One of the most important databases and analyses regarding the
international economy released in the recent period is that calculated
by Jorgenson and Vu to evaluate the relative contributions of capital,
particularly information technology (IT), and labour inputs compared to
that of total factor productivity (TFP) in GDP growth ((Jorgenson &
Vu, 2007a), (Vu, 2007)) This has formed part of the World Bank’s
International Comparison Programme (Jorgenson & Vu, 2009)). Because
of the comprehensive nature of the published data trends can be
identified in addition to those emphasised by Jorgenson and Vu
themselves.
One of the most important of such trends is clear evidence that as
economies become more developed the contribution of capital inputs to
GDP growth increases relative to that of labour inputs, i.e.
‘capital-intensive’ growth replaces ‘labour-intensive’ growth. Such a
pattern of transition from labour-intensive to capital-intensive growth
with economic development would be important in itself and indicate a
confirmation of analyses in classical economic theory.
The present article outlines these trends. It should be pointed out
that while this paper utilises calculations based on data produced by
Jorgenson and Vu they do not bear responsibility for conclusions drawn
in the present article.
Table 1 sets out annual average GDP growth, together with the
percentage contributions of capital, labour, and TFP, for 109 economies,
22 developed and 87 developing, for the ten year period 1995-2005. The
calculations are from the data set out by Vu (Vu, 2007). Subgroups for
developed and developing economies are shown. Table 2 sets out similar
calculations from the data for periods defined by Jorgenson and Vu -
1989-1995, 1995-2000 and 2000-2005 (Jorgenson & Vu, 2007b).
In addition to periodisations, other differences between the two
tables should be noted. Table 1 shows unweighted means and medians –
i.e. the significance of each country is treated as equal, whereas the
data of Jorgenson and Vu in Table 2 is weighted. In Table 1 improvements
in labour quality are included in TFP, as in the data presented by Vu
(Vu, 2007), whereas in Table 2 improvements in labour quality are
included in labour inputs (Jorgenson & Vu, 2007b). There are 109
countries in Table 1 compared to 122 countries in Table 2. As will be
seen, however, such differences do not alter the qualitative trends
found.
One of the fundamental findings of Jorgenson and Vu, shown in both
Table 1 and Table 2, is the dominance of factor inputs of capital and
labour compared to TFP in international economic growth. Taking all
economies in Table 1, the mean percentage of growth accounted for by
increases in inputs of capital and labour is 74.8% and the contribution
of TFP growth is 25.1%. Taking the three periods defined by Jorgenson
and Vu in Table 2, the contribution of factor inputs of capital and
labour to GDP growth is 83.7%, 76.8% and 64.3%. From their data
Jorgenson and Vu conclude: ‘We allocate the growth of world output, as
measured in the World Bank’s International Comparison Program, between
input growth and productivity. We find… that input growth greatly
predominates. ‘(Jorgenson & Vu, 2009)
Turning to a more detailed breakdown, the greatest contribution to
GDP growth is from increase in capital inputs. Taking all economies in
Table 1, the mean percentage contribution of increases in capital to GDP
growth is 39.6% and the median contribution is 42.6% - which is above
the mean of 35.2% and median of 35.1% for the contribution of increase
in labour hours, which itself exceeds the mean contribution of TFP
growth of 25.1% and median contribution of 25.1%.
Taking the periods defined by Jorgenson and Vu, the contribution of
capital inputs to GDP growth is greater than either labour hours or TFP
in all periods - at 54.1%, 46.4% and 40.7%. Jorgenson and Vu conclude:
‘About 40-45% of world growth can be attributed to the accumulation and
deployment of capital and another 25-33% to the use of labour input…
productivity accounted for only 20-35% of growth.’ (Jorgenson & Vu,
2009)
Taking the data in Table 1, however, there is a clear contrast in the
pattern of growth between developed and developing economies. The
contribution of increases in capital inputs is significantly greater in
the developed economies than in the developing ones – i.e. developed
economies follow a ‘capital-intense’ path of development compared to
developing economies. Considering all economies in Table 1, the mean
contribution of capital inputs to GDP growth in developed economies is
52.9%, significantly above the 36.3% in developing economies. The median
contribution of capital inputs to growth in developed economies is
50.6% compared to 39.3% in developing economies.
Table 2
In contrast to developed economies
‘capital-intense’ path of growth, the contribution of labour inputs to
GDP growth is significantly higher in developing economies than in
developed ones – i.e. in contrast to developed economies, developing
economies have a ‘labour intense’ path of growth. The mean contribution
of inputs of labour hours to GDP growth is 38.3% in developing economies
compared to only 23.1% for developed economies, while the median
contribution of increase in labour hours to GDP growth is 40.6% in
developing economies compared to 23.8% for developed economies.
Summary of trends
Consolidating the above data, capital
inputs are the dominant contribution to GDP growth in developed
economies whereas the role of labour hours exceeds capital inputs in
developing economies even if improvements in labour quality are included
in TFP. The mean contributions to GDP growth in developed economies
are, in order of percentage contribution, capital 52.9%, TFP 24.0%, and
labour hours 23.1%, compared to, in developing economies, 38.3% labour
hours, 36.3% capital, and 25.4% TFP. The median contributions to GDP
growth in developed economies are capital 50.6%, TFP 26.0%, and labour
hours 23.8%, compared to 40.6% labour hours, 39.3% capital, and 25.0%
TFP in developing economies.
To see these trends visually, the
mean percentage contribution of capital, labour hours and TFP to GDP
growth for developed and developing countries is shown in Figure 1 and
the median contributions in Figure 2.
Figure 1
Figure 2
Periodisation of Jorgenson and Vu
Jorgenson and Vu in their papers do
not present a consolidated figure for all developed and all developing
economies but the same pattern as in Table 1 may be seen from the data
in Table 2:(1)
- In Jorgenson and Vu’s data, the
percentage contribution of capital inputs to GDP growth in the G7
economies is the highest for any group in all periods. In all three
periods capital investment contributed more than 50% of GDP growth in G7
economies. The capital-intensive path of development of G7 economies is
therefore evident.
- The contribution of capital to
GDP growth for the non-G7 developed economies is lower than for the G7
in all periods, but it is also higher than in the non-Asian developing
countries in all periods. The contribution of capital to GDP growth for
the non-G7 developed economies is higher than in the developing Asian
economies for two periods and lower in one. This overall pattern
confirms that, after the G7, the group of economies most dependent on
capital investment for GDP growth is the non-G7 developed economies -
although the gap with the East Asian developing economies is not great.
- The contribution of capital to GDP growth in the developing Asian
economies is higher than for all other groups of developing economies in
all periods – i.e. among developing economies the Asian economies most
resemble the developed economies in the high intensity of capital
investment in GDP growth.
- For the Latin American,
Sub-Saharan African, and North African and Middle Eastern developing
country groups, with only one exception, Sub-Saharan Africa in
2000-2006, the contribution of labour inputs to GDP growth exceeds the
contribution of capital inputs to GDP growth in all periods.
- Eastern Europe(2),
undergoing transition from Communism to capitalism, differs sharply
from all other groups in that growth has weak inputs of capital and
labour and relies primarily relied on TFP increases.
Therefore, although Jorgenson and Vu
do not present a consolidated figure for developed and developing
countries, the more capital-intensive character of economic growth in
the developed economies compared to most developing economies is clear
in their periodisation. Developing Asian economies constitute an
‘intermediate’ group between the majority of developing economies and
the developed economies. The percentage contribution of capital to GDP
growth in the periods and for the country groups defined in Jorgenson
and Vu is shown visually in Figure 3.
More detailed analysis by country group within the above overall trends will now be considered.
Figure 3
The G7
The ‘capital-intensive’ pattern of development of the G7 economies is clear.(3) Taking
the period 1995-2005 the G7 is the most capital-intensive in terms of
its pattern of growth of any economy group. The mean contribution of
capital inputs to GDP growth is 60.3% for the G7 compared to 39.6% for
all economies, and the median contribution of capital inputs to GDP
growth in the G7 is 50.9% compared to 42.6% for all economies - see
Table 3.
Taking the periodisations of
Jorgenson and Vu, shown in Table 2, the percentage contribution of
capital inputs to GDP growth in the G7 is 60.0%, 53.4% and 56.3% - the
highest of all groups for all periods.
The relative contribution of
increases in labour hours to GDP growth in the G7 economies is low – a
mean of 11.3% in the G7 economies compared to 35.2% in all economies and
a median of 15.9% in the G7 economies compared to 35.1% for all
economies. Taking the periodisation of Jorgenson and Vu the percentage
contribution of labour inputs to GDP growth in the G7 is below the
average for all economies in all periods.
The G7 economies therefore have a clear ‘capital intensive/low growth of labour inputs’ pattern of development.
Table 3
Non-G7 developed economies
The
pattern of development of the non-G7 developed economies also shows a
capital intensive path of development compared to developing economies.(4)
Taking the period 1995-2005, the mean contribution of capital inputs to
GDP growth is 49.5% for non-G7 developed economies compared to 36.3%
for developing economies - the median contribution is 50.3% compared to
39.3% for developing economies. Compared to the G7, the contribution of
capital inputs to GDP growth for non-G7 developed economies is either
slightly lower or the same as for G7 economies – the mean for G7
economies being 60.3% and that for non-G7 developing economies being
49.5%. The median for the G7 economies is 50.9% and the median for
non-G7 developed economies is 50.3%.
Taking the periodisation of Jorgenson
and Vu, the non-G7 developed economies have a higher percentage
contribution to GDP growth of capital inputs than all developing economy
groups in all periods with the one exception of the East Asian
developing economies in 2000-2005 – i.e. the more capital-intensive path
of economic development in the non-G7 developed economies compared to
developing economies is clear.
Given both G7 and the non-G7
developed economies have a more capital-intensive pattern of growth than
developing economies, the more capital intensive growth of developed
economies compared to developing economies is clear.
Table 4
East Asian and Asian developing economies
Jorgenson and Vu analyse the
developing Asian economies as a single group – see Table 2. It may be
preferable to divide them into an East Asian and a South Asian group –
although the distinction is not vital from the point of view of the
trends considered in this article. First the East Asian group will be
considered and then the developing Asian economies as a whole.
The pattern of growth of the East Asian developing economies in the period 1995-2005 is shown in Table 5.(5)
The East Asian group of developing economies are slightly less capital
intensive in their path of development than the G7 and non-G7 developed
economies – although the difference is not great. The mean percentage
contribution of capital to GDP growth is 60.3% in the G7, 49.5% in the
non-G7 Developed Economies and 47.2% in the East Asian Developing
Economies, while the median contribution is 50.9% in the G7, 50.3% in
the non-G7 Developed Economies and 48.4% in the East Asian economies.
Overall, however, the East Asian developing economies clearly show a
relatively similar capital-intensive path of GDP growth as the developed
economies.
Taking the periodisation of Jorgenson
and Vu, as shown in Table 2, and considering the developing Asian
economies as whole, then as already noted the developing Asian economies
have a lower percentage contribution to GDP growth of capital inputs
compared to the G7 for all periods and compared to the non-G7 developed
economies for two out of three periods. However, the developing Asian
economies have a higher percentage contribution of capital inputs to GDP
growth than all other groups of developing economies for all periods.
The intermediate situation of the Asian/East Asian developing economies,
in terms of capital-intensity of growth, between the developed
economies and the other developing economies is therefore clear.
The developing East Asian/developing
Asian economies are, however, not equidistant between the developed and
the developing economies in their pattern of growth. Their pattern of
growth, while not as capital-intensive as the developed economies is
nevertheless closer, in its capital-intensity, to the developed
economies than to the majority of developing economies.
Table 5
Other developing economies
Turning
to wider groups of developing economies, Table 6 shows the pattern of
GDP growth for the period 1995-2005 for developing economies excluding
East Asia, which have already been examined, and Eastern Europe – which
is analysed below. This covers 63 developing economies in South Asia,
(6) Latin America,(7) Sub-Saharan Africa(8) and the Middle East and North Africa(9).
This constitutes the majority of developing economies. The pattern of
growth of these developing economies, compared to the developed
economies and the developing East Asian/developing Asian economies, is
clear. Unlike the developed economies and East Asian developing
economies, GDP growth in these other groups of developing economies is
dominated by labour inputs.
Taking the period 1995-2005 the mean
contribution of inputs of labour hours for the 63 developing economies
is 50.1% - compared to 28.8% for the East Asian developing economies,
28.5% for the non-G7 developed economies, and 11.3% for the G7
economies. The median contribution of inputs of labour hours is 44.2%
compared to 26.9% for the East Asian developing economies, 24.5% for the
non-G7 developing economies and 15.9% for the G7 economies.
Taking the periodisation of Jorgenson
and Vu, as set out in Table 2, and taking their groupings of
Sub-Saharan African, Latin American, and North African and Middle
Eastern developing economies, the percentage contribution of inputs of
labour is the highest input to GDP growth in all groups in all the
periods up to 2006 except for Sub-Saharan Africa in 2000-2006.
The more labour-intensive path of growth of the majority of developing countries is clear.
Table 6
Eastern Europe and the former USSR
It
may be seen from Table 2 that the pattern of economic changes in
Eastern Europe in the period studied differed fundamentally from the
rest of the world economy.(10)
The East European economies suffered severe falls in production in the
early 1990s – this lasting until 1998 in the case of the former USSR.(11)
The percentage contribution to GDP growth of input of labour hours in
Eastern Europe and the former USSR was negative. The contribution of
increase in capital inputs to GDP growth was very weak by comparison to
the rest of the world economy. Taking the periodisation of Jorgenson and
Vu, as shown in Table 2, after being negative in 1989-95, TFP accounted
for 136.1% of GDP growth in Eastern Europe in the period 1995-2000, and
for 88.9% in the period 2000-2005 – i.e unlike the rest of the world
economy growth in Eastern Europe was overwhelmingly due to TFP
increases.
This unique situation in the East
European economies statistically raises the percentage contribution of
TFP to GDP growth for the total economies in Table 1 and Table 2.
However as Eastern Europe accounted for only 6.6% of the GDP of all
countries analysed in 1989-1995, and only 5.5% in 1995-2000 and
2000-2005, the combined size of these economies is too small to alter
substantively either the overall balance between inputs of capital and
labour and TFP, or the capital intensive pattern of GDP growth of the
developed economies.
The dependence of economic
development on TFP growth in Eastern Europe may be regarded as either a
unique one off event, due to the collapse of the former economic system
in Eastern Europe and the former USSR, therefore not giving general
lessons for economic growth, or treated as that in any period there will
be statistical outliers. A case can therefore be made for excluding
Eastern Europe and the former USSR from comparisons, on the grounds of
their undergoing a unique experience, which would lower the average
international contribution of TFP to GDP growth. However, in order to
avoid the suggestion of selective inclusion of data, the case considered
here is that of all economies including Eastern Europe.
Relevance to the path of development in classical economic theory
The finding that developed economies
follow a capital-intensive path of growth compared to most developing
economies, with the East Asian/Asian developing economies forming an
intermediate group between the developed economies and other developing
economies would be, of course, important in itself. It however would
also cast light on an important issue in economic theory.
In the classic founding work of modern economics, The Wealth of Nations,
Adam Smith analysed that the role of capital and intermediate inputs,
which he jointly termed ‘stock’, would increase as an economy developed.
Smith noted: ‘As the accumulation of stock must, in the nature of
things, be previous to the division of labour, so labour can be more and
more subdivided in proportion only as stock is previously more and more
accumulated… As the division of labour advances, therefore, in order to
give constant employment to an equal number of workmen, an equal stock
of provisions, and a greater stock of materials and tools than what
would have been necessary in a ruder state of things must be accumulated
beforehand.’(Smith, 1999, p. 372) Other economists, including Keynes,
arrived at the same conclusion of an increasing role of capital
investment in economic development via a somewhat different chain of
reasoning.(12) (For a wider discussion see Ross, 2009).
Smith, of course, had no systematic
econometric data of the modern type with which to verify his findings –
his conclusion was based on theoretical reasoning drawn from particular
observations. Jorgenson and his collaborators have, however, already
found that intermediate inputs, one element of Smith’s category of
‘stock’, grow more rapidly than capital, labour or TFP.(13)
The finding in the data of Jorgenson and Vu that the percentage
contribution of capital inputs to GDP growth is higher in developed than
in developing economies is therefore also in line with, and casts
important light on, Smith’s analysis and that of his successors.
Contrast of classical economic formulations with others
The pattern in the data calculated by
Jorgenson and Vu is in line with classical economics. It however does
not support other more recent theories regarding economic development.
These contrasting views of the pattern of economic development are:
- Classical economic theory, as
originally formulated by Adam Smith, foresaw a dynamic of transition
from labour-intensive growth to more capital-intensive growth during
economic development.
- Alternative theories, for example popularised by Krugman in regard
to the East Asian economies (Krugman, 1994), instead suggested that the
dynamic in economic development is one from growth dominated by factor
inputs of capital and labour to one dominated by TFP growth in the most
developed economies. (14)
The data presented by Jorgenson and
Vu provides substantial evidence for the analysis of classical economics
that economic development is accompanied by a transition from labour
intensive to capital intensive growth. It however provides no evidence
for the view that economic development leads to a greater role being
played by TFP rather than factor inputs. Taking the six comparisons in
the periodisation of Jorgenson and Vu (the two sets of developed
economies, the G7 and the non-G7, times the three periods 1989-1995,
1995-2000, 2000-2005) TFP growth makes a lower percentage contribution
to GDP growth in the developed economies than the average for all
economies in four periods and a higher contribution in only two.
Conclusion
Jorgenson and Vu, in analysing their data, have emphasised:
- that capital and labour inputs predominate over TFP in GDP growth,
- the increasing role of IT investment in GDP growth,
However, a further significant trend
is that their data shows a pattern whereby capital is the predominant
input to GDP growth in developed economies – i.e. as economies develop
they make a transition from labour-intensive to capital-intensive
growth. Such a finding is of considerable importance:
- It indicates that, given such a pattern, an economy and its policy
makers should anticipate growth becoming more capital intensive as an
economy moves towards developed economy status.
- East Asian developing economies form an ‘intermediate’ group between
the developed economies on the one side and the majority of developing
economies on the other – although in greater reliance on capital inputs
for growth than most developing economies they more resemble developed
economies.
- Most developing economies are more dependent on labour inputs
compared to capital inputs for GDP growth compared to developed
economies.
- Such a transition from labour-intensive growth to capital-intensive
growth as economies develop is in line with classic formulations of
economic theory flowing from Adam Smith.
- Jorgenson and Vu’s data provides clear evidence in line with the
classical economic view that as an economy develops its pattern of
growth becomes more capital intensive, but it provides no evidence
supporting views that as economies become more developed the role of
factor inputs in GDP growth declines relative to TFP.
- Such a transition from labour intensive to capital intensive growth
with economic development, while foreseen by classical economics, is not
theorised in a number of standard contemporary treatments of economic
growth – for a brief historical review see (Ross, 2009).(15)
The data produced by Jorgenson and
Vu, and the trends it reveals, is therefore of great importance both
from the practical point of view of view of study of economic growth and
policy making, and from the point of view of economic theory.
* * *
Since this analysis was carried out Jorgenson and Vu have extended
their data to 2008. (Jorgenson & Vu, 2010) The new data does not
alter the main trends analysed above. A detailed analysis from the angle
of approach in this article will be published here.