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What determines productivity level in the long run? Evidence from Italians regions

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  • Raffaello Bronzini
  • Paolo Piselli

Abstract

In this paper we estimate the long-run relationship between total factor productivity, R&D capital stock and human capital in the Italian regions between 1980 and 2001. We exploit recent developments of panel cointegration techniques to estimate the cointegration relationship, allowing for endogeneity and heterogeneity of regional cointegration vectors. The evidence shows that there exists a long-run equilibrium among the variables and that human capital elasticity is larger than R&D elasticity. Conditioned on the long-run equilibrium, we set out an Error Correction Model of TFP growth. In this framework, we test for exogeneity of TFP determinants, by carrying out Granger-causality tests. Our findings show that human capital is exogenously generated out of the model, while TFP and R&D are simultaneously determined.

Suggested Citation

  • Raffaello Bronzini & Paolo Piselli, 2005. "What determines productivity level in the long run? Evidence from Italians regions," ERSA conference papers ersa05p267, European Regional Science Association.
    • Handle: RePEc:wiw:wiwrsa:ersa05p267
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    File URL: https://www-sre.wu.ac.at/ersa/ersaconfs/ersa05/papers/267.pdf
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    1. Bin Xu & Jianmao Wang, 1999. "Capital Goods Trade and R&D Spillovers in the OECD," Canadian Journal of Economics, Canadian Economics Association, vol. 32(5), pages 1258-1274, November.
    2. Zvi Griliches & Jacques Mairesse, 1995. "Production Functions: The Search for Identification," NBER Working Papers 5067, National Bureau of Economic Research, Inc.
    3. Park, Jungsoo, 2004. "International student flows and R&D spillovers," Economics Letters, Elsevier, vol. 82(3), pages 315-320, March.
    4. Federico Bonaglia & Eliana La Ferrara & Massimiliano Marcellino, 2000. "Public Capital and Economic Performance: Evidence from Italy," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 59(2), pages 221-244, September.
    5. Peter C. B. Phillips & Bruce E. Hansen, 1990. "Statistical Inference in Instrumental Variables Regression with I(1) Processes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 57(1), pages 99-125.
    6. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    7. Kremers, Jeroen J M & Ericsson, Neil R & Dolado, Juan J, 1992. "The Power of Cointegration Tests," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 54(3), pages 325-348, August.
    8. Alicia H. Munnell, 1990. "Why has productivity growth declined? Productivity and public investment," New England Economic Review, Federal Reserve Bank of Boston, issue Jan, pages 3-22.
    9. L. Picci, 1995. "Il 'Capitale mancante' nel Mezzogiorno italiano," Working Papers 212, Dipartimento Scienze Economiche, Universita' di Bologna.
    10. Robert J. Barro & Paul Romer, 1993. "Economic Growth (1992)," NBER Books, National Bureau of Economic Research, Inc, number barr93-1.
    11. Lucio Picci, 1999. "Productivity and Infrastructure in the Italian Regions," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 58(3-4), pages 329-353, December.
    12. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    13. John G. Fernald, 1999. "Roads to Prosperity? Assessing the Link between Public Capital and Productivity," American Economic Review, American Economic Association, vol. 89(3), pages 619-638, June.
    14. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    15. Jiann-Chyuan Wang & Kuen-Hung Tsai, 2003. "Productivity Growth and R&D Expenditure in Taiwan's Manufacturing Firms," NBER Working Papers 9724, National Bureau of Economic Research, Inc.
    16. Bottazzi, Laura & Peri, Giovanni, 2004. "The Dynamics of R&D and Innovation in the Short-Run and in the Long-Run," CEPR Discussion Papers 4479, C.E.P.R. Discussion Papers.
    17. Peter Pedroni, 2000. "Fully Modified OLS for Heterogeneous Cointegrated Panels," Department of Economics Working Papers 2000-03, Department of Economics, Williams College.
    18. Granger, C. W. J., 1988. "Some recent development in a concept of causality," Journal of Econometrics, Elsevier, vol. 39(1-2), pages 199-211.
    19. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    20. Karlsson, Sune & Lothgren, Mickael, 2000. "On the power and interpretation of panel unit root tests," Economics Letters, Elsevier, vol. 66(3), pages 249-255, March.
    21. Griliches, Zvi, 1988. "Productivity Puzzles and R&D: Another Nonexplanation," Journal of Economic Perspectives, American Economic Association, vol. 2(4), pages 9-21, Fall.
    22. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    23. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    24. Holtz-Eakin, Douglas, 1994. "Public-Sector Capital and the Productivity Puzzle," The Review of Economics and Statistics, MIT Press, vol. 76(1), pages 12-21, February.
    25. Coe, David T & Helpman, Elhanan & Hoffmaister, Alexander W, 1997. "North-South R&D Spillovers," Economic Journal, Royal Economic Society, vol. 107(440), pages 134-149, January.
    26. Ms. Jenny E Ligthart, 2000. "Public Capital and Output Growth in Portugal: An Empirical Analysis," IMF Working Papers 2000/011, International Monetary Fund.
    27. Peter C. B. Phillips & Hyungsik R. Moon, 1999. "Linear Regression Limit Theory for Nonstationary Panel Data," Econometrica, Econometric Society, vol. 67(5), pages 1057-1112, September.
    28. Engelbrecht, Hans-Jurgen, 1997. "International R&D spillovers, human capital and productivity in OECD economies: An empirical investigation," European Economic Review, Elsevier, vol. 41(8), pages 1479-1488, August.
    29. Alicia H. Munnell, 1992. "Policy Watch: Infrastructure Investment and Economic Growth," Journal of Economic Perspectives, American Economic Association, vol. 6(4), pages 189-198, Fall.
    30. Michele Costa & Stefano Iezzi, 2004. "Technology spillover and regional convergence process: a statistical analysis of the Italian case," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 13(3), pages 375-398, December.
    31. Garcia-Mila, Teresa & McGuire, Therese J & Porter, Robert H, 1996. "The Effect of Public Capital in State-Level Production Functions Reconsidered," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 177-180, February.
    32. Hans-Jurgen Engelbrecht, 2002. "Human capital and international knowledge spillovers in TFP growth of a sample of developing countries: an exploration of alternative approaches," Applied Economics, Taylor & Francis Journals, vol. 34(7), pages 831-841.
    33. Jonathan Temple, 1999. "The New Growth Evidence," Journal of Economic Literature, American Economic Association, vol. 37(1), pages 112-156, March.
    34. Peter Pedroni, 2001. "Purchasing Power Parity Tests In Cointegrated Panels," The Review of Economics and Statistics, MIT Press, vol. 83(4), pages 727-731, November.
    35. Valerio Crispolti & Daniela Marconi, 2005. "Technology transfer and economic growth in developing countries: an econometric analysis," Temi di discussione (Economic working papers) 564, Bank of Italy, Economic Research and International Relations Area.
    36. Dirk Frantzen, 2000. "R&D, Human Capital and International Technology Spillovers: A Cross‐country Analysis," Scandinavian Journal of Economics, Wiley Blackwell, vol. 102(1), pages 57-75, March.
    37. repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
    38. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
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