on clothes, the good
whose quantity has fallen, relative to my ac­
tual current purchases.
A price index like the CPI that uses baseyear weights (in our example, 1994) has a
somewhat out-of-date comparison basket; a
natural alternative would be to use an endyear weighted index (in our example, 1995).5
Using 1995 weights would result in giving
greater weight to computer items whose price
has fallen; buying 14 computer items and seven
clothing items in 1994 would cost $210, the
same as in 1995, so an end-year index would
show no price increase. However, it is difficult
to do this in a timely fashion, 1995 quantity
weights generally not being available until
1996.
An alternative is to set up a quantity index
and derive an implicit price deflator. The
Bureau of Economic Analysis (BEA) begins by
constructing a measure of real personal con­
sumption expenditures (PCE) by valuing cur­
rent consumption at base-year prices. In our

example, that means measuring 1995 consump­
tion (seven pieces of clothing and 14 computer
items) at 1994 prices ($10 for each). By this
measure, this year's consumption has risen 5
percent, to $210 (Table 3). This index of real
purchases can be converted to an implicit price
index by dividing the real purchases into nomi­
nal purchases: for 1994 this is $200/$200 = 1
and for 1995 this is $210/$210 = 1, so according
to this implicit price deflator, the 1995 price
level is unchanged from the 1994 level, just like
the end-year index.6*
In general, price indexes like the CPI (which
compares today's cost of the base year consump­
tion bundle to what it cost in the base year) will
tend to understate improvements in welfare

5A base-year quantity weighted price index is called a
Laspeyres index. An end-year quantity weighted price
index is called a Paasche index.

'This is not a coincidence— an end-year quantity
weighted price index is the same as the implicit price
deflator for a base-year price weighted quantity index for
the entire period between the base and end years, but not
for intermediate years. For example, if the base year is 1994
and the end year is 1996, the 1996 end-year price index and
the implicit price deflator whose base year is 1994 will
agree on the overall inflation rate from 1994 to 1996, but
not necessarily on the rates for each intermediate year 1994
to 1995 and 1995 to 1996. The implicit price index for the
intermediate years does not have a clear interpretation,
being a kind of odd residual, unlike the end-year price
index.

TABLE 2

Consumer-Price-Index Method of Calculation
1994
Item

Price

Clothes

$10

Computer

$10

Total

Quantity

1995
Total

Price

1994 Quantity

Total

10

$100

$12

10

$120

10

$100

$9

10

$90

$200

$210

CPI

1994=100

100

105

Real
Spending

deflated by CPI

$200

$200




17

NOVEMBER/DECEMBER1995

BUSINESS REVIEW

TABLE 3

PCE and Implicit Price Deflator Method of Calculation
1994

1995
Total

1994

Total

Item

Price

Quantity

Purchase

Price

Quantity

Purchase

Clothes

$10

10

$100

$10

7

$70

Computer

$10

10

$100

$10

14

$140

Real
Spending

in 1994 prices

$200

$210

Total
Spending

in current year prices

$200

$210

100

100

Implicit price deflator

and overstate price increases, while price in­
dexes like the implicit price deflator (which
compares today's cost of today's consumption
bundle to what it would have cost in the base
year) will tend to exaggerate improvements in
welfare and implicitly understate price in­
creases.7 These effects increase as prices di­
verge further from those in the base year. So
when there are divergent price trends, these
effects accumulate over time until the base
year is updated.
One quick fix for the problem, proposed
early in this century by economist Irving Fisher,
is to update every year and average the quan­
tity-based index and the price-based index.
Fisher's so-called Ideal Index multiplies the
two indexes and then takes the square root. In
our example, this would result in an inflation
rate of 2.4 percent, about midway between the
zero inflation of the BEA's method and the 5
percent inflation of the BLS's. The BEA has
begun emphasizing Fisher Ideal price and out-

7This holds for inflation after the base year; the base
year is periodically updated.


18
http://fraser.stlouisfed.org/

Federal Reserve Bank of St. Louis

put indexes in its reporting of the U.S. Gross
Domestic Product and its components (see
BEA's Chain-Weighted Price and Quantity In­
dexes).8
How large is the impact of the relative price
problem that we have described? It depends
on the rate of divergence of relative prices of
goods and the average interval between up­
dating the market basket. Historical compari­
sons of a Fisher Ideal Index with the CPI
provide a measure of the size of the upward
bias in the CPI growth rate, and such studies
broadly agree that the bias is about 0.2 percent­
age points annually.9

8For further discussion, see Robert Parker, "Preview of
the Comprehensive Revision of the National Income and
Product Accounts: BEA's New Featured Measures of Out­
put and Prices," Survey of Current Business, August 1995;
and Jack E. Triplett, "Economic Theory and BEA's Alterna­
tive Quantity and Price Indexes," Survey of Current Busi­
ness, April 1992.
9Marilyn E. Manser and Richard J. McDonald, "An
Analysis of Substitution Bias in Measuring Inflation, 19591985," Econometrica, 56, July 1988, pp. 908-30; and Ann M.
Aizcorbe and Patrick C. Jackman, "The Commodity Sub-

FEDERAL RESERVE BANK OF PHILADELPHIA

Measuring Inflation in a High-Tech Age

Leonard I. Nakamura

The BEA's Chain-Weighted Price and Quantity Indexes
The Bureau of Economic Analysis, beginning at the end of 1995, will emphasize chain-weighted price
and quantity indexes (Fisher Ideal indexes) in its monthly reports on the national income and product
accounts, rather than the more familiar output measures based on 1987 prices. The result will be lower
measured real output and higher prices compared with the 1987 price-weighted output and the implicit
price deflator. The major reason for the reduction in estimated output is a reduced weight for computers,
cut by more than half.
The BEA is entirely correct to make this change. The change makes more urgent, however, revisions
to the fundamental price series to enable them to capture more of the consumer surplus lost using current
measurement conventions. The BEA and the BLS (which has the primary responsibility for price
measurement) are, of course, taking steps in this direction.* For example, the BLS is correcting the rotation
bias in foods, where it appears to be most important, and it is improving its methodology for measuring
prices of prescription drugs as well. But other steps will take longer to implement, particularly under the
tightening budget constraints these agencies face. The net result is that, in the short run, measures of price
and output may be further from, rather than closer to, reality.
*BEA, "Mid-Decade Strategic Review of BEA's Economic Accounts: An Update," Survey of Current Business, April 1995,
pp. 48-56.

New Products in Old Price Indexes. The
solution outlined above gets us only part of the
way toward a true cost-of-living index because
the price indexes typically ignore new goods,
and when they do consider these goods, they
do so too late. Suppose, continuing our earlier
example, a new good, the CD ROM, appears in
1995 and costs $10.50.1 decide to buy two CD
ROMs and therefore reduce my purchases of
both clothing and computer supplies by one
item each (Table 4). Now I am even better off
because I prefer the CD ROMs to the articles
they replaced.
Note that the new good would not affect the
CPI. Since the CPI uses base year (1994) quan­
tities of each item, and for CD ROMs that
quantity is zero, the price of the new good is
irrelevant, conceptually. But the BLS in prac­
tice must confront the problem, because goods

stitution Effect in CPI Data, 1982-1991," Monthly Labor
Review. These studies cover a longer period and extend
over periods where the base year has been changed. They
average out the effects of the different base years that have
been applied to achieve the long-run index.




in the base market basket sometimes disap­
pear from the marketplace as they succumb to
competition from newer products. Moreover,
in constructing the PCE deflator or a true costof-living index, the BEA needs to construct a
1994 price for CD ROMs.
There are four basic ways to deal with this
problem.
Ignore it. One could assume no change in
price for the good. For many years, the BEA
had no statistics on actual prices of mainframe
computers and kept the computer price index
at l . 10 Since the general price level was rising,
this implied that mainframe computer prices
were falling relative to the prices of other
goods. However, there is no reason to believe
that this method provides very accurate an­
swers.
Alternatively, one could use changes in the
prices of similar products to measure the price
change for new goods, which may make some

10This period was before personal computers were an
important share of computer sales.

19

NOVEMBER/DECEMBER1995

BUSINESS REVIEW

TABLE 4

Actual Purchases—With New Good Added
1994

1995
Total

Total

Item

Price

Quantity

Purchase

Price

Quantity

Purchase

Clothes

$10

10

$100

$12.00

6

$72

Computer

$10

10

$100

$9.00

13

$117

CD ROM

?

0

$0

$10.50

2

$21

Total Spending

$200

sense if the products are moving similarly in
price. However, this is probably not the case as
the "similar" products are typically older prod­
ucts and may well be outmoded. Moreover,
the very existence of the new products in­
creases the standard of living by making pos­
sible a greater variety of purchases. So ignor­
ing the problem is highly unsatisfactory.
Use sample rotation. A partial solution is to
add new items to the price survey as they
appear, for example, to begin collecting data
on CD ROMs in 1995 and to lump them in with
some pre-existing good. For example, CD
ROMs could be considered computer sup­
plies. To keep abreast of new products and
stores, the BLS rotates the sample of goods and
outlets whose prices it collects. It rotates 20
percent of the sample each year, but it takes
two years after new items are identified before
they are introduced into the surveys. As a
result, the actual goods priced are, on average,
about five years out of date.
Unfortunately, the BLS's sample rotation
procedure itself biases the CPI upward. If an
item is selling at a temporarily reduced price
when the BLS rotates it into the sample, the
quantity sold will be temporarily high, so the
item will appear in the CPI basket of goods
with a higher quantity weight than justified by
its average sales. And items that are at a sale
price when rotated into the sample show a

20


$210

high rate of price increase as they return to a
more normal price. So sample rotation gives a
bigger weight to goods whose prices are likely
to rise. This effect alone is estimated to have
erroneously raised inflation between 0.2 and
0.3 percent annually over the 15 years since the
BLS introduced sample rotation.11 The BLS
has recently taken steps to remove this bias
from the foods category, where the effect has
been quite pronounced.
Use product characteristics. When a variant
replaces an existing product, if the value of the
changes in the product can be given a price,
then the new and old products can be com­
pared. In the auto industry, for example, the
resource costs to the manufacturer of optional
equipment that has been made standard are
used to compare new models with old ones.
For example, if a new model has a driver's-side
air bag as standard equipment and the old
model did not, BLS deducts the wholesale cost
of the bag, electronics, and installation, plus a
standard markup, before it calculates how
much the price of the new model differs from
the old.
The hedonic method is a somewhat more

n Brent R. Moulton, "Basic Components of the CPI:
Estimation of Price Changes," Monthly Labor Review, De­
cember 1993, pp. 13-24.

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Measuring Inflation in a High-Tech Age

Leonard I. Nakamura

Hedonic methods help to capture the re­
source cost, including the cost of the sales
effort, of new characteristics of products. But
they do not fully capture the benefits that
accrue to consumers from the introduction of
new goods.
Estimate consumer surplus. When a new
product is introduced, consumers receive a
welfare gain (called "consum er surplus"),
which is the difference between what they
would be willing to pay for the product and
what they actually have to pay. In our ex­
ample, suppose that I would have been willing
to pay $35 to buy the two CD ROMs, but I only
had to pay $21.00. To be explicit, suppose I
would be willing to pay $20 for one CD ROM,
$15 for a second one, and $10 for a third. At a
price of $10.50 each, I will buy two, and the
welfare gain I will receive is the same one I
would have got if the price had fallen from
$17.50 to $10.50.
Note that a product need not be wholly new
12See Jack E. Triplett, "The Economic Interpretation of
to provide surplus. Consider the opening of a
Hedonic Methods," Survey of Current Business, January
discount clothing store near my home. Again
1986, pp. 36-40.
using the example, suppose the price of cloth­
13Product characteristic adjustments are used for hous­
ing has gone up from $10 to $12 at the store I
ing and new autos, two areas in which quality improve­
patronized in 1994, but the discounter sells the
ments are sometimes thought to be overstated rather than
same items for $10, so I decide to purchase the
understated. But this doesn't mean that the CPI is overstat­
clothes from the discounter. If I am just as
ing quality as a whole, since the upward biases produced
happy to shop at the discounter as to go to the
by sample rotation and relative price changes are much
larger than the downward biases in the measurement of
old store, my price of clothes has not risen. The
housing and auto prices. Between 1983 and 1988, the BLS
arrival of the discounter gives me "surplus"
failed to adequately correct for the aging of housing units.
compared with shopping at the old store—I
This resulted in a downward bias of roughly 0.1 percent
would be willing to pay up to $12 for clothes
annually and was eliminated in 1988. See William C.
and would still switch to the discounter, but I
Randolph, "Housing Depreciation and Aging Bias in the
Consumer Price Index," Journal of Business and Economic
pay only $10.
Statistics, July 1988. The other widely cited indication of
The assumption implicitly made in the CPI
downward bias is the correction for environmental con­
and in the PCE deflator in this example and
trols in new cars. However, this effect has been estimated
others is that there is no consumer surplus
to be less than 0.05 percent per year. See John F. Peterson,
from the introduction of the new product.
"Is the Growth of the CPI a Biased Measure of Changes in
Cost of Living?" Congressional Budget Office paper, 1994.
Under this assumption, there is no measure­
Thus, over the past 10 or 15 years, the average effect of
ment problem. The arrival of a new product,
these overstatements of quality must be less than 0.1 per­
such as a CD ROM, makes no difference to my
cent annually. The well-documented errors of underesti­
w elfare. In the discounter exam ple, the
mation of quality due to sample rotation bias and relative
discounter's clothes are considered new clothes
price bias are roughly five times as large.

theoretically satisfying statistical technique that
values changes in goods by the implicit retail
price of the changed characteristic. This method
uses statistical regressions to estimate how
much consumers pay for each of a product's
specific characteristics or parts (like an air
bag), controlling for other characteristics.12 In
the computer industry, at least in the 1980s
when the BEA introduced this technique, the
most important characteristics of computers
were processing speed and memory size. So a
computer with twice as much processing speed
and twice as much memory was considered to
be twice as much computer. Since the process­
ing speed of different computers and their
memory sizes could be calculated, at least for
some given benchmark set of tasks, then even
though whole new generations of computers
appeared, their prices could be compared.13




21

BUSINESS REVIEW

items, different from the old store's. There is
no consumer surplus from the arrival of the
discounter— it is assumed that any consumer
surplus I would have gained is eaten up in the
switch (the old retailer's friendliness and ser­
vice that have been lost are equal to the full
difference in price).
An alternative assumption is that shifts in
consumer demand in response to changes in
price are informative about the amount of
consumer surplus consumers receive. If, when
the CD ROM is introduced, consumers pur­
chase them in large amounts and their pur­
chases thereafter are relatively insensitive to
price increases, that is an indication that had
the CD ROMs been available earlier, consum­
ers would have been willing to pay more than
required. In other words, consumers are re­
ceiving a substantial consumer surplus. If con­
sumers switch to discount outlets in large
numbers and are relatively insensitive to price
swings at the new outlets, they are receiving a
substantial consumer surplus. To measure the
price sensitivity of consumers requires statis­
tical analysis and extensive data. This is the
textbook problem of estimating the consumer's
demand curve.
One such study has been conducted for
pharmaceuticals. After Eli Lilly's drug Keflex
lost patent protection in 1987, generic versions
became available at roughly half the price of
the brand-name product. Eli Lilly did not cut
the price of Keflex but, indeed, raised it 24
percent over the next three years. Meanwhile,
the price for the generic drug fell 30 percent,
and generics garnered 83 percent of the market
measured in doses. Until recently, in such
instances, the BLS treated the generic drug as
a separate product that was worth only half as
much as the brand-name product (the relative
price of the generic at introduction) and would
have likely recorded a rising price index for
this drug. But many purchasers are probably
indifferent to the brand name and would have
experienced a pure price decline when the

22


NOVEMBER/DECEMBER1995

generic became available. A study by Franklin
Fisher and Zvi Griliches argues that the most
reasonable measure of the consumer surplus
realized by purchasers who switched would
lead to a price index that declines 48 percent,
compared with the BLS approach, which would
show a price increase of 14 percent. This is a 19
percent annual rate difference over the 45
months covered in the study.14Infanuary 1995,
the BLS changed its procedure to reflect a price
decline when a therapeutically equivalent ge­
neric version of a drug replaces a brand-name
patent drug. This change should substantially
reduce this problem of pricing drugs.
Although there is some arbitrariness to esti­
mates of the value of consumer surplus from
the introduction of new goods and services,
they are surely an improvement over assum­
ing that new product introductions result in no
consumer surplus.15* Moreover, private data
companies, as well as many retailers, regularly

14Franklin M. Fisher and Zvi Griliches, "Aggregate
Price Indices, New Goods, and Generics," Quarterly Jour­
nal o f Economics 110, February 1995, pp. 229-44. They make
the assumption that consumers vary in their relative valu­
ations of the generic product, but that those who switch are
evenly spread over the spectrum of possible types— from
those for whom the entire difference in price is surplus, to
those who receive no surplus. This and other studies on
prescription drugs have been done at the wholesale level
where the data are relatively easy to come by. In summa­
rizing them, F.M. Scherer has estimated conservatively
that the BLS's treatment of the introduction of generics
implies an upward bias of 1.2 percent a year in the Pro­
ducer Price Index for prescription drugs. F.M. Scherer,
Journal of Economic Perspectives 7, Summer 1993, pp. 97-115.
15When goods and services and outlets disappear from
the marketplace, consumer surplus is lost. But, in general,
this consumer surplus is likely to be small compared with
the consumer surplus of new product introductions be­
cause consumers will not choose to switch from high
consumer-surplus goods to low ones, and because suppli­
ers of high consumer-surplus goods can raise their prices
and still retain demand, and so are unlikely to go out of
business.

FEDERAL RESERVE BANK OF PHILADELPHIA

Measuring Inflation in a High-Tech Age

collect the data necessary for these estimates.
A study by Jerry Hausman examines ready-toeat breakfast cereals, specifically Apple-Cin­
namon Cheerios, using supermarket data.16
Hausman found that accounting for new ce­
real introductions, as measured in a true costof-living index, might have reduced the CPI
for ready-to-eat breakfast cereals by 20 percent
over the 10-year period 1980 to 1990, or about
2 percent a year.17
IMPROVEMENTS IN QUALITY PLAY
IMPORTANT ROLE IN ECONOMY
What is driving these rapid product and
service innovations? Dramatic improvements
in high-tech investment goods are an impor­
tant force in the availability of new goods and
services. Investment in high-tech goods ac­
counts for more than 4 percent of the economic
output of the United States. For many of these
goods, substantial price deflation is normal. For
example, between 1951, when the first com­
puter was designed, and 1984 the cost of com­
puters— adjusting for changes in quality—fell
an estimated 1000-fold.18 Since 1984 computer
prices have continued to fall dramatically.
Large price declines appear in other recent
high-tech investment goods, such as telecom­
munications equipment and medical equip­
ment. While there have always been some
goods whose prices are declining, the declines
haven't been as large. In the early part of this
century and over roughly the same period as
that for computers, the price of automobiles

16Jerry A. Hausman, "Valuation of New Goods Under
Perfect and Imperfect Competition," NBER Working Pa­
per 4970, December 1994.
17This measure depends on an assumption of a "repre­
sentative consumer," i.e., that all consumers are alike.
18Robert J. Gordon, "The Postwar Evolution of Com­
puter Prices," in Dale G. Jorgenson and Ralph Laundau,
eds., Technology and Capital Formation (MIT, 1990).




Leonard I. Nakamura

declined substantially, but only about tenfold.19
High-tech investment goods are primarily
purchased by businesses rather than consum­
ers; their effect on consumer prices is indirect
and often is not captured statistically. For
example, buying automatic teller machines
may improve banking services, but the impact
is difficult to measure and, in practice, is not
captured. Similarly, as new medical equip­
ment is introduced, its effect on the quality of
diagnosis and treatment is typically not in­
cluded in the pricing of medical services.
High-Tech Entertainment Goods and Per­
sonal Computers. As measured in the CPI, PC
prices fell about 10 percent in 1994, about the
same rate of decline for the whole period 1987
to 1994. This appears to underestimate the rate
of decline: computer magazine advertisements
show a much sharper rate of decline: approxi­
mately 24 percent over the course of 1994.20 A
recent study by Ernst Berndt and Zvi Griliches
shows a decline of 30 percent annually for
1982-88.21 The likely reason for this discrep­
ancy is that the CPI tends to underestimate the
price decline for personal computers because
the sample being surveyed is too old.22*

19Daniel M. G. Raff and Manuel Trajtenberg, "QualityAdjusted Prices for the American Automobile Industry:
1906-1940," NBER Working Paper 5035, February 1995.
20I collected data from advertisements of Dell and
Gateway, the two largest mail-order PC firms. Price level
data indicate a decline of $570 on an average price of
$2380, or almost 24 percent. Complete data for the study
can be found on the Federal Reserve Bank of Philadelphia
In te rn e t site at h ttp :/ / lib e rty n e t.o rg / ~ fe d re srv /
fedpage.html.
21Ernst Berndt and Zvi Griliches, "Price Indexes for
Microcomputers: An Exploratory Study," in Murray F.
Foss, Marilyn E. Manser, and Allan H. Young, eds., Price
Measurements and Their Uses, NBER Studies in Income and
Wealth No. 57 (University of Chicago, 1993).
22The introduction of the P6 Intel processor in 1995
marks the sixth generation of PC microprocessors since the

23

BUSINESS REVIEW

Similar measurement problems exist for a
broad spectrum of products that have elec­
tronic components embedded in them. A
readily identifiable segment in personal con­
sumption expenditures includes video and
audio products, computing equipment, and
musical instruments; this segment accounted
for 1.6 percent of consumer purchases in 1994.
Electronic parts play a large role in a wide
variety of other consumer products. For ex­
ample, the value of the electronic components
of new cars is approximately the same as that
of the steel in them— and improvements in the
quality of these components are not well cap­
tured in the CPI for new cars.
Medical Goods and Services. The develop­
ment of new drugs and diagnostic and treat­
ment methods make medical care an area where
quality change has been important. Studies of
prescription drugs suggest that annual infla­
tion in this product group may be overstated 6
or 7 percent because the BLS does not account
for quality improvements. Although such
drugs account for only about 1 percent of
consumer expenditures, the net effect may be
close to 0.1 percent on the overall index.23 And
these drugs are less than one-fifth of the por­
tion of consumer expenditures accounted for
by medical costs.
One interesting study of CT scanners shows
that the average price rose about 160 percent
between 1973 and 1982. However, correcting
for quality, using characteristics like resolu­
tion and speed, produces a price decline of 72
percent. Finally, a third method that includes
consumer surplus shows a 1000-fold price de­
crease!24
first IBM PC in 1979, or a new generation every three years.
It is obviously extremely difficult to keep up with this rate
of product introduction using conventional methods of
price data collection.
23Zvi Griliches and Iain Cockburn, "Generic and New
Goods in Pharmaceutical Price Indexes," Harvard Discus­
sion Paper 1664, Cambridge, MA 1993.


24


NOVEMBER/DECEMBER 1995

Technological advance in medical care has
been profound. Yet the benefits to the con­
sumer of such advances are not included in our
price statistics. Medical care is a large propor­
tion of the consumer budget, accounting for
roughly 7 percent of the CPI.25 If we extrapo­
late the 6 percent quality improvement in drugs
to all of medicine, this one source can reduce
the inflation rate, as measured by the CPI, 0.4
percentage points annually.
HOW BAD ARE
THESE PRICING PROBLEMS?
The best estimates for the impact of the first
problem we discussed, relative price move­
ments, show the CPI about 0.2 percent too high
annually. The upward bias from sample rota­
tion has been reliably estimated at 0.2 to 0.3
percentage points annually. For quality gains
whose costs go unmeasured there is consider­
able uncertainty, but they are likely to account
for more than half a percentage point.26 Thus
the CPI may well be overstated 1 percent annu­
ally even if we take no account of the consumer
surplus associated with the introduction of
new goods and services. Studies of CT scan­
ners and of generic pharmaceuticals show that
consumer surplus in high-tech goods may be
very large. And Hausman's study of breakfast
cereals suggests that non-high-tech goods may
also have very substantial consumer surpluses.

24Manuel Trajtenberg, Economic Analysis of Product In­
novation: The Case ofC T Scanners (Harvard, 1990).
25It has been argued that its proportion of the consumer
budget is actually twice as large because the 7 percent
figure does not take into consideration government and
corporate subsidies of these payments.
26The extrapolations discussed in the text for medicine
and high-tech consumer goods alone would amount to 0.6
percentage points annually on the CPI, and these goods
account for less than one-twelfth of consumer expendi­
tures.

FEDERAL RESERVE BANK OF PHILADELPHIA

Leonard I. Nakamura

Measuring Inflation in a High-Tech Age

HOW CAN WE DO BETTER?
Right now, most price data are obtained by
sending BLS price collectors on their rounds of
retail establishments to fill out pricing forms.
This seems unnecessary. Improvements in com­
puter and telecommunication facilities mean
that many retailers, wholesalers, and manu­
facturers routinely capture detailed item-by­
item transactions data as part of their billing
systems. If the BLS could tap this information,
collecting price data might be less expensive
and more accurate than current methods. A
pilot project to use scanner codes (universal
product codes) as a basis for price-data collec­
tion is under way at the BLS.27 Moreover,
broad collection of data of this type would
facilitate further studies on demand curves
that could help measure the impact of in­
creases in variety and quality on welfare.
Another question arises in regard to data
collection: Should a private firm collect the
data for and publish the C onsum er Price In­
dex? Having private firms collect price data
might enhance efficiency, but there are a num­
ber of problems. One is that a private data
collector might not be able to protect the pri­
vacy of voluntary data providers, and this
might discourage such providers. Another
problem is that the private data collector might
be tempted to use the data for private gain. If
the private data collector were to pick up
indications that the price index was going to be
27Marshall Reinsdorf, "Constructing Basic Component
Indexes for the U.S. CPI from Scanner Data: A Test Using
Data on Coffee," U.S. Bureau of Labor Statistics, mimeo.




surprisingly high, it might be tempted to use
this information to make speculative gains in
interest rate markets. Thus, it would appear
unlikely that purely private data collection
would enhance price measurement.
Public-private cooperation would probably
be essential to an improved effort to collect
statistics. In the past, private corporations have
been very useful to the BLS and the BEA in
assisting them in improving statistics. For ex­
ample, special arrangements with automobile
manufacturers help provide more accurate sta­
tistics on new car and truck sales. And a team
of economists from IBM was very helpful in
setting up the hedonic price regressions for
computers. Large firms may have the resources
to assist in such an effort, and the incentive to
do so, since sound government policy-making
and improved public perceptions of economic
reality are likely to be in their best interest.
CONCLUSION

U.S. economic performance is most prob­
ably better than has been reported in our offi­
cial statistics. Documented biases and extrapo­
lations from other studies suggest that the CPI
may distort our picture of recent U.S. eco­
nomic history. A true cost-of-living index
would show prices rising more slowly than
reported in the CPI; most likely, inflation would
be at least one percentage point per year lower.
Improving data collection and providing firmer
economic foundations for the price measures
themselves are important elements in improv­
ing economic decision-making and contract­
ing in the United States.

25

Philadelphia /RESEARCH
Working Papers
The Philadelphia Fed's Research Department occasionally publishes working papers based on
the current research of staff economists. These papers, dealing with virtually all areas within
economics and finance, are intended for the professional researcher. The papers added to the
Working Papers series thus far this year are listed below. To order copies, please send the
num ber of the item desired, along w ith your address, to WORKING PAPERS, D epartm ent of
Research, Federal Reserve Bank of Philadelphia, 10 Independence Mall, Philadelphia, PA 19106.
For overseas airmail requests only, a $3.00 per copy prepayment is required; please make checks
or money orders payable (in U.S. funds) to the Federal Reserve Bank of Philadelphia. A list of
all available papers may be ordered from the same address.

95-1

Satyajit Chatterjee and Dean Corbae, "Valuation Equilibria with Transactions Costs"

95-2/R

Sherrill Shaffer, "Structural Screens in Stochastic Markets" (supersedes Working Paper No. 9223)

95-3

Franklin Allen and Douglas Gale, "A Welfare Comparison of Intermediaries and Financial
Markets in Germany and the U.S."

95-4

Franklin Allen and Douglas Gale, "Financial Markets, Intermediaries, and Intertemporal
Smoothing"

95-5

Gregory P. Hopper, "The Dynamics of the Exchange Rate Under a Crawling Peg Regime: A
Game Theory Approach"

95-6

Franklin Allen and Douglas Gale, "Universal Banking, Intertemporal Risk Smoothing, and
European Financial Integration"

95-7

Paul Calem and Michael Stutzer, "The Simple Analytics of Observed Discrimination in Credit
Markets"

95-8

Joseph Hughes, William Lang, Loretta Mester, and Choon-Geol Moon, "Recovering Technolo­
gies That Account for Generalized Managerial Preferences: An Application to Non-RiskNeutral Banks"

95-9

Ana Castaneda, Javier Diaz-Gimenez, and Jose-Victor Rios-Rull, "Unemployment Spells and
Income Distribution Dynamics"

95-10

Paul Calem and Loretta J. Mester, "Consumer Behavior and the Stickiness of Credit Card
Interest Rates" (Supersedes No. 92-24/R)


26
http://fraser.stlouisfed.org/

Federal Reserve Bank of St. Louis

FEDERAL RESERVE BANK OF PHILADELPHIA

95-11

Richard Voith, "Parking, Transit, and Employment in a CBD"

95-12

Gary Gorton and Richard Rosen, "Banks and Derivatives"

95-13

Sherrill Shaffer, "Translog Bias Under Declining Average Costs"

95-14

Alberto Trejos and Randall Wright, "Toward a Theory of International Currency: A Step
Further"

95-15

Gerald Carlino and Robert DeFina, "The Differential Effects of Monetary Policy Shocks on
Regional Economic Activity"

95-16

Paul Calem, "Mortgage Credit Availability in Low- and Moderate-Income Minority Neighbor­
hoods: Are Information Externalities Critical?"

95-17

Leonard I. Nakamura, "New Directions in Information and Screening in Real Estate Finance"

95-18

William J. Stull, "Is High School Economically Relevant for Noncollege Youth?"

95-19

James McAndrews and George Wasilyew, "Simulations of Failure in a Payment System"

95-20

Keith Sill, "An Empirical Investigation of Money Demand: Evidence from a Cash-In-Advance
Model"

95-21

Leonard Nakamura, "Is U.S. Economic Performance Really That Bad?"




27

1995 INDEX
January/February
Dean Croushore and Tom Stark, "Evaluating McCallum's Rule for Monetary Policy"
Gerald A. Carlino, "Do Education and Training Lead to Faster Growth in Cities?"
March/April
Rafael Rob, "Entry and Exit of Firms and the Turnover of Jobs in U.S. Manufacturing"
Theodore M. Crone, "Making Money in the Housing Market: Is There a Sure-Fire System?"
May/June
Gregory P. Hopper, "A Primer on Currency Derivatives"
Sherrill Shaffer, "Rethinking Disclosure Requirements"
July/August
Loretta J. Mester, "There's More Than One Way to Sell a Security: The Treasury's Auction Experiment"
Robert P. Inman, "Do You Know How Much Money Is in Your Public Purse?"
September/October
James McAndrews, "Antitrust Issues in Payment Systems: Bottlenecks, Access, and Essential Facilities"
Satyajit Chatterjee, "Productivity Growth and the American Business Cycle"
November/December
Martin A. Asher and Robert H. DeFina, "Has Deunionization Led to Higher Earnings Inequality?"
Leonard I. Nakamura, "Measuring Inflation in a High-Tech Age"

FEDERAL
RESERVE BANK OF
PHILADELPHIA
Business Review Ten Independence Mall, Philadelphia, PA 19106-1574
Address Correction Requested