Date: 27 Mar 2007
Growth and human capital: good data, good results
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We present a new data set for years of schooling across countries for the 1960–2000 period. The series are constructed from the OECD database on educational attainment and from surveys published by UNESCO. Two features that improve the quality of our data with respect to other series, particularly for series in first-differences, are the use of surveys based on uniform classification systems of education over time, and an intensified use of information by age groups. As a result of the improvement in quality, these new series can be used as a direct substitute for Barro and Lee’s (2001; Oxford Economic Papers, 3, 541–563) data in empirical research. In standard cross-country growth regressions we find that our series yield significant coefficients for schooling. In panel data estimates our series are also significant even when the regressions account for the accumulation of physical capital. Moreover, the estimated macro return is consistent with those reported in labour studies. These results differ from the typical findings of the earlier literature and are a consequence of the reduction in measurement error in the series.
Acemoglu A., Angrist J. (2001). How large are human-capital externalities? Evidence from compulsory schooling laws. NBER Macroeconomics Annual, 2000: 9–59
Azariadis C., Drazen A. (1990). Threshold externalities in economic development. Quarterly Journal of Economics, 105(2): 501–526CrossRef
Barro R., Lee J.-W. (1993). International comparisons of educational attainment. Journal of Monetary Economics, 32(3): 363–394CrossRef
Barro R., Lee J.-W. (2001). International data on educational attainment: Updates and implications. Oxford Economic Papers, 3: 541–563CrossRef
Barro R., Sala-i-Martin X. (1995). Economic growth. New York NY, McGraw-Hill
Benhabib J., Spiegel M.M. (1994). The role of human capital in economic development: Evidence from aggregate cross-country data. Journal of Monetary Economics, 34(2): 143–173CrossRef
Bils M., Klenow P. (2000). Does schooling cause growth? American Economic Review, 5(90): 1160–1183
Bloom, D., & Canning, D. (2000). Health, human capital and economic growth, commission on macroeconomics and health. mimeo.
Blundell R., Bond S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87: 115–143CrossRef
Ciccone A., Hall D. (1996). Productivity and the density of economic activity. The American Economic Review, 86(1): 54–70
Ciccone, A., & Peri, G. (2005). Identifying human capital externalities: Theory and applications. Forthcoming in the Review of Economic Studies.
Cohen D., (1996). Tests of the convergence hypothesis: Some further results. Journal of Economic Growth, 1(3): 351–361CrossRef
De la Fuente, A., & Domenech, R. (2002). Educational attainment in the OECD, 1960–1995. CEPR DP 3390.
De la Fuente, A., & Domenech, R. (2006). Human capital in growth regression: How much difference does quality data make? Journal of the European Economic Association, 4(1), 1–36. An earlier version was published in CEPR DP 2466 (2000).
Easterly W., Levine R. (2001). It’s not factor accumulation: Stylized facts and growth models. The World Bank Economic Review 15(2): 177–219CrossRef
Hall R., Jones C. (1999). Why do some countries produce so much more output per worker than others?. The Quarterly Journal of Economics, 114(1): 83–116CrossRef
Heckman, J., & Klenow, P. (1997). Human capital policy. mimeo, University of Chicago.
Hendry D., Krolzig H. (2004). We ran one regression. Oxford bulletin of Economics and Statistics, 66(5): 799–810CrossRef
Hoover K., Perez S. (2004). Truth and robustness in cross-country growth regressions. Oxford bulletin of Economics and Statistics, 66(5): 765–798CrossRef
Islam N. (1995). Growth empirics: A panel data approach. The Quarterly Journal of Economics, 110(4): 1127–1170CrossRef
Klenow, P., & Rodriguez-Clare, A. (1997). The neo-classical revival in growth economics: Has it gone too far?. NBER Macroeconomics Annual.
Krueger A., Lindahl M. (2001). Education for growth: Why and for whom?. Journal of Economic Literature, 39(4): 1101–1136
Levine R., Renelt D. (1992). A sensitivity analysis of cross-country growth regressions. American Economic Review, 82(4): 942–963
Lleras-Muney A. (2005). The relationship between education and adult mortality in the United States. Review of Economic Studies, 72: 189–221CrossRef
Mankiw G., Romer D., Weil D. (1992). A contribution to the empirics of economic growth. Quarterly Journal of Economics, 107(2): 402–437CrossRef
Mincer, J. (1974). Schooling, experience and earnings. Columbia University Press.
Mitchell B.R. (1993). International historical statistics: Africa, Asia and Oceania 1750–1988. New York NY, M Stockton Press
Mitchell B.R. (1998a). International historical statistics: Europe 1750–1993. New York, NY, M Stockton Press
Mitchell B.R. (1998b). International historical statistics: The Americas 1750–1993. New York, NY, M Stockton Press
Nehru V., Swanson E., Dubey A. (1995). A new database on human capital stocks in developing and industrial countries: Sources methodology and results. Journal of Development Economics, 46(2): 379–401CrossRef
OECD. (2000). Investing in education: Analysis of the 1999 World education indicators. Paris.
OECD. (2003). Financing education – Investment and returns: Analysis of the World Education Indicators. Paris.
OECD. (various issues). Education at a glance: OECD indicators. Paris.
Pritchett L. (2001). Where has all the education gone?. World Bank Economic Review, 15(3): 367–391CrossRef
Psacharopoulos G. (1994). Returns to investment in education: A global update. World Development, 22(9): 1325–1343CrossRef
Psacharopoulos, G., & Patrinos, H. (2002). Returns to investment in education: A further update. The World Bank Policy Research Working Paper Series 2881.
Sala-i-Martin X. (1992). I just ran two million regressions. American Economic Review, 87(2): 178–183
Sala-i-Martin X., Doppelhofer G., Miller R. (2004). Determinants of long-term growth: A Bayesian averaging of classical estimates (BACE) approach. American Economic Review, 94(4): 813–835CrossRef
Soto, M. (2002). Rediscovering education in growth regressions. OECD Development Centre Technical Paper 202.
Summers R., Heston A. (1991). The Penn World table (Mark 5): An expanded set of international comparisons, 1950–1988. The Quarterly Journal of Economics, 106(2): 327–368CrossRef
Temple J. (1998). Robustness tests of the augmented Solow model. Journal of Applied Econometrics, 13: 361–375CrossRef
Temple J. (1999). A positive effect of human capital on growth. Economic Letters, 65: 131–134CrossRef
Temple J. (2001). Generalizations that aren’t? Evidence on education and growth. European Economic Review, 45(4–6): 905–918CrossRef
Topel R. (1999). Labor markets and economic growth. In: Ashenfelter O., Card D. (eds) Handbook of labor economics,(Vol 3). Amsterdam, Elsevier Science, pp 2943–2984
UNESCO. (1977). Statistics of educational attainment and illiteracy: 1945–1974. Paris.
UNESCO. (1983). Statistics of educational attainment and illiteracy: 1970–1980. Paris.
UNESCO. (various issues). Statistical Yearbook. Paris.
- Growth and human capital: good data, good results
Journal of Economic Growth
Volume 12, Issue 1 , pp 51-76
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- Kluwer Academic Publishers-Plenum Publishers
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- Human capital
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