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Issues in Measuring Knowledge:The Contribution of R&D and ICT to Growth
Jacques Mairesse* and Yusuf Kocoglu**
Advancing Knowledge and the Knowledge Economy
Conference at the National Academies, Washington, DC10-11 January 2005
* CREST-INSEE and NBER ** CEDERS, Université de la Méditerranée
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 2
• “Beyond indicators of knowledge activities and linkages, it is the measurement of the economic and social outcomes of these activities and linkages that is key to evidence-based policy making”, Fred Gault.
• “Growth performances has been the subject of increasing scrutiny over recent years, a problem that Europe has addressed very aggressively… [and] the US experience is looked in order to explain the EU-US differences in productivity performances”, Reinhilde Veugelers.
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 3
Outline• Part I: Setting the Stage
– A Few Numbers: R&D and ICT in France and the United States, in the Overall Economy and in the Business Economy
– A Few Words and Formulas: Growth Accounting, and the Contribution of R&D and ICT capital Services to Growth
• Part II: Defining Three Conceptual Variants
• Part III: Comparing R&D and ICT Contributions to Growth
• Part IV: In Guise of Conclusion
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 4
Investment in R&D and ICT in France, in the Overall Economy
• In 2000, R&D investment was slightly greater than ICT investment, respectively about 2.2% in proportion of GDP (31 billions euros) and 2.0% (28 billions euros).
• Until the beginning of 90s, R&D intensity was roughly twice larger than ICT intensity.
0,0%
0,5%
1,0%
1,5%
2,0%
2,5%
3,0%
1960 1970 1980 1990 2000
GERD ICT
• But after 1993, while ICT intensity strongly increased (from 1.2% up to 2.0%), R&D intensity decreased significantly (from 2.4% to 2.2%).
Scope: Overall Economy
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 5
R&D and ICT in France, in the Business Economy
• In 2000, R&D investment was significantly smaller than ICT investment, respectively about 1.8% in proportion of GVA (19 billions euros) and 2.2% (24 billions euros).
• Until the end of 90s, R&D intensity was larger than ICT intensity.
1,0%
1,5%
2,0%
2,5%
3,0%
1980 1990 2000
R&D ICT
Scope: Business Economy
• However since 1990, R&D intensity has leveled (at about 1.9%), while ICT intensity has strongly increased (from 1.5% to 2.3%)
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 6
R&D and ICT in the United States, in the Business Economy
• In 2000, R&D investment was much smaller than ICT investment, respectively about 2.4% in proportion of GVA (199 billions dollars) and 4.8% (402 billions dollars).
• Since the mid 90s, while ICT was very rapidly increasing (from 3.0% to 5.0%), R&D has been slowly but significantly increasing (from 2.0% to 2.5%)
1,0%
1,5%
2,0%
2,5%
3,0%
3,5%
4,0%
4,5%
5,0%
1980 1990 2000
R&D ICT
Scope: Business Economy
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 7
R&D in France and the United States,in the Business Economy
• In 2000, R&D was about 1.8% of GVA (19 billions euros) in France and about 2.4% (199 billions dollars) in the USA.
• Since the mid 90s, R&D intensity in France has been stagnating (at about 1.9%), while significantly increasing in the USA (from 2.0% to 2.5%).
1,0%
1,5%
2,0%
2,5%
3,0%
1980 1990 2000
France USA
Scope: Business Economy
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 8
ICT in France and the United States,in the Business Economy
• In 2000, ICT was about 2.2% of GVA (24 billions euros) in France and about 4.8% (402 billions dollars) in the USA.
• Since the mid 90s, ICT intensity in France has been rapidly increasing (from 1.4% to 2.3%), though much less so than in the USA (from 2.4% to 4.8%). 1,0%
1,5%
2,0%
2,5%
3,0%
3,5%
4,0%
4,5%
5,0%
1980 1990 2000
France USA
Scope: Business Economy
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 9
Y/Y = A/A+ i i Li /Li + j j Kj/Kj
where
- Y/Y is the annual rate of growth of output (GDP for overall economy, GVA for business economy,…),
- Li /Li and Kj/Kj are respectively the annual rates of labor of type i and capital of type j,
- A/A is the annual rate of growth of total factor productivity (TFP), computed as the “residual”,
- i = wiLi/pY is the share of labor services of type i,
- j = cjKj /pY is the share of capital services of type j.
Review on Growth Accounting (1)
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 10
Y/Y = A/A+ i i Li/Li + j j Kj/Kj
… and where
cj = (i + j - pj/pj)* pj is the user cost of capital of type j
with i being the net rate of return to capital,
j being the depreciation rate of capital of type j,
pj being the price of investment of type j, and pj/pj the corresponding annual price changes.
Review on Growth Accounting (2)
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 11
Thus the contributions of R&D and ICT capital services to growth are given by:
(i + j - pj/pj)* (pjKj/pY) * (Kj/Kj)
for j = R&D, TIC,
and depend on the relative user cost of capital, the capital-output ratio (in value), and the rate of growth of the stock of capital (in “volume”, i.e., adjusted for pure price changes,but taking into account quality changes).
Review on Growth Accounting (3)
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 12
• The relative user cost of capital (i + j - pj/pj) is simply the sum of i, the net rate of return to capital, of j , the depreciation rate of capital (of type j), and of pj/pj the rate of price change.
• The capital-output ratio (pjKj/pY) and the rate of growth of the stock of capital (Kj/Kj) are themselves indirectly function of the j’s and the pj/pj’s , and on the annual investment series pjIj(t) in value.
Review on Growth Accounting (4)
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 13
• This is because the stock of capital series Kj are themselves (most generally) estimated by the so-called “permanent inventory” method on the basis of the investment series Ij (in “volume”, i.e., adjusted for pure price changes but taking into account quality changes), on the basis of the recursive formula: Kj(t) = (1- j) Kj(t-1) + Ij(t-1)
Review on Growth Accounting (5)
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 14
• Usually, in growth accounting analyses, the rate of return to capital is equal to the long-term interest rate [or it is calculated as the internal rate of return ensuring the assumption of constant returns to scale over all factors of production- see for
example Jorgenson and Stiroh, 2000].
• In the case of R&D, it is appropriate to take into account the positive research spillovers, and thus to consider a social rate of return of R&D, higher than the private rate of return.
The Net Rate of Return to Capital “ i ”
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 15
• Usually, in the estimation of capital stocks and in growth accounting analyses, the depreciation rate of capital is taken constant (thus assuming a a geometrically declining depreciation schedule).
• In the case of R&D, it is appropriate to allow for the fact that the social returns are spread out on a longer period than the private returns, and thus to adopt a social rate of depreciation of R&D smaller than the private rate.
The Depreciation Rate of Capital “ ”
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 16
• Usually, in the National Accounts and in growth accounting analyses, investment prices are (or should be) adjusted for quality changes
• For ICT, this is the case to a large extent in the USA National Accounts, as concern hardware, a large part of software and a small one for telecommunication equipment (using in particular hedonic methods for quality adjustment). This is also the case to a lesser extent in the French national Accounts.
• For R&D, for lack of official price index, GDP price is often simply adopted. However, the issue of quality adjustment is also relevant for R&D.
The Investment Price Changes “ p/p ”
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 17
Rate of Price Change
(pj/pj)
Rate of Depreciation
(j)
Rate of Return
(i)
R&D- V1 GDP Private Private
R&D- V2 GDP Social Social
R&D- V3 GDP+ Quality effect Social Social
ICT- V1 GDP Private Private
ICT- V2 GDP+ “Full” Quality effect
Private Private
ICT- V3 GDP+ “Non-R&D” Quality effect
Private Private
Three Conceptual Illustrative Variants (1)
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 18
Price Change
(pj/pj) (relative to GDP
price)
Rate of Depreciation
(j)
Gross Rate of Return (i + j)
Net Rate of Return
(i)
R&D- V1 0 15% 25% 10%
R&D- V2 0 10% 50% 40%
R&D- V3 -3% 10% 50% 40%
ICT- V1 0 25% 35% 10%
ICT- V2 -10% 25% 35% 10%
ICT- V3 -5% 25% 35% 10%
Three Conceptual Illustrative Variants (2)
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 19
0%
2%
4%
6%
8%
10%19
80
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
V1 V2 V3
Scope: Business Economy
Growth Rate of R&D Capital in the United States (Kj/Kj)
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 20
0%1%2%3%4%5%6%7%8%9%
1980
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
V1 V2 V3
Scope: Business Economy
Share of R&D Capital Services in the United states [(i + j - pj/pj)* pjKj/pY]
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 21
0,00%
0,10%
0,20%
0,30%
0,40%
0,50%
0,60%
0,70%19
80
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
V1 V2 V3
Scope: Business Economy
Contribution to Growth of R&D Capital Services in the United States
[(i + j - pj/pj)* (pjKj/pY)]* (Kj/Kj)
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 22
R&D and ICT Contributions to Growthin the United-States – Both Variant V1
0,00%
0,20%
0,40%
0,60%
0,80%
1,00%
1,20%
1980
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
R&D V1 ICT V1
Scope: Business Economy
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 23
0,00%
0,20%
0,40%
0,60%
0,80%
1,00%
1,20%
1980
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
R&D V2 ICT V2
R&D-Variant V1 and ICT-Variant V2 Contributions to Growth in the United-States
Scope: Business Economy
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 24
0,00%
0,20%
0,40%
0,60%
0,80%
1,00%
1,20%
1980
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
R&D V3 ICT V3
R&D and ICT Contributions to Growthin the United-States – Both Variant V3 Scope: Business Economy
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 25
1980-1990
1990-1995
1995-2000
V1 0.08 0.10 0.05
V2 0.23 0.27 0.16
V3 0. 34 0.42 0.32
Contributions of R&D Capital to Growth in the United States and in France
1980-1990
1990-1995
1995-2000
V1 0.11 0.07 0.10
V2 0.29 0.23 0.28
V3 0.47 0.41 0.46
Scope: Business Economy
France United States
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 26
R&D and ICT Contributions to Growth: Comparison between France and the United States
United-States=1, Variant V3.
-
0,20
0,40
0,60
0,80
1,00
1,20
1,40
1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002
R&D ICT USA=1
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 27
Conclusions (1)
• The estimated contributions of R&D and ICT in the standard growth accounting framework both crucially depend on the estimated rate of price changes, and particularly on the size of quality adjustment, and the trade off between what part of it is imputed to R&D activities upstream, or downstream to production activities in ICT industries.
• The estimated contribution of R&D also crucially depends on taking research externalities into account, by using social rates of return and depreciation, not private rates.
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 28
Conclusions (2)
• Correctly computed, the estimated contribution of R&D is of a comparable order of magnitude than that of ICT, in the recent years since the mid 90s, in the United States and in France.
• The estimated contribution of R&D is not small relative to that of ICT, in the recent years, in the United States, contrary to the message that some (of the many) growth accounting studies tend to convey.
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 29
Conclusions (3)
• In the recent years, since the mid 90s, the contribution of R&D to growth, in the business economy (also the overall economy at large), has been stagnating in France, while increasing in the United States. The contribution of ICT to growth in France has been increasing very significantly in France as in the United States, but less rapidly
• The situation in France, relative to the situation in the United States, is more worrisome as concerns R&D investment than ICT investment, contrary to the implicit view of many policy makers.
J.Mairesse - Y.Kocoglu Washington,10-11 Janvier 2005 30
Conclusions (4)
• The new System of National Accounts (SNA), currently under discussion, should, at last, consider and treat R&D as an investment. Barbara Fraumeni, our Chair, has certainly mentioned this issue or will now mention it.
• …