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The empirical identification of heterogeneous technologies and technical change

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  • Johannes Sauer
  • Catherine J. Morrison Paul

Abstract

When different technologies are present in an industry, we assume that a homogeneous technology will lead to misleading implications about technical change and inefficient policy recommendations. In this article a latent class modelling approach and flexible estimation of the production structure is used to distinguish different technologies for a representative sample of EU dairy producers, as an industry exhibiting significant structural changes and differences in production systems in the past decades. The model uses a transformation function to recognize multiple outputs; separate technological classes based on multiple characteristics, a flexible generalized linear functional form, a variety of inputs and random effects to capture firm heterogeneity; and measures of first- and second-order elasticities to represent technical change and biases. We find that if multiple production frontiers are embodied in the data, different firms exhibit different output or input intensities and changes associated with different production systems that are veiled by overall (average) measures. In particular, we find that farms that are larger and more capital intensive experience greater productivity, technical progress and labour savings, and enjoy scale economies that have increased over time.

Suggested Citation

  • Johannes Sauer & Catherine J. Morrison Paul, 2013. "The empirical identification of heterogeneous technologies and technical change," Applied Economics, Taylor & Francis Journals, vol. 45(11), pages 1461-1479, April.
  • Handle: RePEc:taf:applec:45:y:2013:i:11:p:1461-1479 DOI: 10.1080/00036846.2011.617704
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    as
    1. Obstfeld, Maurice, 1994. "Risk-Taking, Global Diversification, and Growth," American Economic Review, American Economic Association, vol. 84(5), pages 1310-1329, December.
    2. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 1999. "The Quality of Government," Journal of Law, Economics, and Organization, Oxford University Press, vol. 15(1), pages 222-279, April.
    3. Doidge, Craig & Karolyi, G. Andrew & Stulz, Rene M., 2004. "Why are foreign firms listed in the U.S. worth more?," Journal of Financial Economics, Elsevier, vol. 71(2), pages 205-238, February.
    4. Sebnem Kalemli-Ozcan & Ariell Reshef & Bent E Sørensen & Oved Yosha, 2010. "Why Does Capital Flow to Rich States?," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 769-783, November.
    5. Portes, Richard & Rey, Helene, 2005. "The determinants of cross-border equity flows," Journal of International Economics, Elsevier, vol. 65(2), pages 269-296, March.
    6. Jonathan Heathcote & Fabrizio Perri, 2013. "The International Diversification Puzzle Is Not as Bad as You Think," Journal of Political Economy, University of Chicago Press, vol. 121(6), pages 1108-1159.
    7. Sebnem Kalemli-Ozcan & Bent E. Sørensen & Oved Yosha, 2003. "Risk Sharing and Industrial Specialization: Regional and International Evidence," American Economic Review, American Economic Association, pages 903-918.
    8. Martin, Philippe & Rey, Helene, 2004. "Financial super-markets: size matters for asset trade," Journal of International Economics, Elsevier, vol. 64(2), pages 335-361, December.
    9. Gordon, Roger H & Bovenberg, A Lans, 1996. "Why Is Capital So Immobile Internationally? Possible Explanations and Implications for Capital Income Taxation," American Economic Review, American Economic Association, vol. 86(5), pages 1057-1075, December.
    10. Karen K. Lewis, 1999. "Trying to Explain Home Bias in Equities and Consumption," Journal of Economic Literature, American Economic Association, vol. 37(2), pages 571-608, June.
    11. Baxter, Marianne & Crucini, Mario J, 1995. "Business Cycles and the Asset Structure of Foreign Trade," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 36(4), pages 821-854, November.
    12. Christopher D. Carroll & Jiri Slacalek & Martin Sommer, 2011. "International Evidence on Sticky Consumption Growth," The Review of Economics and Statistics, MIT Press, vol. 93(4), pages 1135-1145, November.
    13. Backus, David K & Kehoe, Patrick J & Kydland, Finn E, 1992. "International Real Business Cycles," Journal of Political Economy, University of Chicago Press, vol. 100(4), pages 745-775, August.
    14. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation," American Economic Review, American Economic Association, vol. 91(5), pages 1369-1401, December.
    15. Ayhan Kose & Kenneth Rogoff & Eswar S Prasad & Shang-Jin Wei, 2003. "Effects of Financial Globalization on Developing Countries; Some Empirical Evidence," IMF Occasional Papers 220, International Monetary Fund.
    16. Shang-Jin Wei, 2000. "Local Corruption and Global Capital Flows," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 31(2), pages 303-354.
    17. Christopher Gerry & Carmen Li, 2010. "Consumption smoothing and vulnerability in Russia," Applied Economics, Taylor & Francis Journals, vol. 42(16), pages 1995-2007.
    18. Edward L. Glaeser & Andrei Shleifer, 2002. "Legal Origins," The Quarterly Journal of Economics, Oxford University Press, vol. 117(4), pages 1193-1229.
    19. Heathcote, Jonathan & Perri, Fabrizio, 2004. "Financial globalization and real regionalization," Journal of Economic Theory, Elsevier, vol. 119(1), pages 207-243, November.
    20. Sorensen, Bent E. & Wu, Yi-Tsung & Yosha, Oved & Zhu, Yu, 2007. "Home bias and international risk sharing: Twin puzzles separated at birth," Journal of International Money and Finance, Elsevier, vol. 26(4), pages 587-605, June.
    21. Acemoglu, Daron & Zilibotti, Fabrizio, 1997. "Was Prometheus Unbound by Chance? Risk, Diversification, and Growth," Journal of Political Economy, University of Chicago Press, vol. 105(4), pages 709-751, August.
    22. repec:hrv:faseco:30728041 is not listed on IDEAS
    23. Martin Ravallion & Shubham Chaudhuri, 1997. "Risk and Insurance in Village India: Comment," Econometrica, Econometric Society, vol. 65(1), pages 171-184, January.
    24. Maurice Obstfeld & Kenneth S. Rogoff, 1996. "Foundations of International Macroeconomics," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262150476, January.
    25. Lucas, Robert E, Jr, 1990. "Why Doesn't Capital Flow from Rich to Poor Countries?," American Economic Review, American Economic Association, vol. 80(2), pages 92-96, May.
    26. Angus Deaton & Alan Heston, 2010. "Understanding PPPs and PPP-Based National Accounts," American Economic Journal: Macroeconomics, American Economic Association, pages 1-35.
    27. Becker, Sascha O. & Hoffmann, Mathias, 2006. "Intra- and international risk-sharing in the short run and the long run," European Economic Review, Elsevier, vol. 50(3), pages 777-806, April.
    28. Bent E. S�rensen & Oved Yosha, 1998. "International Risk Sharing and European Monetary Unification," Temi di discussione (Economic working papers) 327, Bank of Italy, Economic Research and International Relations Area.
    29. Balli, Faruk & Sorensen, Bent E., 2007. "Risk Sharing among OECD and EU Countries: The Role of Capital Gains, Capital Income, Transfers, and Saving," MPRA Paper 10223, University Library of Munich, Germany.
    30. La Porta, Rafael & Florencio Lopez-de-Silanes & Andrei Shleifer & Robert W. Vishny, 1997. " Legal Determinants of External Finance," Journal of Finance, American Finance Association, vol. 52(3), pages 1131-1150, July.
    31. Helpman, Elhanan & Razin, Assaf, 1979. "A Theory of International Trade Under Uncertainty," Elsevier Monographs, Elsevier, edition 1, number 9780123396501 edited by Shell, Karl.
    32. Jalan, Jyotsna & Ravallion, Martin, 1999. "Are the poor less well insured? Evidence on vulnerability to income risk in rural China," Journal of Development Economics, Elsevier, vol. 58(1), pages 61-81, February.
    33. Jean Imbs, 2004. "Trade, Finance, Specialization, and Synchronization," The Review of Economics and Statistics, MIT Press, vol. 86(3), pages 723-734, August.
    34. René M. Stulz, 2007. "The Limits of Financial Globalization," Journal of Applied Corporate Finance, Morgan Stanley, vol. 19(1), pages 8-15.
    35. Bekaert, Geert & Harvey, Campbell R. & Lumsdaine, Robin L., 2002. "Dating the integration of world equity markets," Journal of Financial Economics, Elsevier, vol. 65(2), pages 203-247, August.
    36. Stockman, Alan C & Tesar, Linda L, 1995. "Tastes and Technology in a Two-Country Model of the Business Cycle: Explaining International Comovements," American Economic Review, American Economic Association, vol. 85(1), pages 168-185, March.
    37. Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer & Robert W. Vishny, 1998. "Law and Finance," Journal of Political Economy, University of Chicago Press, vol. 106(6), pages 1113-1155, December.
    38. Yuliya Demyanyk & Charlotte Ostergaard & Bent E. Sørensen, 2007. "U.S. Banking Deregulation, Small Businesses, and Interstate Insurance of Personal Income," Journal of Finance, American Finance Association, vol. 62(6), pages 2763-2801, December.
    39. Rui Castro & Gian Luca Clementi & Glenn MacDonald, 2004. "Investor Protection, Optimal Incentives, and Economic Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 119(3), pages 1131-1175.
    40. David H. Romer & Jeffrey A. Frankel, 1999. "Does Trade Cause Growth?," American Economic Review, American Economic Association, vol. 89(3), pages 379-399, June.
    41. Fratzscher, Marcel & Imbs, Jean, 2009. "Risk sharing, finance, and institutions in international portfolios," Journal of Financial Economics, Elsevier, vol. 94(3), pages 428-447, December.
    42. Canova, Fabio & Ravn, Morten O, 1996. "International Consumption Risk Sharing," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 37(3), pages 573-601, August.
    43. Claessens, Stijn & Klingebiel, Daniela & Schmukler, Sergio L., 2006. "Stock market development and internationalization: Do economic fundamentals spur both similarly?," Journal of Empirical Finance, Elsevier, vol. 13(3), pages 316-350, June.
    44. Laura Alfaro & Sebnem Kalemli-Ozcan & Vadym Volosovych, 2008. "Why Doesn't Capital Flow from Rich to Poor Countries? An Empirical Investigation," The Review of Economics and Statistics, MIT Press, vol. 90(2), pages 347-368, May.
    45. Pierre-Olivier Gourinchas & Olivier Jeanne, 2006. "The Elusive Gains from International Financial Integration," Review of Economic Studies, Oxford University Press, vol. 73(3), pages 715-741.
    46. Markus Leibrecht & Johann Scharler, 2011. "Borrowing constraints and international risk sharing: evidence from asymmetric error-correction," Applied Economics, Taylor & Francis Journals, vol. 43(17), pages 2177-2184.
    47. Djankov, Simeon & La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei, 2008. "The law and economics of self-dealing," Journal of Financial Economics, Elsevier, vol. 88(3), pages 430-465, June.
    48. Sorensen, Bent E. & Yosha, Oved, 1998. "International risk sharing and European monetary unification," Journal of International Economics, Elsevier, vol. 45(2), pages 211-238, August.
    49. Carmen M. Reinhart & Kenneth S. Rogoff, 2004. "Serial Default and the "Paradox" of Rich-to-Poor Capital Flows," American Economic Review, American Economic Association, vol. 94(2), pages 53-58, May.
    50. Beck, Thorsten & Demirguc-Kunt, Asli & Levine, Ross, 1999. "A new database on financial development and structure," Policy Research Working Paper Series 2146, The World Bank.
    51. Schmukler, Sergio L. & Vesperoni, Esteban, 2006. "Financial globalization and debt maturity in emerging economies," Journal of Development Economics, Elsevier, vol. 79(1), pages 183-207, February.
    52. Gertler, Mark & Rogoff, Kenneth, 1990. "North-South lending and endogenous domestic capital market inefficiencies," Journal of Monetary Economics, Elsevier, vol. 26(2), pages 245-266, October.
    53. John Y. Campbell & N. Gregory Mankiw, 1989. "Consumption, Income and Interest Rates: Reinterpreting the Time Series Evidence," NBER Chapters,in: NBER Macroeconomics Annual 1989, Volume 4, pages 185-246 National Bureau of Economic Research, Inc.
    54. Asdrubali, Pierfederico & Kim, Soyoung, 2008. "On the empirics of international smoothing," Journal of Banking & Finance, Elsevier, vol. 32(3), pages 374-381, March.
    55. Eduardo Borensztein & Paolo Mauro, 2004. "The case for GDP-indexed bonds," Economic Policy, CEPR;CES;MSH, vol. 19(38), pages 165-216, April.
    56. French, Kenneth R & Poterba, James M, 1991. "Investor Diversification and International Equity Markets," American Economic Review, American Economic Association, vol. 81(2), pages 222-226, May.
    57. Lewis, Karen K, 1996. "What Can Explain the Apparent Lack of International Consumption Risk Sharing?," Journal of Political Economy, University of Chicago Press, vol. 104(2), pages 267-297, April.
    58. repec:fth:harver:1435 is not listed on IDEAS
    59. Maurice Obstfeld, 1993. "Are Industrial-Country Consumption Risks Globally Diversified?," NBER Working Papers 4308, National Bureau of Economic Research, Inc.
    60. repec:hrv:faseco:30747160 is not listed on IDEAS
    61. Wincoop, Eric van, 1994. "Welfare gains from international risksharing," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 175-200, October.
    62. Mario J. Crucini, 1999. "On International and National Dimensions of Risk Sharing," The Review of Economics and Statistics, MIT Press, vol. 81(1), pages 73-84, February.
    63. Kose, M. Ayhan & Prasad, Eswar S. & Terrones, Marco E., 2009. "Does financial globalization promote risk sharing?," Journal of Development Economics, Elsevier, vol. 89(2), pages 258-270, July.
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    Cited by:

    1. Alvarez, Antonio & del Corral, Julio & Tauer, Loren W., 2012. "Modeling Unobserved Heterogeneity in New York Dairy Farms: One-Stage versus Two-Stage Models," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 41(3), December.
    2. Mohamed Chaffai & Patrick Plane, 2017. "Firm Productivity, Technology and Export Status, What Can We Learn from Egyptian Industries?," Working Papers 1134, Economic Research Forum, revised 09 Jun 2017.
    3. Nehring, Richard & Sauer, Johannes & Gillespie, Jeffrey & Hallahan, Charlie, 2016. "United States and European Union Dairy Farms: Where Is the Competitive Edge?," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association (IFAMA), vol. 19(B).
    4. Alvarez, Antonio & del Corral, Julio & Tauer, Loren W., 2012. "Modeling Unobserved Heterogeneity in New York Dairy Farms: One-Stage versus Two-Stage Models," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 41(3), December.
    5. Lajos Barath & Heinrich Hockmann, 2016. "Technological differences, theoretically consistent frontiers and technical efficiency: a Random parameter application in the Hungarian crop producing farms," IEHAS Discussion Papers 1636, Institute of Economics, Centre for Economic and Regional Studies, Hungarian Academy of Sciences.
    6. Billé, AG & Salvioni, C. & Benedetti, R., 2015. "Spatial Heterogeneity In Production Functions Models," 150th Seminar, October 22-23, 2015, Edinburgh, Scotland 212662, European Association of Agricultural Economists.
    7. Benjamin, Emmanuel Olatunbosun & Sauer, Johannes, 2016. "Cost efficiency of smallholder payment for ecosystem services (PES) scheme in rural Kenya," 56th Annual Conference, Bonn, Germany, September 28-30, 2016 244865, German Association of Agricultural Economists (GEWISOLA).
    8. Fertő, Imre & Baráth, Lajos, 2013. "Heterogenitás és technikai hatékonyság - a magyar specializált szántóföldi növénytermesztő üzemek esete
      [Heterogeneity and technical efficiency - the case of Hungarys specialized arable crop produc
      ," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(6), pages 650-669.

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