IDEAS home Printed from https://ideas.repec.org/a/anp/econom/v11y2010i4217_242.html
   My bibliography  Save this article

Regional Brazilian Agriculture TFP Analysis: A Stochastic Frontier Analysis Approach

Author

Listed:
  • Cassiano Bragagnolo

    (Researcher of Center for Advanced Studies on Applied Economics from “Luiz de Queiroz” College of Agriculture, University of Sao Paulo, Brazil)

  • Humberto F. S. Spolador

    (University of Sao Paulo, Brazil)

  • Geraldo Sant’Ana de Camargo Barros

    (University of Sao Paulo, Brazil)

Abstract

This paper estimated the total factor productivity (TFP) for the Brazilian agriculture using a translog panel data estimation. The major motivation is to investigate the evolution of the agricultural TFP over the period 1975-2006 in Brazilian states, and to analyze the effects of TFP on regional economic growth. The TFP effect was subdivided in technical progress, allocative changes, scale effects, technical inefficiency and random shocks. The conclusions suggest that over the last decades the TFP growth was not homogeneous among the states, and the technical progress was fundamental to expand the potential economic growth of Brazilian Agriculture at state level.

Suggested Citation

  • 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.
  • Handle: RePEc:anp:econom:v:11:y:2010:i:4:217_242
    as

    Download full text from publisher

    File URL: http://www.anpec.org.br/revista/vol11/vol11n4p217_242.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Fulginiti, Lilyan E & Perrin, Richard K, 1993. "Prices and Productivity in Agriculture," The Review of Economics and Statistics, MIT Press, vol. 75(3), pages 471-482, August.
    2. Pires, Jorge Oliveira & Garcia, Fernando, 2004. "Productivity of nations: a stochastic frontier approach to TFP decomposition," Textos para discussão 143, FGV EESP - Escola de Economia de São Paulo, Fundação Getulio Vargas (Brazil).
    3. Claudio Bravo-Ortega & Daniel Lederman, 2004. "Agricultural productivity and its determinants: revisiting international experiences," Estudios de Economia, University of Chile, Department of Economics, vol. 31(2 Year 20), pages 133-163, December.
    4. Helfand, Steven M. & Levine, Edward S., 2004. "Farm size and the determinants of productive efficiency in the Brazilian Center-West," Agricultural Economics, Blackwell, vol. 31(2-3), pages 241-249, December.
    5. Jean‐Christophe Bureau & Rolf Färe & Shawna Grosskopf, 1995. "A Comparison Of Three Nonparametric Measures Of Productivity Growth In European And United States Agriculture," Journal of Agricultural Economics, Wiley Blackwell, vol. 46(3), pages 309-326, September.
    6. David K. Lambert & Elliott Parker, 1998. "Productivity in Chinese Provincial Agriculture," Journal of Agricultural Economics, Wiley Blackwell, vol. 49(3), pages 378-392, September.
    7. Tim J. Coelli & D. S. Prasada Rao, 2005. "Total factor productivity growth in agriculture: a Malmquist index analysis of 93 countries, 1980–2000," Agricultural Economics, International Association of Agricultural Economists, vol. 32(s1), pages 115-134, January.
    8. Battese, G. E. & Tessema, G. A., 1993. "Estimation of stochastic frontier production functions with time-varying parameters and technical efficiencies using panel data from Indian villages," Agricultural Economics, Blackwell, vol. 9(4), pages 313-333, December.
    9. Fulginiti, Lilyan E. & Perrin, Richard K., 1997. "LDC agriculture: Nonparametric Malmquist productivity indexes," Journal of Development Economics, Elsevier, vol. 53(2), pages 373-390, August.
    10. Unknown, 1961. "The Role of Agriculture in Economic Development," International Journal of Agrarian Affairs, International Association of Agricultural Economists, vol. 3(2), pages 1-1, April.
    11. Juliana Amadi & Jenifer Piesse & Colin Thirtle, 2004. "Crop Level Productivity in the Eastern Counties of England, 1970‐97," Journal of Agricultural Economics, Wiley Blackwell, vol. 55(2), pages 367-383, July.
    12. G.E. Battese & G.A. Tessema, 1993. "Estimation of stochastic frontier production functions with time‐varying parameters and technical efficiencies using panel data from Indian villages," Agricultural Economics, International Association of Agricultural Economists, vol. 9(4), pages 313-333, December.
    13. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    14. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    15. 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.
    16. John M. Antle, 1999. "The New Economics of Agriculture," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 81(5), pages 993-1010.
    17. Nishimizu, Mieko & Page, John M, Jr, 1982. "Total Factor Productivity Growth, Technological Progress and Technical Efficiency Change: Dimensions of Productivity Change in Yugoslavia, 1965-78," Economic Journal, Royal Economic Society, vol. 92(368), pages 920-936, December.
    18. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Schettini, Daniela & Azzoni, Carlos, 2013. "Recent Productivity Growth and Regional Inequality in Brazil," TD NEREUS 10-2013, Núcleo de Economia Regional e Urbana da Universidade de São Paulo (NEREUS).
    2. Felipe Figueiredo Silva & Lilyan E. Fulginiti & Richard K. Perrin & Marcelo Jose Braga, 2022. "The increasing opportunity cost of sequestering CO2 in the Brazilian Amazon forest," Empirical Economics, Springer, vol. 62(2), pages 439-460, February.
    3. Koiry, Subrata & Huang, Wei, 2023. "Do ecological protection approaches affect total factor productivity change of cropland production in Sweden?," Ecological Economics, Elsevier, vol. 209(C).
    4. Queiroz, P. & Silva, F.D.F. & Fulginiti, L., 2018. "How did technical change affect land use in Brazilian agriculture?," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277318, International Association of Agricultural Economists.
    5. Silva, F.D.F. & Fulginiti, L. & Perrin, R., 2018. "Agricultural productivity and forest preservation in the Brazilian Amazon," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277167, International Association of Agricultural Economists.
    6. Bragagnolo, Cassiano & Barros, Geraldo Sant'Ana de Camargo, 2013. "Ciclos econômicos na agricultura brasileira," Revista Brasileira de Economia - RBE, EPGE Brazilian School of Economics and Finance - FGV EPGE (Brazil), vol. 67(2), June.
    7. Felipe de Figueiredo Silva & Richard K. Perrin & Lilyan E. Fulginiti, 2019. "The opportunity cost of preserving the Brazilian Amazon forest," Agricultural Economics, International Association of Agricultural Economists, vol. 50(2), pages 219-227, March.
    8. Spolador, Humberto Francisco Silva & Danelon, André Felipe, 2024. "New evidence of the driving forces behind Brazil's agricultural TFP growth—A stochastic frontier analysis with climatic variables and land suitability index," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 68(02), January.
    9. Daniela Schettini & Carlos Roberto Azzoni, 2018. "Eficiência produtiva e o futuro das disparidades regionais no Brasil [Productive efficiency and the future of regional disparities in Brazil]," Nova Economia, Economics Department, Universidade Federal de Minas Gerais (Brazil), vol. 28(2), pages 347-384, May-Augus.
    10. Silva, Felipe & Fulginiti, Lilyan & Perrin, Richard, 2016. "Trade-off between amazon forest and agriculture in Brazil – shadow price and their substitution estimative for 2006," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 235800, Agricultural and Applied Economics Association.
    11. repec:fgv:epgrbe:v:67:n:2:a:1 is not listed on IDEAS
    12. Silva, Felipe & Fulginiti, Lilyan E. & Perrin, Richard K., 2016. "Did technical change in agricultural production decrease the emission of pollutants on the Amazon Forest during 1990-2009?," 2016 Annual Meeting, February 6-9, 2016, San Antonio, Texas 230092, Southern Agricultural Economics Association.
    13. 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.
    14. Lázari, Nicoli Carolini de & Magalhães, Marcelo Marques de, 2019. "Crescimento da PTF segundo tamanho de estabelecimentos rurais na região Sudeste, de 1985 a 2006," Revista de Economia e Sociologia Rural (RESR), Sociedade Brasileira de Economia e Sociologia Rural, vol. 57(2), January.
    15. Spolador, Humberto Francisco Silva & Smith, Rodney B.W., 2014. "The Effects of Climate Changes on Brazilian Agricultural Production – A Multisector Growth Model Analysis," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 170294, Agricultural and Applied Economics Association.
    16. Silva, Felipe & Perrin, Richard K. & Fulginiti, Lilyan E., 2016. "Tradeoffs between forests and farming in the Legal Amazon Region of Brazil," 2016 Annual Meeting, February 6-9, 2016, San Antonio, Texas 230040, Southern Agricultural Economics Association.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Trindade, Federico J., 2012. "Is there a Slowdown in Agricultural Productivity Growth in South America?," 2012 Conference, August 18-24, 2012, Foz do Iguacu, Brazil 126915, International Association of Agricultural Economists.
    2. Alexander Bilson Darku & Stavroula Malla & Kien C. Tran, 2016. "Sources and Measurement of Agricultural Productivity and Efficiency in Canadian Provinces: Crops and Livestock," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 64(1), pages 49-70, March.
    3. Zúniga-González, Carlos Alberto, 2011. "Total Factor Productivity Growth in Agriculture: A Malmquist Index Analysis of 14 Countries, 1979-2008," Conference Papers 114036, National Autonomous University of Nicaragua, León (Unan-León), Researching Center for Applied Economics (RCAE).
    4. Tim J. Coelli & D. S. Prasada Rao, 2005. "Total factor productivity growth in agriculture: a Malmquist index analysis of 93 countries, 1980–2000," Agricultural Economics, International Association of Agricultural Economists, vol. 32(s1), pages 115-134, January.
    5. Karagiannis, Giannis & Tzouvelekas, Vangelis, 2001. "Self-Dual Stochastic Production Frontiers and Decomposition of Output Growth: The Case of Olive-Growing Farms in Greece," Agricultural and Resource Economics Review, Cambridge University Press, vol. 30(2), pages 168-178, October.
    6. Shilpa Chaudhary, 2012. "Trends in Total Factor Productivity in Indian Agriculture: State-level Evidence using non-parametric Sequential Malmquist Index," Working papers 215, Centre for Development Economics, Delhi School of Economics.
    7. Lilyan E. Fulginiti & Richard K. Perrin, 1998. "Agricultural productivity in developing countries," Agricultural Economics, International Association of Agricultural Economists, vol. 19(1-2), pages 45-51, September.
    8. Coelli, Tim J., 1995. "Recent Developments In Frontier Modelling And Efficiency Measurement," Australian Journal of Agricultural Economics, Australian Agricultural and Resource Economics Society, vol. 39(3), pages 1-27, December.
    9. Ceyhun Elgin & Selman Çakır, 2015. "Technological progress and scientific indicators: a panel data analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 24(3), pages 263-281, April.
    10. Srinivasulu Rajendran, 2014. "Technical Efficiency of Fruit and Vegetable Producers in Tamil Nadu, India: A Stochastic Frontier Approach," Asian Journal of Agriculture and Development, Southeast Asian Regional Center for Graduate Study and Research in Agriculture (SEARCA), vol. 11(1), pages 77-93, June.
    11. Mounir Belloumi & Mohamed Salah Matoussi, 2008. "Measuring Agricultural Productivity Growth in MENA Countries," Working Papers 416, Economic Research Forum, revised 06 Jan 2008.
    12. Ludeña, Carlos E., 2010. "Agricultural Productivity Growth, Efficiency Change and Technical Progress in Latin America and the Caribbean," IDB Publications (Working Papers) 1806, Inter-American Development Bank.
    13. Zuniga Gonzalez, Carlos Alberto, 2012. "Total factor productivity and Bio Economy effects," MPRA Paper 49355, University Library of Munich, Germany, revised 13 Nov 2012.
    14. Sipilainen, Timo & Kuosmanen, Timo & Kumbhakar, Subal C., 2008. "Measuring productivity differentials – An application to milk production in Nordic countries," 2008 International Congress, August 26-29, 2008, Ghent, Belgium 44277, European Association of Agricultural Economists.
    15. Arsalanbod, Mohammadreza, 2005. "The Efficiency of Farmers in North-West of Iran," Indian Journal of Agricultural Economics, Indian Society of Agricultural Economics, vol. 60(01), pages 1-7.
    16. Fulginiti, Lilyan E. & Perrin, Richard K., 1997. "LDC agriculture: Nonparametric Malmquist productivity indexes," Journal of Development Economics, Elsevier, vol. 53(2), pages 373-390, August.
    17. Pontus Mattsson & Jonas Mansson & William H. Greene, 2018. "TFP Change and its Components for Swedish Manufacturing Firms During the 2008-2009 Financial Crisis," Working Papers 18-27, New York University, Leonard N. Stern School of Business, Department of Economics.
    18. Tanira T. Kingi & Tom F. Kompas, 2005. "Communal Land Ownership and Agricultural Development: Overcoming Technical Efficiency Constraints Among Fiji’s Indigenous Sugercane Growers," International and Development Economics Working Papers idec05-11, International and Development Economics.
    19. Martine Audibert, 1997. "Technical Inefficiency Effects Among Paddy Farmers in the Villages of the ‘Office du Niger’, Mali, West Africa," Journal of Productivity Analysis, Springer, vol. 8(4), pages 379-394, November.
    20. Viveka P. Kudaligama & John F. Yanagida, 2000. "A Comparison of Intercountry Agricultural Production Functions: A Frontier Function Approach," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 25(1), pages 57-74, June.

    More about this item

    Keywords

    Brazilian Agriculture; Total Factor Productivity; Economic Growth;
    All these keywords.

    JEL classification:

    • Q10 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - General
    • Q19 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Other
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:anp:econom:v:11:y:2010:i:4:217_242. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Rodrigo Zadra Armond (email available below). General contact details of provider: https://edirc.repec.org/data/anpecea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.