View original document

The full text on this page is automatically extracted from the file linked above and may contain errors and inconsistencies.

B A C K O F T H E G -7 P A C K : P U B L IC IN V E S T M E N T A N D
P R O D U C T I V I T Y G R O W T H IN T H E G R O U P O F S E V E N
D a v id A . A sch au er
W o rk in g Paper Series
M a c ro E c o n o m ic Issues
R esearch D epartm ent
Fed eral R ese rve B a n k o f C h ic a g o
A u g u st, 1989 (W P -8 9 -13 )

B a c k

o f th e

p r o d u c tiv ity

G -7

p a c k :

g r o w th

in

P u b lic
th e

in v e s tm e n t a n d

G r o u p

o f S e v e n
David A. Aschauer

Public policies to promote economic growth and international competitiveness
have traditionally been focused on savings and private investment in plant and
equipment. And with good reason: In the words of Martin Feldstein, M
an
increase in the saving rate is the key to a higher rate of economic growth and a
faster rise in the nation's standard of living.... [T]he evidence is overwhelming
that countries with high rates of saving and investment are the ones in which
productivity, income and the standard of living rise most rapidly."1
Such a focus leads to specific policy initiatives to boost the national savings
rate as well as to stimulate private capital accumulation. Among these
initiatives are consumption-based tax systems, individual retirement accounts,
preferential tax treatment of long-term capital gains, accelerated depreciation
of physical capital assets, and investment tax credits. While economists
quibble about the quantitative importance of these savings and investment
incentives, they are in near unanimous agreement on their qualitative
significance for economic growth.
However, there is another potential "supply-side" avenue by which public
policy may be able to exert significant influence on the process of sustained
economic expansion. What the above policies have in common is that they
work through the tax system to affect either the supply of loan funds-savings-or the demand for those funds-private investment in capital goods. Instead,
we might look to the opposite side of the government's budget, at the
composition of public expenditure and the possible effects various budget
policies may have on private sector productivity and economic growth.
In this paper, I distinguish between public consumption and public investment
and argue that this distinction is as important for economic growth
calculations as the analogous calculation on the private side of the economy.
Public nonmilitary investment-which I take as a proxy for a public
infrastructure of roads, highways, mass transit, airports, port facilities, and the
like-is argued to have positive direct and indirect effects on private sector
output and productivity growth.

FRB CHICAGO Working Paper
June 1989, WP-1989-13




1

The direct effect on private sector output growth arises from the availability of
public capital to support private sector production; roads, highways, and
airports allow the distribution of goods and services throughout national and
international markets. The indirect effect evolves from the complementarity
between private and public capital in private-sector productive activity; an
increase in the stock of public capital raises the return to private capital which,
in turn, serves to spur the rate of expansion of the private-sector capital
stock.2 Supporting these arguments, I offer empirical evidence of a positive
effect of public investment on private investment and private output growth.

T r e n d s in p u b lic e x p e n d itu r e
In all the Group of Seven (G-7) industrialized countries, the growth in gross
domestic product per employed person-labor productivity growth-has fallen
over the last twenty years. Productivity growth for these countries taken
together averaged 4.0 percent per year during 1960-68, 3.2 percent during
1968-73,1.4 percent during 1973-79, and 1.5 percent during 1979-86. In each
of the G-7 countries, productivity growth during the 1970s and 1980s was
some 50 percent less than that attained during the 1960s. At the same time,
there was wide dispersion in average productivity growth across these
countries.
For instance, between 1960 and 1986, Japan achieved a
productivity growth rate of 5.5 percent per year, West Germany one of 3.2
percent per year, and the United States one of only 1.2 percent per year.
Figure 1 depicts trends in public net (of depreciation) investment during the
years 1967 to 1985 for the major industrialized economies.3 Three broad
features stand out. First, in five of the seven countries, the ratio of public
investment spending to gross domestic product trended downward; in the
United States (from 1.7 percent of GDP in 1967 to 0.3 percent by 1985), in
West Germany (from 3.1 percent to 1.5 percent), in France (from 3.5 percent
to 1.6 percent), in the United Kingdom (from 3.9 percent to 0.7 percent), and
in Canada (from 3.1 percent to 1.0 percent). In Japan, public investment as a
share of gross domestic output rose from 3.8 percent in 1967 to 4.1 percent in
1985, peaking at 5.8 percent in 1979. In Italy, public investment climbed
from 2.8 percent in 1971 to 3.3 percent in 1983 and then declined slightly to
3.1 percent in 1985.
Second, there exist fairly wide differences in some of the public investment
ratios across countries. While public investment absorbed some 5.1 percent of
gross output in Japan over this time period, the United States devoted a much

FRB CHICAGO Working Paper
June 1989, WP-1989-13




2

smaller output share to upgrading its capital stock, less than 1.0 percent. In
between are to be found the European countries of France, Italy, the United
Kingdom, and West Germany along with Canada. Finally, there seems to be
no pursuit of countercyclical public works policies; for example, in the United
States the public investment ratio was 0.7 percent in 1973 and 1974, 0.6
percent in 1975 and 0.4 percent in 1976 while it was 0.3 percent in 1980,
falling to 0.1 percent in 1981 and 1982.
On the other hand, no downward shift in government consumption spendinginclusive of military spending-is apparent in the data for these countries. As
can be seen in Figure 2, the ratios of public consumption to gross domestic
product rose in all countries, with the exception of the United States, and in
most cases by 2 or 3 percentage points. In the United States, no clear trend is
readily discernible, although public consumption was close to one percentage
point lower in 1985 than in 1967.
These statistics paint an interesting picture of government spending priorities
over the roughly twenty-year period from 1967 to 1985. Generally speaking,
while public investment slid downward, public consumption climbed. What,
if any, effect might this alteration in government budget shares have had on
output and productivity growth across these countries? I argue that public
capital-particularly infrastructure capital such as roads, highways, dams,
water and sewer systems, mass transit, airport facilities and the like-is a vital
input to the private production process. If this is the case, then the general
shift in budget priorities away from capital accumulation toward consumption
may offer a partial explanation for the productivity decline experienced by the
industrial economies.

M e th o d o lo g y
I assume a neoclassical production technology whereby private sector output
is obtained by application of labor services to private and public capital
stocks. As shown in the appendix, this framework leads to the following
regression equation
Dpt = b0 + bx * Dnt + l>2 *

irt_i + b3 * g i r ^ + b4*Dcut

where Dpt = labor productivity growth, Dnt = employment growth, irt_1 =
ratio of private net investment to gross domestic product (lagged one year),
= ratio of public nonmilitary net investment (also lagged), and Dcut =

FRB CHICAGO Working Paper
June 1989, WP-1989-13




3

rate of change in capacity utilization. According to standard restrictions on
the production function, we expect to estimate bj negatively. Simply stated,
the application of more laborers to given quantities of private and public
capital stocks lowers the productivity of labor. On the other hand, given the
number of workers, raising the amounts of private or public capital should, on
average, make each worker more productive, so we also expect b2 and b 3 to
be estimated positively. As labor productivity growth is highly procyclicalrising in booms and falling in recessions-it is likely we will find b 4 is
positive. We now confront the data with the above equation to see if they
perform according to our theoretical expectations.
E m p i r i c a l r e s u lt s
I estimated the equation on data gathered for the Group of Seven countries
over the period 1966 to 1985. Detail on these data is given in the Appendix.
In general, the data provide strong support for the idea that public investment
is a critical determinant of labor productivity growth. An increase in the level
of public nonmilitary investment by one percent of gross output yields a gain
in productivity growth of about 0.4 percent per year. The strong positive
relationship between public investment and productivity growth is robust to
changes in the set of countries included in the data sample and after
consideration of the effects of oil shocks in the 1970s. Table 1 contains the
basic set of estimated relationships between the level of public investment and
productivity growth. The public investment variable is exclusive of military
capital expenditures; is expressed relative to the level of gross domestic
product; and is lagged one period. I believe this variable to be a good proxy
for the percentage growth in the nonmilitary public capital stock during the
previous period.
The productivity growth variable measures labor
productivity growth as the percentage growth rate of gross domestic output
per employed person in each of the Group of Seven industrialized economies.
Column 1 of Table 1 illustrates the strength of the independent effect of public
investment on the growth rate of labor productivity. A one-percentage-point
increase in the share of gross domestic output devoted to public capital
accumulation is associated with a 0.73 percentage point rise in the labor
productivity growth rate. The standard error of 0.14 yields a ninety-five
percent confidence interval which lies well above zero, namely (.45, 1.01).
The public investment variable alone is capable of explaining 17 percent of
the variation in productivity growth across time and countries.

FRB CHICAGO Working Paper
June 1989, WP-1989-13




4

Column 2 expands the list of variables allowed to influence productivity
growth to include private investment, growth in total employment, and
capacity utilization.
As with the public investment variable, private
investment is expressed relative to gross domestic product and is lagged one
year to proxy for previous growth in the private capital stock. The capacity
utilization variable is entered in the attempt to convert growth in the stocks of
public and private capital (captured by gir and ir, respectively) into service
flows from these stocks. While the estimated coefficient on public investment
is markedly reduced-from 0.73 to 0.44-it still is statistically significant at
better than a ninety-nine percent level. The private investment variable enters
positively, suggesting that a one-percentage-point increase in the ratio of
private capital accumulation to gross domestic product will raise productivity
growth by an amount equal to nearly one-quarter of a percentage point.
Consistent with the expectation of a diminishing marginal productivity of
labor, a one-percentage-point increase in the rate of growth of total
employment lowers the rate of growth of labor productivity by somewhat
more than one-third of a percentage point. Within the organizing context of a
Cobb-Douglas production technology, the coefficient on total employment
should equal unity minus labor’s share in gross domestic product; the
estimated coefficient therefore suggests that labor's output share was some 65
percent-a reasonable estimate.4 Finally, as expected, the capacity utilization
variable bears a positive relationship with productivity growth.
Columns 3 and 4 of Table 1 exhibit the robustness of the estimated
relationship by limiting the samples to exclude the United States and Japan
(Column 3) and to include only the four major European economies (Column
4). Excluding the United States and Japan-the countries with the lowest and
highest public investment ratios during this period-does not erode the
relationship between public investment and productivity; indeed, the
estimated coefficient on public investment is increased from 0.44 in the full
sample to 0.59 in the limited sample. There is a sizable reduction in the
coefficient associated with private investment, however, and the adjusted
coefficient of determination is reduced from 58 percent to 46 percent.
Focusing on the European countries of France, Italy, the United Kingdom, and
West Germany, the relationship between public investment and productivity
growth remains significantly positive, although the estimated standard error of
the coefficient rises by a non-trivial amount.
The period of analysis, 1966 to 1985, includes years in which there were
significant ”supply-side" disruptions to production in the highly industrialized
economies.

FRB CHICAGO Working Paper
June 1989, WP-1989-13




Most obvious are the oil price shocks of late 1973 and 1979.

5

Column 5 allows for the separate effects of these oil price shocks by including
dummy variables for 1974 (the first year in which the effect of the first major
oil price shock would be apparent) and 1979. As expected, the dummy
variables are significantly negative, indicating that productivity growth fell by
more in those years than can be explained by the private capital and public
investment variables and employment growth. The estimated coefficients on
these latter variables, however, are not altered in an important way from those
in Column 2 and the adjusted coefficient of determination rises only a small
amount, from 58 to 61 percent.
Column 6 illustrates that the ratio of government consumption-measured
residually by subtracting public investment from total government spending
on goods and services-to GDP bears a marginally significant negative
relationship with productivity growth. A one-percentage-point increase in the
share of gross domestic product devoted to government consumption is
estimated to reduce labor productivity growth by somewhat more than onetenth of a percentage point. Note that this result, in conjunction with the
positive association between productivity growth and public investment,
indicates that countries can achieve substantial productivity gains by holding
fixed tax revenues and altering the composition of government spending away
from public consumption and toward public nonmilitary capital accumulation.
Thus, the results of Table 1 are fully compatible with the idea that public
capital is a necessary input to the private production process. Without
sufficient investment in a public infrastructure of roads, local transportation,
airports, and port facilities, the task of private-sector production becomes
much more exacting in terms of sacrifice of either current consumption or
leisure activities.
O f course, this is not the only possible explanation for the positive association
of public investment and labor productivity. One could argue, for example,
that the statistical correlation is the reverse-that public investment slumps in
periods of low productivity and (presumed) reductions in tax revenues and is
stepped up in times or prosperity and more generous growth in revenues. In
economists’ language, public investment would be considered a ’’normal"
good. This argument, however, has its own hurdles to clear.
First, the public (and private) investment variable is lagged one year.
Statistically, it is therefore a predetermined variable; this reduces the force of
the reverse causation argument to some degree.

Second, as Column 6

indicates, while there is a positive association between public investment and

FRB CHICAGO Working Paper
June 1989, WP-1989-13




6

productivity, there is a negative association between public consumption and
productivity.
The counterargument thus must explain why public
consumption, unlike public investment, appears to be an inferior good. Third,
the estimated coefficients in Column 2 are all of the right sign and of a
reasonable economic magnitude from a technological standpoint; it seems
unlikely that this is a mere happenstance.
Finally, the results in Table 2 provide more concrete evidence against the
reverse causation hypothesis.
In these equations, the public investment
variable has been purged of its direct relationship with the level of economic
activity by prior regression on the rate of growth of gross domestic product.
The residuals from this estimated equation are then used in place of the "raw”
public investment variable in the regressions reported in Table 2. Column 1
shows the simple relationship between productivity growth and public
investment, purged of its income growth component, to be statistically strong
and positive.
Column 2 allows for the additional effects of private
investment, employment, and capacity utilization.
As in Table 1, the
relationship between public investment and labor productivity growth is
attenuated but still of quantitative and statistical importance. Column 3
allows for dummy variables for 1974 and 1979 with only a minor change from
the results of Column 2. In Column 4, private investment is also purged of its
direct association with output growth, with the result of a significantly lower
estimated relationship between private investment and growth in output per
employed person. Finally, Column 5 adds in the ratio of public consumption
to gross domestic product. As with the results in Table 1, the estimated
relationship between productivity growth and the share of government
consumption in gross output is negative, but now at a diminished level of
statistical significance.
Table 3 contains reduced form estimates of the relationship between private
investment, public investment, and public consumption over the same sample.
Column 1 shows a rise in public investment of 1 percent of gross domestic
product is associated with an increase in total investment (public plus private)
of 2.5 percentage points, or an increase in private investment of 1.5 percent of
output. Column 2 calculates that a rise in government consumption of one
percent of gross output depresses national investment by 0.59 of a percentage
point. The effect of public investment on national investment is reduced
substantially, from 2.5 to 1.4 percentage points. This last result is due, no
doubt, to the strong negative relationship between public investment and
consumption and associated omitted variable bias in Column 1. Columns 3
and 4 repeat the previous regressions but with public and total investment

FRB CHICAGO Working Paper
June 1989, WP-1989-13




7

ratios which are purged of their correlation with the growth rate of gross
domestic product. As can be seen, the positive association of national
investment with public investment and the negative relationship with public
consumption is maintained.
C o n c lu s io n
There exists a strong, positive correlation between various productivity
measures and public nonmilitary capital expenditure. Aschauer (1988) has
established this correlation for annual United States data over the period 19491985 and Barro (1989) has attained similar cross sectional results for a sample
of 72 countries.5 Further, Garcia-Mila and McGuire (1987) have found a
statistically significant positive association between gross state product and
public capital-highways and educational structures-for the 48 contiguous
states.
The contribution of this paper is to expand this list of results and to offer
evidence against the "reverse causation" hypothesis that low productivity
growth tows in its wake low public capital expenditures. Table 2 contains
results which establish a positive correlation between labor productivity
growth and public investment even after the latter variable has been purged of
its economic growth component by previous regression on the growth rate of
gross domestic product. On this basis, I submit that public capital is a vital
ingredient in the recipe for economic growth and rising standards of living.

F o o tn o te s
^See Martin Feldstein, "A National Savings President," W a l l S t r e e t J o u r n a l , November 21, 1988,
p. A14.
9

See David A. Aschauer, "Government Spending and the ’Falling Rate of Profit’," Federal
Reserve Bank of Chicago, E c o n o m i c P e r s p e c t i v e s , May/June 1988 for elaboration and supporting
evidence for the United States.
5For Italy, data on public consumption and public investment is available only after 1970.
^In the United States, the ratio of employee compensation to gross domestic output equalled 58
percent in 1966 and 60 percent in 1985.
5However, Barro suggested that this relationship is due to the reverse causation discussed above.
He also estimates a public capital stock to output ratio and, upon regressing the growth in output
(per person) on this estimated variable, finds that while the relationship is still positive, it is not
statistically significant at conventional levels. By his own admission, however, his public capital

FRB CHICAGO Working Paper
June 1989, WP-1989-13




8

stock measures are subject to large errors in measurement. Indeed, for the United States (for
which we have direct estimates of public capital) his measure deviates by 50 percent from its
actual value.

R e fe r e n c e s
Aschauer, David A., "Government Spending and the 'Falling Rate of Profit',”
Federal Reserve Bank of Chicago, E con om ic P ersp ectives , Vol. 12, May/June
1988, pp. 11-17.
_________, "Is Public Expenditure Productive?" Journal o f M on eta ry
E con om ics , Vol. 23, March 1989, pp. 177-200.
Barro, Robert J., "A Cross Country Study of Growth,
Government," Harvard University, January 1989.

Saving,

and

Feldstein, Martin, "A National Savings President," W all Street Journal,
November 21,1988, p. A14.
Garcia-Mila, Theresa and Therese McGuire, "The Contribution of Publicly
Provided Inputs to States' Economies," July 10,1987.

FRB CHICAGO Working Paper
June 1989, WP-1989-13




9

Appendix
In algebraic form, we have the production technology
yt = f(nt, kt.1( kgt_!; cu^
where yt = private sector output during year t, nt = employment during the
same year,
= the private capital stock at the beginning of year t, kgt.j =
the public nonmilitary capital stock also as of the start of year t, and cut = the
rate of utilization of capacity in production. This last variable is entered to
capture shocks to the production technology as well as to convert capital
stocks into flo w s of capital services.
Unfortunately separate estimates of private and public capital stocks are
currently unavailable for the Group of Seven industrial nations; however, we
can finesse this data deficiency by shifting the emphasis from the level of
production to the growth in production. First, by assuming a logarithmic form
for the production technology we may derive the expression

Dyt= ao + a!*Dnt+ 8 2 *0 ^

+ a3*Dkgt_1+ a4*Dcut

where Dxt denotes the percentage growth rate of variable x during period t. In
this form, we can employ a proxy for growth in capital stocks, i.e. the ratio of
investment, private and public, to gross output. The relationship between the
two variables is given by
ir = (k/y)*Dk
where ir = ratio of (private) investment to gross output. As long as the capital
to output ratio, k/y, is fairly stable the ratio of investment spending to output,
ir, will be a good proxy for growth in the capital stock the obvious extension
of the public side.
We finally write the equation to be estimated empirically as
Dpt = bo + bj*Dnt + b2 *irt_i + b3*girt. 1 + b4*Dcut
where Dpt = Dyt-Dnt = labor productivity growth and so b 1 = (aj-1). Under
the standard assumptions of a positive but diminishing marginal product of
labor, we expect to find b^ to be negative. We also assume a complementarity
between labor and the services of private and public capital stocks. Thus, by
raising the stocks of either private or public capital-given labor input-the
FRB CHICAGO Working Paper
June 1989, WP-1989-13




10

productivity of labor should be boosted, so we expect b 2 and b3 to be positive.
Further, it is likely that the capacity utilization rate-proxying for
technological shocks as well as converting capital stocks into flows of capital
services-will enter the above expression positively.

FRB CHICAGO Working Paper
June 1989, WP-1989-13




11




F ig u r e 1
P u b lic in v e s t m e n t a s

a

sh are

of g ro ss

19 6 7 -8 5

percent of GDP

SOURCE: National Accounts (OECD)

d o m e s tic

produ ct




F ig u r e 2
P u b lic c o n s u m p tio n

a s

a

sh a re

of g ro ss

d o m e s tic

produ ct

1 9 6 7 -8 5

percent of GDP

Germany
SOURCE: National Accounts (OECD)

Kingdom

(1971-85)




Table 1
Public investment and productivity growth
in the Group of Seven
Dependent variable: Dp

c
gir

1

2

3

4

.68
(.41)
.73
(.14)

-.21
(.41)
.44
(.13)
.22
(.06)
-.35
(-08)
1.61
(.15)

.02
(.66)
.59
(.18)
.13
(.07)
-.29
(-09)
1.28
(.16)

-.33
(-.46)
.51
(.21)
.20
(.08)
-.64
(.17)
1.67
(.21)

ir
e
cu
d74
d79

5
-.21
(.39)
.41
(.13)
.24
(.05)
-.32
(.08)
1.58
(.14)
-1.83
(.60)
-1.26
(.60)

gcr
R2
SER
NOB

6
3.02
(1.63)
.34
(.14)
.12
(.07)
-.35
(.08)
1.51
(.15)

-.13
(.06)
.17
2.21
129

.58
1.57
129

.46
1.46
91

.48
1.47
72

.61
1.51
129

.59
1.55
129

Column 1 displays the basic relationship between public investment and productivity
growth
Column 2 is the basic equation in the text
Column 3 excludes Japan and the United States from the sample
Column 4 excludes Japan, the United States, and Canada from the sample
Column 5 allows dummy variables to capture the effects of oil shocks
Column 6 allows a separate effect of government consumption spending




Table 2
Cyclically adjusted investment and productivity
growth in the Group of Seven
Dependent variable: Dp

c
gir

1

2

3

4

2.34
(.20)
.72
(.13)

.62
(.44)
.42
(.11)
.23
(-05)
-.29
(.08)
1.54
(.15)

.54
(.43)
.38
(.11)
.25
(-05)
-.27
(.08)
1.51
(.15)
-1.65
(.60)
-1.11
(.59)

2.51
(.17)
.53
(.12)
.14
(06)
-.21
(-09)
1.46
(.16)

ir
e
cu
d74
d79
gcr
R2
SER
NOB

5
2.88
(1.62)
.37
(.11)
.15
(-01)
-.30
(.08)
1.48
(.15)

-.09
(-07)
.21
2.14
121

.59
1.55
121

.61
1.49
121

.53
1.64
121

.59
1.54
121

Column 1 displays the basic relationship between cyclically adjusted
public investment and productivity growth
Column 2 isthe basic equation in the text with cyclically adjustmented
public investment
Column 3 allows dummy variables to capture the effects of oil shocks
Column 4 is the basic equation with cyclically adjusted private and
public investment
Column 5 allows a separate effect of government consumption
spending




Table 3
Public spending and private investment
Dependent variable: ir

C

gir

1

2

3

5.04
(.46)
2.50
(.16)

17.46
(1.34)
1.40
(.17)
-.59
(.06)

-.06
(.21)
2.27
(.15)

6.20
(.98)
1.66
(.16)
-.38
(.06)

.65
2.58
129

.79
1.98
129

.65
2.28
129

.74
1.97
129

gcr

R2
SER
NOB

4

Column 1 shows the basic relationship between public
and private investment
Column 2 displays a separate effect of government
consumption
Column 3 and 4 duplicate columns 1 and 2 but with
cyclically adjusted investment variables