题名

傾向分數配對法於有機農法經濟結果評估之應用

并列篇名

An Application of Propensity Score Matching Method on the Evaluation of Economic Outcomes of Organic Farming

DOI

10.6181/agec.2016.57.02

作者

陸怡蕙(Yir-Hueih Luh);蔡旻翰(Min-Han Tsai);江文基(Wun-Ji Jiang)

关键词

有機農法推廣 ; 花蓮縣富里鄉 ; 傾向分數配對 ; 經濟結果 ; Extension of organic farming ; Fuli country ; Propensity score matching method ; Economic outcome

期刊名称

農業與經濟

卷期/出版年月

57期(2016 / 12 / 01)

页次

41 - 82

内容语文

繁體中文

中文摘要

本文以施行有機與慣行農法之經濟表現差異為主要研究重點,並利用傾向分數配對法修正技術採用行為之內生性問題,以評估採用有機農法對於農民所造成之經濟影響。本研究結果顯示,傾向分數配對法確實能夠有效消除有機與慣行農民原本存在之變項分配差異。此外,本研究發現富里鄉之有機稻米與一般稻米並未存在足夠價差以彌補產量之下降,以致採用有機農法對稻農造成不利之經濟影響。依此,除了提供補助,政府若能責成相關研究單位或農改場找出有效的有機生產方式或田間管理模式以提升有機稻米的產量,亦為有利於有機農法推廣之政策方向之一。

英文摘要

This study examines the difference in the economic performance between organic farming and conventional farming in Fuli, so as to evaluate the economic effect of the government's policy in promoting this environmentallyfriendly farming practice. Based on our analysis, concrete and practical policy recommendations are made for the extension of organic farming. Methodologically speaking, the endogeneity problem of technology adoption leading to biased estimates is a major concern when comparing the economic outcomes between the technology adopters and non-adopters. This study thus applies the propensity score matching method to correct for the endogeneity problem. It is found that the original differences, in kurtosis and peak of the distributions of organic and conventional farming, are eliminated by propensity score matching. The result is further confirmed by the Wilcoxon signed rank test. Investigation of the economic outcomes of organic farming suggests the margin between the two types of rice cannot sufficiently compensate for the reduction in the output level of organic rice, which thus leads to some adverse economic impacts. Policy options that the authorities can take to provide economic incentives to organic farming, such as subsidy and efficient modes of production or field management, are promising directions for the extension of organic farming in Taiwan.

主题分类 生物農學 > 農業
生物農學 > 森林
生物農學 > 畜牧
生物農學 > 漁業
社會科學 > 經濟學
参考文献
  1. 蔡旻翰、陸怡蕙、方珍玲(2015)。計畫行為或經濟考量?富里鄉稻農有機農法採用之經濟分析。農業經濟叢刊,21(1-2),1-40。
    連結:
  2. Abadie, A.,Imbens, G.(2008).Notes and Comments on the Failure of the Bootstrap for Matching Estimators.Econometrica,76(6),1537-1557.
  3. Abadie, A.,Imbens, G.(2002).NBER Working PaperNBER Working Paper,未出版
  4. Argilés, J. M.,Brown, N. D.(2010).A Comparison of the Economic and Environmental Performances of Conventional and Organic Farming: Evidence from Financial Statements.Agricultural Economics Review,11(1),69-86.
  5. Austin, P. C.(2011).An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies.Multivariate Behavioral Research,46(3),399-424.
  6. Austin, P. C.,Small, D. S.(2014).The Use of Bootstrapping When Using Propensity-Score Matching Without Replacement - A Simulation Study.Statistics in Medicine,33(24),4306-4319.
  7. Balakrishnan, N.,Ng, H. K.(2006).Precedence-Type Tests and Applications.USA:Wiley Series in Probability and Statistics Press.
  8. Blair, R. C.,Higgins, J. J.(1980).A Comparison of the Power of Wilcoxon's Rank-Sum Statistic to That of Student's t Statistic under Various Nonnormal Distributions.Journal of Educational Statistics,5,309-335.
  9. Bolwig, S.,Gibbon, P.,Jones, S.(2009).The Economics of Smallholder Organic Contract Farming in Tropical Africa.World Development,37(6),1094-1104.
  10. Box-Steffensmeier, J.(ed.),Brady, H.(ed.),Collier, D.(ed.)(2008).The Oxford Handbook of Political Methodology.New York:Oxford University Press.
  11. Brock, C. C.,Barham, B. L.(2013).'Milk Is Milk': Organic Dairy Adoption Decisions and Bounded Rationality.Sustainability,5,5416-5441.
  12. Cook, A.,Kerr, G.,Moore, K.(2002).Attitudes and Intentions Towards Purchasing GM Food.Journal of Economic Psychology,23(5),557-572.
  13. Dabbert, S.(ed.),Lampkin, N.(ed.),Michelsen, J.(ed.),Nieberg, H.(ed.),Zanoli, R.(ed.)(2000).Organic Farming in Europe: Economics and Policy.Stuttgart:University of Hohenheim Press.
  14. De Cock, L.(2005).Determinants of Organic Farming Conversion.Proceeding of Conference of the 6th International Congress of the EAAE,Denmark, Copenhagan:
  15. Dehejia, R. H.,Wahba, S.(2002).Propensity Score-Matching Methods for Nonexperimental Causal Studies.The Review of Economics and Statistics,84(1),151-161.
  16. Dogliotti, S.,Rossing, W. A. H.,Van Ittersum, M. K.(2004).Systematic Design and Evaluation of Crop Rotations Enhancing Soil Conservation, Soil Fertility and Farm Income: A Case Study for Vegetable Farms in South Uruguay.Agricultural Systems,80,277-302.
  17. FAO(2011).Socio-Economic Analysis of Conservation Agriculture in Southern Africa.Johannesburg, South Africa:FAO REOSA Press.
  18. FAO,WHO(2001).Guidelines for the Production, Processing, Labelling and Marketing of Organically Produced Foods.Rome, Italy:FAO and WHO Codex Press.
  19. Feder, G.,Just, R. E.,Zilberman, D.(1985).Adoption of Agricultural Innovations in Developing Countries: A Survey.Economic Development and Cultural Change,33(2),255-298.
  20. Feder, G.,Umali, D. L.(1993).The Adoption of Agricultural Innovations: A Review.Technological Forecasting and Social Change,43(3-4),215-239.
  21. Fedigan, L.(2015).21st Century Homestead: Organic Farming.Morrisville, USA:Lulu.com Press.
  22. Galluzzo, N.(2014).Comparing Technical and Economic Efficiency among Organic and Conventional Italian Olive Farms.The International Journal of Agricultural Science, Research and Technology (IJASRT) in Extension and Education Systems,4(1),15-23.
  23. Gardebroek, C.(2006).Comparing Risk Attitudes of Organic and Non-Organic Farmers with a Bayesian Random Coefficient Model.European Review of Agricultural Economics,33(4),485-510.
  24. Genius, M.,Pantzios, C. J.,Tzouvelekas, V.(2006).Information Acquisition and Adoption of Organic Farming Practices.Journal of Agricultural and Resource Economics,31(1),93-113.
  25. Gu, X.,Rosenbaum, P. R.(1993).Comparison of Multivariate Matching Methods: Structures, Distances, and Algorithms.Journal of Computational and Graphical Statistics,2,405-420.
  26. Guo, S. Y.,Fraser, M. W.(2010).Propensity Score Analysis.Thousand Oaks:SAGE Publications Press.
  27. Heckman, J. J.(1979).Sample Selection Bias as a Specification Error.Econometrica,47(1),153-161.
  28. Hill, J.,Reiter, J. P.(2006).Interval Estimation for Treatment Effects Using Propensity Score Matching.Statistics in Medicine,25(13),2230-2256.
  29. Hirano, K.,Imbens, G. W.(2001).Using Propensity Score Weighting: An Application to Data on Right Heart Catheterization.Health Services and Outcomes Research Methodology,2(3),259-278.
  30. Hogg, R. V.,Tanis, E.(2010).Probability and Statistical Inference.USA:Pearson Press.
  31. Imbens, G. W.(2004).Nonparametric Estimation of Average Treatment Effects under Exogeneity: A Review.Review of Economics and Statistics,86,4-29.
  32. Kallas, Z.,Serra, T.,Gil, J. M.(2010).Farmers' Objectives as Determinants of Organic Farming Adoption: The Case of Catalonian Vineyard Production.Agricultural Economics,41(5),409-423.
  33. Krzywinski, M.,Altman, N.(2014).Points of Significance: Nonparametric Tests.Nature Methods,11(5),467-468.
  34. Kumbhakar, S. C.,Tsionas, E. G.,Sipiäinen, T.(2009).Joint Estimation of Technology Choice and Technical Efficiency: An Application to Organic and Conventional Diary Farming.Journal of Productivity Analysis,31,151-161.
  35. Läpple, D.(2010).Adoption and Abandonment of Organic Farming: An Empirical Investigation of the Irish Drystock Sector.Journal of Agricultural Economics,61(3),697-714.
  36. Latruffe, L.,Nauges, C.(2014).Technical Efficiency and Conversion to Organic Farming: The Case of France.European Review of Agricultural Economics,41(2),227-253.
  37. Limnios, N.,Nikulin, M.(2000).Recent Advances In Reliability Theory Methodology, Practice, and Inference.New York:Springer Science+Business Media Press.
  38. Madau, F. A.(2007).Technical Efficiency in Organic and Conventional Farming: Evidence from Italian Cereal Farms.Agricultural Economics Review,8(1),5-21.
  39. Mayen, C. D.,Balagtas, J. V.,Alexander, C. E.(2010).Technology Adoption and Technical Efficiency: Organic and Conventional Dairy Farms in the United States.American Journal of Agricultural Economics,92(1),181-195.
  40. Mzoughi, N.(2011).Farmers' Adoption of Integrated Crop Protection and Organic Farming: Do Moral and Social Concerns Matter?.Ecological Economics,70(8),1536-1545.
  41. Ndungu, S. K.,Ibrahim, M.,Kahuthia-Gathu, R.,Wahome, R. G.(2013).Impact of Organic Vegetable Production System in Kiambu and Kajiado Counties of Kenya.Journal of Environmental Science and Engineering,A2,256-266.
  42. Oelofse, M.,Høgh-Jensen, H.,Abreu, L. S.,Almeida, G. F.,Qiao, Y. H.,Sultan, T.,Neergaard, A.(2010).Certified Organic Agriculture in China and Brazil: Market Accessibility and Outcomes Following Adoption.Ecological Economics,69(9),1785-1793.
  43. Oude Lansink, O.,Pietola, A.,Bäckman, K.(2002).Efficiency and Productivity of Conventional and Organic Farms in Finland 1994-1997.European Review of Agricultural Economics,29(1),51-65.
  44. Prudencio, Y. C.(1983).Arizona University.
  45. Rosenbaum, P. R.(2002).Attributing Effects to Treatment in Matched Observational Studies.Journal of the American Statistical Association,97(457),183-192.
  46. Rosenbaum, P. R.,Rubin, D. B.(1984).Reducing Bias in Observational Studies Using Subclassification on the Propensity Score.Journal of the American Statistical Association,79,516-524.
  47. Rosenbaum, P. R.,Rubin, D. B.(1983).The Central Role of the Propensity Score in Observational Studies for Causal Effects.Biometrika,70,41-55.
  48. Rosenbaum, P. R.,Rubin, D. B.(1985).Constructing a Control Group Using Multivariate Matched Sampling Methods that Incorporate the Propensity Score.The American Statistician,39,33-38.
  49. Rubin, D. B.(2006).Matched Sampling for Causal Effects.Cambridge, England:Cambridge University Press.
  50. Rubin, D. B.(1974).Estimating Causal Effects of Treatments in Randomized and Nonrandomized Studies.Journal of Educational Psychology,66(5),688-701.
  51. Serra, T.,Goodwin, B.(2009).The Efficiency of Spanish Arable Crop Organic Farms, a Local Maximum Likelihood Approach.Journal of Productivity Analysis,31(2),113-124.
  52. Splawa-Neyman, J.,Dabrowska, D. M.,Speed, T. P.(1990).On the Application of Probability Theory to Agricultural Experiments. Essay on Principles. Section 9.Statistical Science,5(4),465-472.
  53. Tzouvelekas, V.,Pantzios, C. J.,Fotopoulos, C.(2001).Technical Efficiency of Alternative Farming Systems: The Case of Greek Organic and Conventional Olive-Growing Farms.Food Policy,26,549-569.
  54. Uematsu, H.,Mishra, A. K.(2012).Organic Farmers or Conventional Farmers: Where's the Money?.Ecological Economics,78,55-62.
  55. 王明妤、林玠恒、方治文、凃安蓉、張甄育、林倩如(2011)。農民持續採用有機耕種行為意圖之研究:以計畫行為理論為基礎。台灣農學會報,12,68-88。
  56. 吳明峰(2011)。國立中山大學公共事務管理研究所。
  57. 林銘洲(2001)。輔導有機米產銷經營。農政與農情,108,103-104。
  58. 許世宏、劉惠國、柳婉郁(2010)。台南縣後壁鄉稻農對有機稻米看法之分析。作物、環境與生物資訊,7,21-36。
  59. 陳源俊、劉興榮、沈聰明、謝依霖(2010)。認知、情感與行為因素影響有機產業群聚發展之研究─以富里鄉居民為例。花蓮區農業改良場研究彙報,28,61-76。
  60. 顏月珠(2006)。商用統計學。台北:三民書局。