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Agricultural productivity growth in Brazil: Large and small farms excel

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  • Rada, Nicholas
  • Helfand, Steven
  • Magalhães, Marcelo

Abstract

The long-standing debate on the relationship between farm size and productivity has been generally limited by the range of farm sizes evaluated and the definition of productivity. In this paper we use data from three Brazilian agricultural censuses to address these issues. In particular, we introduce a wider distribution of farm sizes than presently available from the literature and we employ total factor productivity (TFP) as our performance measure. In doing so, we test which farm size class had the highest TFP levels in 1985 and 2006, how factor productivity growth varied within and across farm size classes between those years, and which policy or factor had the greatest productivity enhancing effect. When examining TFP growth, we move beyond the common decomposition into technical and efficiency changes by identifying the complete distribution of farm productivity performances. We find that by 2006 a U-shaped distribution of productivity over farm sizes had emerged. Considerable 1985–2006 TFP growth differences are prevalent; positive rates for the majority accompany stagnant or negative rates for some. Public education investments were associated with faster productivity growth regardless of farm size, while technical assistance’s positive effect and credit’s negative effect were associated with larger farm sizes. The role of specialization varied by size.

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  • Rada, Nicholas & Helfand, Steven & Magalhães, Marcelo, 2019. "Agricultural productivity growth in Brazil: Large and small farms excel," Food Policy, Elsevier, vol. 84(C), pages 176-185.
  • Handle: RePEc:eee:jfpoli:v:84:y:2019:i:c:p:176-185
    DOI: 10.1016/j.foodpol.2018.03.014
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    1. Barrett, Christopher B. & Bellemare, Marc F. & Hou, Janet Y., 2010. "Reconsidering Conventional Explanations of the Inverse Productivity-Size Relationship," World Development, Elsevier, vol. 38(1), pages 88-97, January.
    2. Rada, Nicholas E., 2013. "ASSESSING BRAZIL’s CERRADO AGRICULTURAL MIRACLE: AN UPDATE," Revista de Economia e Agronegócio / Brazilian Review of Economics and Agribusiness, Federal University of Vicosa, Department of Agricultural Economics, vol. 11(1), pages 1-38.
    3. Lamb, Russell L., 2003. "Inverse productivity: land quality, labor markets, and measurement error," Journal of Development Economics, Elsevier, vol. 71(1), pages 71-95, June.
    4. Dias Avila, Antonio Flavio & Romano, Luis & Garagorry, Fernando, 2010. "Agricultural Productivity in Latin America and the Caribbean and Sources of Growth," Handbook of Agricultural Economics, in: Robert Evenson & Prabhu Pingali (ed.), Handbook of Agricultural Economics, edition 1, volume 4, chapter 71, pages 3713-3768, Elsevier.
    5. Svend Rasmussen, 2010. "Scale efficiency in Danish agriculture: an input distance--function approach," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 37(3), pages 335-367, September.
    6. Belotti, Federico & Ilardi, Giuseppe, 2018. "Consistent inference in fixed-effects stochastic frontier models," Journal of Econometrics, Elsevier, vol. 202(2), pages 161-177.
    7. Key, Nigel & McBride, William & Mosheim, Roberto, 2008. "Decomposition of Total Factor Productivity Change in the U.S. Hog Industry," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 40(1), pages 137-149, April.
    8. Kumbhakar,Subal C. & Wang,Hung-Jen & Horncastle,Alan P., 2015. "A Practitioner's Guide to Stochastic Frontier Analysis Using Stata," Cambridge Books, Cambridge University Press, number 9781107609464, January.
    9. Greene, William, 2005. "Reconsidering heterogeneity in panel data estimators of the stochastic frontier model," Journal of Econometrics, Elsevier, vol. 126(2), pages 269-303, June.
    10. Joaquim Bento de Souza Ferreira Filho & Carlos Eduardo de Freitas Vian, 2016. "The evolving role of large and medium farms on Brazilian agriculture," Agricultural Economics, International Association of Agricultural Economists, vol. 47(S1), pages 215-225, November.
    11. Catherine Paul & Richard Nehring & David Banker & Agapi Somwaru, 2004. "Scale Economies and Efficiency in U.S. Agriculture: Are Traditional Farms History?," Journal of Productivity Analysis, Springer, vol. 22(3), pages 185-205, November.
    12. Nicholas E. Rada & Steven T. Buccola, 2012. "Agricultural policy and productivity: evidence from Brazilian censuses," Agricultural Economics, International Association of Agricultural Economists, vol. 43(4), pages 355-367, July.
    13. Federico Belotti & Silvio Daidone & Giuseppe Ilardi & Vincenzo Atella, 2013. "Stochastic frontier analysis using Stata," Stata Journal, StataCorp LP, vol. 13(4), pages 718-758, December.
    14. Rada, Nicholas, 2013. "Assessing Brazil’s Cerrado agricultural miracle," Food Policy, Elsevier, vol. 38(C), pages 146-155.
    15. Robert Evenson & Prabhu Pingali (ed.), 2010. "Handbook of Agricultural Economics," Handbook of Agricultural Economics, Elsevier, edition 1, volume 4, number 1.
    16. 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.
    17. 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.
    18. Cassiano Bragagnolo & Humberto F. S. Spolador & Geraldo Sant’Ana de Camargo Barros, 2010. "Regional Brazilian Agriculture TFP Analysis: A Stochastic Frontier Analysis Approach," Economia, ANPEC - Associação Nacional dos Centros de Pós-Graduação em Economia [Brazilian Association of Graduate Programs in Economics], vol. 11(4), pages 217-242.
    19. Xianqing Ji & Scott Rozelle & Jikun Huang & Linxiu Zhang & Tonglong Zhang, 2016. "Are China's Farms Growing?," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 24(1), pages 41-62, January.
    20. Feder, Gershon, 1985. "The relation between farm size and farm productivity : The role of family labor, supervision and credit constraints," Journal of Development Economics, Elsevier, vol. 18(2-3), pages 297-313, August.
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