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The Impact of Model Choice on Estimates of Regional TFP

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  • Thomas Schatzer
  • Matthias Siller
  • Janette Walde
  • Gottfried Tappeiner

Abstract

A large range of different approaches to determine a region’s total factor productivity (TFP) is currently used in the literature. As there is no generally recognized method, it is an important issue whether different approaches produce comparable results or whether results depend heavily on the chosen method. By employing a data set of 220 European regions over the period from 1990 to 2007, the present work compares a set of TFP estimation approaches and examines whether regional TFP levels and TFP growth rates obtained from the various approaches differ considerably from each other. More specifically, the neoclassical accounting approach , the cross-section approach , the pooled panel approach , and the fixed-effects approach are investigated. Furthermore, this article proposes an extension of the fixed-effects approach that allows estimation of both regional TFP levels and region-specific, long-term TFP growth rates in a single estimation procedure. The results clearly demonstrate that the choice between the examined approaches has an essential impact on estimation results for both TFP levels and TFP growth rates. From the apparent differences between the obtained results, it is reasonable to expect that follow-up analyses based on TFP estimates, for example, studies investigating the determinants of regional TFP, are affected by the model choice to a considerable extent. Therefore, it is important to examine whether one model is superior to others or whether it is only up to the scholar to choose a model.

Suggested Citation

  • Thomas Schatzer & Matthias Siller & Janette Walde & Gottfried Tappeiner, 2019. "The Impact of Model Choice on Estimates of Regional TFP," International Regional Science Review, , vol. 42(1), pages 98-116, January.
  • Handle: RePEc:sae:inrsre:v:42:y:2019:i:1:p:98-116
    DOI: 10.1177/0160017618754311
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    1. Roberta Capello & Camilla Lenzi, 2015. "Knowledge, Innovation and Productivity Gains across European Regions," Regional Studies, Taylor & Francis Journals, vol. 49(11), pages 1788-1804, November.
    2. Johanna Vogel, 2015. "The two faces of R&D and human capital: Evidence from Western European regions," Papers in Regional Science, Wiley Blackwell, vol. 94(3), pages 525-551, August.
    3. Scott L. Baier & Gerald P. Dwyer & Robert Tamura, 2006. "How Important are Capital and Total Factor Productivity for Economic Growth?," Economic Inquiry, Western Economic Association International, vol. 44(1), pages 23-49, January.
    4. Moro, Alessio & Nuño, Galo, 2012. "Does total-factor productivity drive housing prices? A growth-accounting exercise for four countries," Economics Letters, Elsevier, vol. 115(2), pages 221-224.
    5. James P. LeSage & Manfred M. Fischer, 2012. "Estimates of the Impact of Static and Dynamic Knowledge Spillovers on Regional Factor Productivity," International Regional Science Review, , vol. 35(1), pages 103-127, January.
    6. Marrocu, Emanuela & Paci, Raffaele, 2011. "They arrive with new information. Tourism flows and production efficiency in the European regions," Tourism Management, Elsevier, vol. 32(4), pages 750-758.
    7. Joseph Byrne & Giorgio Fazio & Davide Piacentino, 2009. "Total Factor Productivity Convergence among Italian Regions: Some Evidence from Panel Unit Root Tests," Regional Studies, Taylor & Francis Journals, vol. 43(1), pages 63-76.
    8. J. Derbyshire & B. Gardiner & S. Waights, 2013. "Estimating the capital stock for the NUTS2 regions of the EU27," Applied Economics, Taylor & Francis Journals, vol. 45(9), pages 1133-1149, March.
    9. Quatraro, Francesco, 2010. "Knowledge coherence, variety and economic growth: Manufacturing evidence from Italian regions," Research Policy, Elsevier, vol. 39(10), pages 1289-1302, December.
    10. Hall, Robert E, 1988. "The Relation between Price and Marginal Cost in U.S. Industry," Journal of Political Economy, University of Chicago Press, vol. 96(5), pages 921-947, October.
    11. Emanuela Marrocu & Raffaele Paci & Stefano Usai, 2013. "Productivity Growth In The Old And New Europe: The Role Of Agglomeration Externalities," Journal of Regional Science, Wiley Blackwell, vol. 53(3), pages 418-442, August.
    12. Adriana Liberto & Stefano Usai, 2013. "TFP Convergence Across European Regions: A Comparative Spatial Dynamics Analysis," Advances in Spatial Science, in: Riccardo Crescenzi & Marco Percoco (ed.), Geography, Institutions and Regional Economic Performance, edition 127, pages 39-58, Springer.
    13. Emanuela Marrocu & Raffaele Paci, 2012. "Education or Creativity: What Matters Most for Economic Performance?," Economic Geography, Taylor & Francis Journals, vol. 88(4), pages 369-401, October.
    14. Barbara Dettori & Emanuela Marrocu & Raffaele Paci, 2012. "Total Factor Productivity, Intangible Assets and Spatial Dependence in the European Regions," Regional Studies, Taylor & Francis Journals, vol. 46(10), pages 1401-1416, November.
    15. 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, Oxford University Press, vol. 114(1), pages 83-116.
    16. Maria Gabriela Ladu, 2010. "Total Factor Productivity Estimates: Some Evidence from European Regions," WIFO Working Papers 380, WIFO.
    17. Rosa Bernardini Papalia & Silvia Bertarelli, 2010. "Evaluating Total Factor Productivity Differences by a Mapping Structure in Growth Models," International Regional Science Review, , vol. 33(1), pages 31-59, January.
    18. Cristiano Antonelli & Pier Paolo Patrucco & Francesco Quatraro, 2011. "Productivity Growth and Pecuniary Knowledge Externalities: An Empirical Analysis of Agglomeration Economies in European Regions," Economic Geography, Clark University, vol. 87(1), pages 23-50, January.
    19. Vincenzo Scoppa, 2007. "Quality of Human and Physical Capital and Technological Gaps across Italian Regions," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 585-599.
    20. Konstantinos A. Melachroinos & Nigel Spence, 2013. "Intangible Investment and Regional Productivity in Great Britain," Regional Studies, Taylor & Francis Journals, vol. 47(7), pages 1048-1064, July.
    21. Moses Abramovitz, 1956. "Resource and Output Trends in the United States since 1870," NBER Books, National Bureau of Economic Research, Inc, number abra56-1, March.
    22. Roeger, Werner, 1995. "Can Imperfect Competition Explain the Difference between Primal and Dual Productivity Measures? Estimates for U.S. Manufacturing," Journal of Political Economy, University of Chicago Press, vol. 103(2), pages 316-330, April.
    23. Massimo Del Gatto & Adriana Di Liberto & Carmelo Petraglia, 2011. "Measuring Productivity," Journal of Economic Surveys, Wiley Blackwell, vol. 25(5), pages 952-1008, December.
    24. Moses Abramovitz, 1956. "Resource and Output Trends in the United States since 1870," NBER Chapters, in: Resource and Output Trends in the United States since 1870, pages 1-23, National Bureau of Economic Research, Inc.
    25. Bernard, Andrew B & Jones, Charles I, 1996. "Comparing Apples to Oranges: Productivity Convergence and Measurement across Industries and Countries," American Economic Review, American Economic Association, vol. 86(5), pages 1216-1238, December.
    26. Riccardo Crescenzi & Marco Percoco (ed.), 2013. "Geography, Institutions and Regional Economic Performance," Advances in Spatial Science, Springer, edition 127, number 978-3-642-33395-8, Fall.
    27. Maria Ladu, 2012. "The relationship between total factor productivity growth and employment: some evidence from a sample of European Regions," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 39(4), pages 513-524, November.
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