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Shadow Prices of Human Capital in Agriculture. Evidence from European FADN Regions

Author

Listed:
  • Biagia De Devitiis

    (Università di Foggia)

  • Ornella Wanda Maietta

    (Università di Napoli Federico II and CSEF)

Abstract

The aim of this paper is to measure the shadow price of human capital in EU agriculture and to determine whether the CAP has affected the productivity of this growth-enhancing factor. For this purpose, we used the balance sheet data for the period 1986-2012, referring to the Standard Results of the EU Farm Accountancy Data Network (FADN) farm, which is representative of commercial agriculture at regional level. Data concerning output and input price indices and education attainment levels were obtained from Eurostat and from national FADNs. DEA-VRS input-oriented annual frontiers were computed to estimate the shadow price of three levels of human capital: low, medium and high. The results show an increasing trend in the shadow prices of human capital and suggest that the shadow price of the high level of human capital has been significantly greater than the shadow price of the medium level of human capital since 1990.

Suggested Citation

  • Biagia De Devitiis & Ornella Wanda Maietta, 2015. "Shadow Prices of Human Capital in Agriculture. Evidence from European FADN Regions," CSEF Working Papers 415, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    • Handle: RePEc:sef:csefwp:415
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    1. Carri, Carlo Bernini, 1995. "Sources of Output Growth and Agricultural Performance in EU Countries--1960 to 1980," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 22(2), pages 231-248.
    2. Zvi Griliches, 1963. "Estimates of the Aggregate Agricultural Production Function from Cross-Sectional Data," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 45(2), pages 419-428.
    3. Simar, L. & Wilson, P.W., 1998. "Productivity Growth in Industrialized Countries," Papers 9810, Catholique de Louvain - Institut de statistique.
    4. Lockheed, Marlaine E & Jamison, Dean T & Lau, Lawrence J, 1980. "Farmer Education and Farm Efficiency: A Survey," Economic Development and Cultural Change, University of Chicago Press, vol. 29(1), pages 37-76, October.
    5. Laure Latruffe & Sophia Davidova & Kelvin Balcombe, 2008. "Productivity change in Polish agriculture: an illustration of a bootstrapping procedure applied to Malmquist indices," Post-Communist Economies, Taylor & Francis Journals, vol. 20(4), pages 449-460.
    6. Andrius Kazukauskas & Carol Newman & Johannes Sauer, 2014. "The impact of decoupled subsidies on productivity in agriculture: a cross-country analysis using microdata," Agricultural Economics, International Association of Agricultural Economists, vol. 45(3), pages 327-336, May.
    7. Bravo-Ureta, Boris E. & Pinheiro, António E., 1993. "Efficiency Analysis of Developing Country Agriculture: A Review of the Frontier Function Literature," Agricultural and Resource Economics Review, Cambridge University Press, vol. 22(1), pages 88-101, April.
    8. Theodore W. Schultz, 1972. "The Increasing Economic Value of Human Time," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 54(5), pages 843-850.
    9. Swaim, Paul L., 1995. "Job Training Lags for Rural Workers," Rural America/ Rural Development Perspectives, United States Department of Agriculture, Economic Research Service, vol. 10(3), June.
    10. Thijs ten Raa & Pierre Mohnen, 2009. "Neoclassical Growth Accounting and Frontier Analysis: A Synthesis," World Scientific Book Chapters, in: Input–Output Economics: Theory And Applications Featuring Asian Economies, chapter 19, pages 347-370, World Scientific Publishing Co. Pte. Ltd..
    11. Fried, Harold O. & Lovell, C. A. Knox & Schmidt, Shelton S. (ed.), 2008. "The Measurement of Productive Efficiency and Productivity Growth," OUP Catalogue, Oxford University Press, number 9780195183528.
    12. Ilak, Perica & Rajšl, Ivan & Krajcar, Slavko & Delimar, Marko, 2015. "The impact of a wind variable generation on the hydro generation water shadow price," Applied Energy, Elsevier, vol. 154(C), pages 197-208.
    13. Moro, Daniele & Sckokai, Paolo, 2013. "The impact of decoupled payments on farm choices: Conceptual and methodological challenges," Food Policy, Elsevier, vol. 41(C), pages 28-38.
    14. Kawagoe, Toshihiko & Hayami, Yujiro & Ruttan, Vernon W., 1985. "The intercountry agricultural production function and productivity differences among countries," Journal of Development Economics, Elsevier, vol. 19(1-2), pages 113-132.
    15. 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.
    16. Thia C. Hennessy & Tahir Rehman, 2007. "An Investigation into Factors Affecting the Occupational Choices of Nominated Farm Heirs in Ireland," Journal of Agricultural Economics, Wiley Blackwell, vol. 58(1), pages 61-75, February.
    17. Csaba Csaki, 1999. "Agricultural higher education in transforming Central and Eastern Europe," Agricultural Economics, International Association of Agricultural Economists, vol. 21(2), pages 109-120, October.
    18. Bostian, Moriah B. & Herlihy, Alan T., 2014. "Valuing tradeoffs between agricultural production and wetland condition in the U.S. Mid-Atlantic region," Ecological Economics, Elsevier, vol. 105(C), pages 284-291.
    19. Athanasios, Athanasenas & Bezuneh, Mesfin & Deaton, Brady J., 1994. "Impacts of FFW on nutrition in rural Kenya," Agricultural Economics, Blackwell, vol. 11(2-3), pages 301-309, December.
    20. Athanasenas Athanasios & Mesfin Bezuneh & Brady J. Deaton, 1994. "Impacts of FFW on nutrition in rural Kenya," Agricultural Economics, International Association of Agricultural Economists, vol. 11(2-3), pages 301-309, December.
    21. 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.
    22. Fuglie, Keith, 2015. "Accounting for growth in global agriculture," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 4(3), pages 1-34, December.
    23. Welch, F, 1970. "Education in Production," Journal of Political Economy, University of Chicago Press, vol. 78(1), pages 35-59, Jan.-Feb..
    24. Dupraz, Pierre & Vanslembrouck, Isabel & Bonnieux, François & Van Huylenbroeck, Guido, 2002. "Farmers' Participation in European Agri-Environmental Policies," 2002 International Congress, August 28-31, 2002, Zaragoza, Spain 24799, European Association of Agricultural Economists.
    25. 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.
    26. Boussemart, Jean Philippe & Leleu, Hervé & Shen, Zhiyang, 2015. "Environmental growth convergence among Chinese regions," China Economic Review, Elsevier, vol. 34(C), pages 1-18.
    27. Irina V. Bezlepkina & Alfons G. J. M. Oude Lansink & Arie J. Oskam, 2005. "Effects of subsidies in Russian dairy farming," Agricultural Economics, International Association of Agricultural Economists, vol. 33(3), pages 277-288, November.
    28. Timo Sipiläinen & Anni Huhtala, 2013. "Opportunity costs of providing crop diversity in organic and conventional farming: would targeted environmental policies make economic sense?," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 40(3), pages 441-462, July.
    29. Trueblood, Michael Alan, 1991. "Agricultural Production Functions Estimated From Aggregate Intercountry Observations: A Selected Survey," Staff Reports 278560, United States Department of Agriculture, Economic Research Service.
    30. Alejandro Nin‐Pratt & Bingxin Yu, 2010. "Getting implicit shadow prices right for the estimation of the Malmquist index: the case of agricultural total factor productivity in developing countries," Agricultural Economics, International Association of Agricultural Economists, vol. 41(3‐4), pages 349-360, May.
    31. Arnade, Carlos Anthony, 1994. "Using Data Envelopment Analysis to Measure International Agricultural Efficiency and Productivity," Technical Bulletins 156761, United States Department of Agriculture, Economic Research Service.
    32. Andrius Kazukauskas & Carol Newman & Daragh Clancy & Johannes Sauer, 2013. "Disinvestment, Farm Size, and Gradual Farm Exit: The Impact of Subsidy Decoupling in a European Context," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(5), pages 1068-1087.
    33. Rolf Färe & Shawna Grosskopf & William L. Weber, 2001. "Shadow Prices of Missouri Public Conservation Land," Public Finance Review, , vol. 29(6), pages 444-460, November.
    34. Leleu, Hervé, 2013. "Shadow pricing of undesirable outputs in nonparametric analysis," European Journal of Operational Research, Elsevier, vol. 231(2), pages 474-480.
    35. Caves, Douglas W & Christensen, Laurits R & Diewert, W Erwin, 1982. "The Economic Theory of Index Numbers and the Measurement of Input, Output, and Productivity," Econometrica, Econometric Society, vol. 50(6), pages 1393-1414, November.
    36. Paolo Sckokai & Jesús Antón, 2005. "The Degree of Decoupling of Area Payments for Arable Crops in the European Union," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 87(5), pages 1220-1228.
    37. 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.
    38. repec:adr:anecst:y:1999:i:55-56:p:19 is not listed on IDEAS
    39. Wallace E. Huffman, 1974. "Decision Making: The Role of Education," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 56(1), pages 85-97.
    40. 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.
    41. Costantini, Mauro & Destefanis, Sergio, 2009. "Cointegration analysis for cross-sectionally dependent panels: The case of regional production functions," Economic Modelling, Elsevier, vol. 26(2), pages 320-327, March.
    42. Sergio Destefanis & Vania Sena, 2005. "Public capital and total factor productivity: New evidence from the Italian regions, 1970-98," Regional Studies, Taylor & Francis Journals, vol. 39(5), pages 603-617.
    43. Zhou, P. & Zhou, X. & Fan, L.W., 2014. "On estimating shadow prices of undesirable outputs with efficiency models: A literature review," Applied Energy, Elsevier, vol. 130(C), pages 799-806.
    44. Sergio Destefanis & Ornella Wanda Maietta, 2009. "The Productivity of Volunteer Labour: DEA-Based Evidence from Italy," AIEL Series in Labour Economics, in: Marco Musella & Sergio Destefanis (ed.), Paid and Unpaid Labour in the Social Economy, chapter 0, pages 143-164, Springer.
    45. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    46. Herdt, R W & Mandac, A M, 1981. "Modern Technology and Economic Efficiency of Philippine Rice Farmers," Economic Development and Cultural Change, University of Chicago Press, vol. 29(2), pages 375-399, January.
    47. 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).
    48. Marco Musella & Sergio Destefanis (ed.), 2009. "Paid and Unpaid Labour in the Social Economy," AIEL Series in Labour Economics, Springer, number 978-3-7908-2137-6, July-Dece.
    49. C. O’Donnell & K. Nguyen, 2013. "An econometric approach to estimating support prices and measures of productivity change in public hospitals," Journal of Productivity Analysis, Springer, vol. 40(3), pages 323-335, December.
    50. Simar, Leopold & Wilson, Paul W., 1999. "Estimating and bootstrapping Malmquist indices," European Journal of Operational Research, Elsevier, vol. 115(3), pages 459-471, June.
    51. Adrian Di Liberto, 2007. "Convergence Clubs and the Role of Education in Spanish Regional Growth," Chapters, in: Jordi Suriñach & Rosina Moreno & Esther Vayá (ed.), Knowledge Externalities, Innovation Clusters and Regional Development, chapter 11, Edward Elgar Publishing.
    52. Wallace E. Huffman, 1977. "Allocative Efficiency: The Role of Human Capital," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 91(1), pages 59-79.
    53. 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.
    54. 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.
    55. Fane, George, 1975. "Education and the Managerial Efficiency of Farmers," The Review of Economics and Statistics, MIT Press, vol. 57(4), pages 452-461, November.
    56. Csaki, Csaba, 1999. "Agricultural higher education in transforming Central and Eastern Europe," Agricultural Economics, Blackwell, vol. 21(2), pages 109-120, October.
    57. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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    Keywords

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    JEL classification:

    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • C43 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Index Numbers and Aggregation

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