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Identifying factor productivity from micro-data: the case of EU agriculture

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  • Petrick, Martin
  • Kloss, Mathias

Abstract

We examine the plausibility of four established and innovative identification strategies for agricultural production functions using farm-level panel datasets from five EU countries. Newly suggested proxy and dynamic panel approaches provide attractive conceptual improvements over received Within and duality models. Even so, empirical implementation of such advancements does not always live up to expectations. This is particularly true for the dynamic panel estimator, which mostly failed to identify reasonable elasticities for the (quasi-) fixed factors. Less demanding proxy approaches represent an interesting alternative for agricultural applications. In our EU sample, high production elasticities for materials prevail. Hence, improving the availability of working capital is the most promising way to increase agricultural productivity.

Suggested Citation

  • Petrick, Martin & Kloss, Mathias, 2018. "Identifying factor productivity from micro-data: the case of EU agriculture," IAMO Discussion Papers 271870, Institute of Agricultural Development in Transition Economies (IAMO).
  • Handle: RePEc:ags:iamodp:271870
    DOI: 10.22004/ag.econ.271870
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    1. Van Biesebroeck, Johannes, 2008. "The Sensitivity of Productivity Estimates," Journal of Business & Economic Statistics, American Statistical Association, vol. 26, pages 311-328.
    2. Silke Huettel & Anne Margarian, 2009. "Structural change in the West German agricultural sector," Agricultural Economics, International Association of Agricultural Economists, vol. 40(s1), pages 759-772, November.
    3. Tocco, Barbara & Davidova, Sophia & Bailey, Alastair Creation-Date: 2012-02, "undated". "Key Issues in Agricultural Labour Markets: A Review of Major Studies and Project Reports on Agriculture and Rural Labour Markets," Factor Markets Working Papers 126, Centre for European Policy Studies.
    4. Petrick, Martin & Kloss, Mathias, 2012. "Drivers of agricultural capital productivity in selected EU member states," Factor Markets Working Papers 137, Centre for European Policy Studies.
    5. Shumway, C. Richard, 1995. "Recent Duality Contributions In Production Economics," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 20(1), pages 1-17, July.
    6. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    7. B. L. Gardner & G. C. Rausser (ed.), 2001. "Handbook of Agricultural Economics," Handbook of Agricultural Economics, Elsevier, edition 1, volume 1, number 2.
    8. Petrick, Martin & Kloss, Mathias, 2013. "Identifying Factor Productivity from Micro-data: The case of EU agriculture," Working papers 144004, Factor Markets, Centre for European Policy Studies.
    9. Bonnieux, Francois, 1989. "Estimating Regional-Level Input Demand for French Agriculture Using a Translog Production Function," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 16(2), pages 229-241.
    10. Thomas Glauben & Martin Petrick & Hendrik Tietje & Christoph Weiss, 2009. "Probability and timing of succession or closure in family firms: a switching regression analysis of farm households in Germany," Applied Economics, Taylor & Francis Journals, vol. 41(1), pages 45-54.
    11. Mundlak, Yair & Butzer, Rita & Larson, Donald F., 2012. "Heterogeneous technology and panel data: The case of the agricultural production function," Journal of Development Economics, Elsevier, vol. 99(1), pages 139-149.
    12. Martin Petrick, 2005. "Empirical measurement of credit rationing in agriculture: a methodological survey," Agricultural Economics, International Association of Agricultural Economists, vol. 33(2), pages 191-203, September.
    13. Catherine Benjamin & Euan Phimister, 2002. "Does Capital Market Structure Affect Farm Investment? A Comparison using French and British Farm-Level Panel Data," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 84(4), pages 1115-1129.
    14. Stephen Bond & Måns Söderbom, 2005. "Adjustment Costs and the Identification of Cobb Douglas Production Functions," Economics Papers 2005-W04, Economics Group, Nuffield College, University of Oxford.
    15. Kleibergen, Frank & Paap, Richard, 2006. "Generalized reduced rank tests using the singular value decomposition," Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
    16. Martin van Ittersum & Ada Wossink, 2006. "Integrating Agronomic Principles into Production Function Specification: A Dichotomy of Growth Inputs and Facilitating Inputs," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 88(1), pages 203-214.
    17. Amit Gandhi & Salvador Navarro & David Rivers, 2011. "On the Identification of Production Functions: How Heterogeneous is Productivity?," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20119, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    18. 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.
    19. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    20. Amil Petrin & James Levinsohn, 2012. "Measuring aggregate productivity growth using plant-level data," RAND Journal of Economics, RAND Corporation, vol. 43(4), pages 705-725, December.
    21. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    22. Laure Latruffe & Boris E. Bravo-Ureta & Alain Carpentier & Yann Desjeux & Víctor H. Moreira, 2017. "Subsidies and Technical Efficiency in Agriculture: Evidence from European Dairy Farms," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 99(3), pages 783-799.
    23. Pinar Geylani & Spiro Stefanou, 2013. "Linking investment spikes and productivity growth," Empirical Economics, Springer, vol. 45(1), pages 157-178, August.
    24. Kazukauskas, Andrius & Newman, Carol F. & Thorne, Fiona S., 2010. "Analysing the Effect of Decoupling on Agricultural Production: Evidence from Irish Dairy Farms using the Olley and Pakes Approach," Journal of International Agricultural Trade and Development, Journal of International Agricultural Trade and Development, vol. 59(3).
    25. Marian Rizov & Jan Pokrivcak & Pavel Ciaian, 2013. "CAP Subsidies and Productivity of the EU Farms," Journal of Agricultural Economics, Wiley Blackwell, vol. 64(3), pages 537-557, September.
    26. Ciaian, Pavel, & Kancs, d’Artis & Swinnen, Jo & Van Herck, Kristine & Vranken, Liesbet, 2012. "Institutional Factors Affecting Agricultural Land Markets," Factor Markets Working Papers 118, Centre for European Policy Studies.
    27. Johannes Van Biesebroeck, 2007. "Robustness Of Productivity Estimates," Journal of Industrial Economics, Wiley Blackwell, vol. 55(3), pages 529-569, September.
    28. Thijssen, Geert, 1994. "Supply Response and Dynamic Factor Demand of Dutch Dairy Farms," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 21(2), pages 241-258.
    29. Chambers,Robert G., 1988. "Applied Production Analysis," Cambridge Books, Cambridge University Press, number 9780521314275.
    30. Berndt, Ernst R. & Christensen, Laurits R., 1973. "The translog function and the substitution of equipment, structures, and labor in U.S. manufacturing 1929-68," Journal of Econometrics, Elsevier, vol. 1(1), pages 81-113, March.
    31. Martin Petrick & Laure Latruffe, 2006. "Contractual Relations in Agricultural Credit Markets: A Hedonic Pricing Approach with Application to Poland," Journal of Agricultural Economics, Wiley Blackwell, vol. 57(1), pages 49-63, March.
    32. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2007. "Enhanced routines for instrumental variables/generalized method of moments estimation and testing," Stata Journal, StataCorp LP, vol. 7(4), pages 465-506, December.
    33. Kloss, Mathias, 2017. "Factor productivity in EU agriculture: A microeconometric perspective," Studies on the Agricultural and Food Sector in Transition Economies, Leibniz Institute of Agricultural Development in Transition Economies (IAMO), volume 89, number 89.
    34. Chamberlain, Gary, 1982. "Multivariate regression models for panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 5-46, January.
    35. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    36. Kazukauskas, Andrius & Newman, Carol F. & Thorne, Fiona S., 2010. "Analysing the Effect of Decoupling on Agricultural Production: Evidence from Irish Dairy Farms using the Olley and Pakes Approach," German Journal of Agricultural Economics, Humboldt-Universitaet zu Berlin, Department for Agricultural Economics, vol. 59(03), pages 1-14, September.
    37. Kasahara, Hiroyuki & Rodrigue, Joel, 2008. "Does the use of imported intermediates increase productivity? Plant-level evidence," Journal of Development Economics, Elsevier, vol. 87(1), pages 106-118, August.
    38. B. L. Gardner & G. C. Rausser (ed.), 2001. "Handbook of Agricultural Economics," Handbook of Agricultural Economics, Elsevier, edition 1, volume 1, number 1.
    39. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    40. Thomas Hempell, 2005. "What’s spurious, what’s real? Measuring the productivity impacts of ICT at the firm-level," Empirical Economics, Springer, vol. 30(2), pages 427-464, September.
    41. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    42. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    43. Amsler, Christine & Prokhorov, Artem & Schmidt, Peter, 2016. "Endogeneity in stochastic frontier models," Journal of Econometrics, Elsevier, vol. 190(2), pages 280-288.
    44. 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.
    45. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    46. Laure Latruffe & Boris E. Bravo-Ureta & Alain Carpentier & Yann Desjeux & Víctor H. Moreira, 2017. "Subsidies and Technical Efficiency in Agriculture: Evidence from European Dairy Farms," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 99(3), pages 783-799.
    47. Francois Bonnieux, 1989. "Estimating regional-level input demand for french agriculture using a Translog production function," Post-Print hal-01595670, HAL.
    48. 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.
    49. Paolo Sckokai & Daniele Moro, 2009. "Modelling the impact of the CAP Single Farm Payment on farm investment and output," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 36(3), pages 395-423, September.
    50. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 321-340.
    51. Ackerberg, Daniel & Caves, Kevin & Frazer, Garth, 2006. "Structural identification of production functions," MPRA Paper 38349, University Library of Munich, Germany.
    52. Griliches, Zvi & Hausman, Jerry A., 1986. "Errors in variables in panel data," Journal of Econometrics, Elsevier, vol. 31(1), pages 93-118, February.
    53. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    54. repec:zbw:iamost:269558 is not listed on IDEAS
    55. Pollak, Robert A, 1985. "A Transaction Cost Approach to Families and Households," Journal of Economic Literature, American Economic Association, vol. 23(2), pages 581-608, June.
    56. Stephen Bond & Måns Söderbom, 2005. "Adjustment Costs and the Identification of Cobb Douglas Production Functions," Economics Series Working Papers 2005-W04, University of Oxford, Department of Economics.
    57. Amil Petrin & Brian P. Poi & James Levinsohn, 2004. "Production function estimation in Stata using inputs to control for unobservables," Stata Journal, StataCorp LP, vol. 4(2), pages 113-123, June.
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    Cited by:

    1. Zeng, Shuwei & Gould, Brian & Thorne, Fiona & Laepple, Doris, "undated". "EU Milk Quota Elimination: Has the Productivity of Irish Dairy Farms Been Impacted?," 2017 Annual Meeting, July 30-August 1, Chicago, Illinois 261218, Agricultural and Applied Economics Association.
    2. Petrick, Martin & Kloss, Mathias, 2013. "Identifying Factor Productivity from Micro-data: The case of EU agriculture," Working papers 144004, Factor Markets, Centre for European Policy Studies.
    3. Pavel Ciaian & d'Artis Kancs & Maria Espinosa, 2018. "The Impact of the 2013 CAP Reform on the Decoupled Payments’ Capitalisation into Land Values," Journal of Agricultural Economics, Wiley Blackwell, vol. 69(2), pages 306-337, June.
    4. repec:zbw:iamodp:274820 is not listed on IDEAS
    5. Kloss, Mathias & Petrick, Martin, 2014. "The productivity of family and hired labour in EU arable farming," 2014 International Congress, August 26-29, 2014, Ljubljana, Slovenia 183041, European Association of Agricultural Economists.
    6. Frick, Fabian & Sauer, Johannes, 2016. "Deregulation and Productivity – Empirical Evidence on Dairy Production," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 236032, Agricultural and Applied Economics Association.
    7. repec:zbw:iamodp:271870 is not listed on IDEAS
    8. Mathias Kloss & Thomas Kirschstein & Steffen Liebscher & Martin Petrick, 2019. "Robust Productivity Analysis: An application to German FADN data," Papers 1902.00678, arXiv.org, revised Feb 2019.
    9. Petrick, Martin & Kloss, Mathias, 2018. "Identifying Agricultural Factor Productivity from Micro-data: A Review of Approaches with an Application to EU Countries," German Journal of Agricultural Economics, Humboldt-Universitaet zu Berlin, Department for Agricultural Economics, vol. 67(2), June.
    10. Taejun Mo & Hojune Lee & Sungeunsally Oh & Hyunji Lee & Brian H. S. Kim, 2022. "Economic Efficiency of Climate Smart Agriculture Technology: Case of Agrophotovoltaics," Land, MDPI, vol. 12(1), pages 1-20, December.

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    More about this item

    Keywords

    Agricultural Finance; Productivity Analysis;

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • Q12 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Micro Analysis of Farm Firms, Farm Households, and Farm Input Markets

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