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Heterogeneous technology and panel data: The case of the agricultural production function

  • Mundlak, Yair
  • Butzer, Rita
  • Larson, Donald F.

Economic growth involves reallocating resources from traditional to new techniques of production, creating new relationships between particular resources and productivity. The paper analyzes the implications of this process on the estimation of agricultural production functions using a panel of countries. The data includes a measure of capital in agriculture absent from most studies. We employ a heterogeneous technology framework where implemented technology is chosen jointly with inputs to interpret information obtained in the empirical analysis of panel data. In this framework, estimates depend upon the economic environment, which is represented by state variables. It turns out that the old problem of identifying the production function cannot be resolved through the use of instrumental variables, but can be resolved using the allocation error. The paper discusses the scope for replacing country and time effects by observed state variables. The empirical results differ from those reported in the literature for cross-country studies, largely in augmenting the elasticities of capital and land and reducing those of fertilizer and labor. The evaluation of the marginal value productivity accounts for the flow of capital and fertilizer to agriculture and the flow of labor to other sectors, thereby contributing to overall economic growth.

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Article provided by Elsevier in its journal Journal of Development Economics.

Volume (Year): 99 (2012)
Issue (Month): 1 ()
Pages: 139-149

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Handle: RePEc:eee:deveco:v:99:y:2012:i:1:p:139-149
Contact details of provider: Web page: http://www.elsevier.com/locate/devec

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  1. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-97, November.
  2. Mundlak, Yair & Larson, Don & Butzer, Ritz, 1997. "The determinants of agricultural production : a cross-country analysis," Policy Research Working Paper Series 1827, The World Bank.
  3. Fan Hu & John M. Antle, 1993. "Agricultural Policy and Productivity: International Evidence," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 15(3), pages 495-505.
  4. Hausman, Jerry A & Taylor, William E, 1981. "Panel Data and Unobservable Individual Effects," Econometrica, Econometric Society, vol. 49(6), pages 1377-98, November.
  5. Evenson, Robert E & Kislev, Yoav, 1975. " Investment in Agricultural Research and Extension: A Survey of International Data," Economic Development and Cultural Change, University of Chicago Press, vol. 23(3), pages 507-21, April.
  6. Yair Mundlak & Donald F. Larson & Rita Butzer, 1999. "Rethinking Within and Between Regressions: The Case of Agricultural Production Functions," Annals of Economics and Statistics, GENES, issue 55-56, pages 475-501.
  7. Lilyan E. Fulginiti & Richard K. Perrin, 1992. "Prices and Productivity in Agriculture," Food and Agricultural Policy Research Institute (FAPRI) Publications 93-gatt2, Food and Agricultural Policy Research Institute (FAPRI) at Iowa State University.
  8. Binswanger, Hans & Yang, Maw-Cheng & Bowers, Alan & Mundlak, Yair, 1987. "On the determinants of cross-country aggregate agricultural supply," Journal of Econometrics, Elsevier, vol. 36(1-2), pages 111-131.
  9. Barro, Robert J & Lee, Jong-Wha, 2001. "International Data on Educational Attainment: Updates and Implications," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 541-63, July.
  10. Yair Mundlak & René Hellinghausen, 1982. "The Intercountry Agricultural Production Function: Another View," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 64(4), pages 664-672.
  11. Durlauf,S.N. & Johnson,P.A. & Temple,J.R.W., 2004. "Growth econometrics," Working papers 18, Wisconsin Madison - Social Systems.
    • Durlauf, Steven N. & Johnson, Paul A. & Temple, Jonathan R.W., 2005. "Growth Econometrics," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 8, pages 555-677 Elsevier.
  12. Mundlak, Yair, 2001. "Production and supply," Handbook of Agricultural Economics, in: B. L. Gardner & G. C. Rausser (ed.), Handbook of Agricultural Economics, edition 1, volume 1, chapter 1, pages 3-85 Elsevier.
  13. Yair Mundlak, 1961. "Empirical Production Function Free of Management Bias," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 43(1), pages 44-56.
  14. V. Eldon Ball & Jean-Pierre Butault & Carlos San Juan Mesonada, 2004. "Measuring Real Capital Input in OECD Agriculture," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 52(3), pages 351-370, November.
  15. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," Review of Economic Studies, Oxford University Press, vol. 70(2), pages 317-341.
  16. Barbara J. Craig & Philip G. Pardey & Johannes Roseboom, 1997. "International Productivity Patterns: Accounting for Input Quality, Infrastructure, and Research," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(4), pages 1064-1076.
  17. Larson, Donald & Butzer, Rita & Mundlak, Yair & Crego, Al, 1999. "A Cross-Country Database for Sector Investment and Capital," Working Papers 232817, Hebrew University of Jerusalem, Center for Agricultural Economic Research.
  18. Ackerberg, Daniel & Lanier Benkard, C. & Berry, Steven & Pakes, Ariel, 2007. "Econometric Tools for Analyzing Market Outcomes," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 63 Elsevier.
  19. Antle, John M, 1983. "Infrastructure and Aggregate Agricultural Productivity: International Evidence," Economic Development and Cultural Change, University of Chicago Press, vol. 31(3), pages 609-19, April.
  20. Mundlak, Yair, 1993. "On the Empirical Aspects of Economic Growth Theory," American Economic Review, American Economic Association, vol. 83(2), pages 415-20, May.
  21. Yair Mundlak & Donald Larson & Rita Butzer, 2004. "Agricultural dynamics in Thailand, Indonesia and the Philippines," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 48(1), pages 95-126, 03.
  22. repec:adr:anecst:y:1999:i:55-56:p:19 is not listed on IDEAS
  23. Lau, Lawrence J. & Yotopoulos, Pan A., 1989. "The meta-production function approach to technological change in world agriculture," Journal of Development Economics, Elsevier, vol. 31(2), pages 241-269, October.
  24. repec:adr:anecst:y:1999:i:55-56 is not listed on IDEAS
  25. Mundlak, Yair, 1996. "Production Function Estimation: Reviving the Primal," Econometrica, Econometric Society, vol. 64(2), pages 431-38, March.
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