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The Role of Agricultural Training on Fertilizer Use Knowledge: A Randomized Controlled Experiment

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  • Pan, Dan
  • Zhang, Ning

Abstract

Improving farmers' knowledge of fertilizer use through agricultural training has been considered a prerequisite to scientific fertilizer management. However, empirical evidence of the effect of agricultural training on farmers' fertilizer management knowledge is inconclusive. Based on a randomized controlled experiment involving 687 farmers that mitigates selection bias in the data, this paper identifies the treatment effect of agricultural training on farmers' fertilizer management knowledge in Chinese rice production. Results indicate that the fertilizer management knowledge of field-guidance farmers improved by almost 40%. However, such knowledge acquisition did not occur for curriculum-trained farmers. We also find that there is no evidence of knowledge diffusion from trained farmers to exposed farmers in the same village.

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  • Pan, Dan & Zhang, Ning, 2018. "The Role of Agricultural Training on Fertilizer Use Knowledge: A Randomized Controlled Experiment," Ecological Economics, Elsevier, vol. 148(C), pages 77-91.
    • Handle: RePEc:eee:ecolec:v:148:y:2018:i:c:p:77-91
    DOI: 10.1016/j.ecolecon.2018.02.004
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    1. Cameron, Trudy Ann & Englin, Jeffrey, 1997. "Respondent Experience and Contingent Valuation of Environmental Goods," Journal of Environmental Economics and Management, Elsevier, vol. 33(3), pages 296-313, July.
    2. Keith Finlay & Leandro M. Magnusson, 2009. "Implementing weak-instrument robust tests for a general class of instrumental-variables models," Stata Journal, StataCorp LP, vol. 9(3), pages 398-421, September.
    3. Gershon Feder, 1979. "Pesticides, Information, and Pest Management under Uncertainty," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 61(1), pages 97-103.
    4. Alam, Shamma Adeeb & Wolff, Hendrik, 2016. "Do Pesticide Sellers Make Farmers Sick? Health, Information, and Adoption of Technology in Bangladesh," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 41(1), pages 1-34, January.
    5. Yonghong Zuo & Ling Ma & Hailong Cai & Tianlong Wu & Xian Xin, 2015. "China’s on-going debates over large-scale farming: what are the pros and cons?," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 7(3), pages 338-343, September.
    6. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    7. Chander, Parkash & Thangavelu, Shandre M., 2004. "Technology adoption, education and immigration policy," Journal of Development Economics, Elsevier, vol. 75(1), pages 79-94, October.
    8. HU, Ruifa & YANG, Zhijian & KELLY, Peter & HUANG, Jikun, 2009. "Agricultural extension system reform and agent time allocation in China," China Economic Review, Elsevier, vol. 20(2), pages 303-315, June.
    9. Doris Läpple & Hugh Kelley, 2015. "Spatial dependence in the adoption of organic drystock farming in Ireland," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 42(2), pages 315-337.
    10. Godtland, Erin M & Sadoulet, Elisabeth & De Janvry, Alain & Murgai, Rinku & Ortiz, Oscar, 2004. "The Impact of Farmer Field Schools on Knowledge and Productivity: A Study of Potato Farmers in the Peruvian Andes," Economic Development and Cultural Change, University of Chicago Press, vol. 53(1), pages 63-92, October.
    11. Duflo, Esther & Glennerster, Rachel & Kremer, Michael, 2008. "Using Randomization in Development Economics Research: A Toolkit," Handbook of Development Economics, in: T. Paul Schultz & John A. Strauss (ed.), Handbook of Development Economics, edition 1, volume 4, chapter 61, pages 3895-3962, Elsevier.
    12. Cameron, A Colin & Trivedi, Pravin K, 1986. "Econometric Models Based on Count Data: Comparisons and Applications of Some Estimators and Tests," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 1(1), pages 29-53, January.
    13. Mancini, Francesca & Termorshuizen, Aad J. & Jiggins, Janice L.S. & van Bruggen, Ariena H.C., 2008. "Increasing the environmental and social sustainability of cotton farming through farmer education in Andhra Pradesh, India," Agricultural Systems, Elsevier, vol. 96(1-3), pages 16-25, March.
    14. Chen, Ruijian & Huang, Jikun & Qiao, Fangbin, 2013. "Farmers' knowledge on pest management and pesticide use in Bt cotton production in china," China Economic Review, Elsevier, vol. 27(C), pages 15-24.
    15. Sun, Cong & Kahn, Matthew E. & Zheng, Siqi, 2017. "Self-protection investment exacerbates air pollution exposure inequality in urban China," Ecological Economics, Elsevier, vol. 131(C), pages 468-474.
    16. Li Jiang & Zhihui Li, 2016. "Urbanization and the Change of Fertilizer Use Intensity for Agricultural Production in Henan Province," Sustainability, MDPI, vol. 8(2), pages 1-12, February.
    17. Ruiyao Ying & Li Zhou & Wuyang Hu & Dan Pan, 2017. "Agricultural technical education and agrochemical use by rice farmers in China," Agribusiness, John Wiley & Sons, Ltd., vol. 33(4), pages 522-536, September.
    18. Peng Gong & Lu Liang & Qiang Zhang, 2011. "China must reduce fertilizer use too," Nature, Nature, vol. 473(7347), pages 284-285, May.
    19. Hausman, Jerry & Hall, Bronwyn H & Griliches, Zvi, 1984. "Econometric Models for Count Data with an Application to the Patents-R&D Relationship," Econometrica, Econometric Society, vol. 52(4), pages 909-938, July.
    20. Steven Buck & Jeffrey Alwang, 2011. "Agricultural extension, trust, and learning: results from economic experiments in Ecuador," Agricultural Economics, International Association of Agricultural Economists, vol. 42(6), pages 685-699, November.
    21. Miriam Bruhn & David McKenzie, 2009. "In Pursuit of Balance: Randomization in Practice in Development Field Experiments," American Economic Journal: Applied Economics, American Economic Association, vol. 1(4), pages 200-232, October.
    22. Margarita Genius & Phoebe Koundouri & Céline Nauges & Vangelis Tzouvelekas, 2014. "Information Transmission in Irrigation Technology Adoption and Diffusion: Social Learning, Extension Services, and Spatial Effects," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(1), pages 328-344.
    23. Gedikoglu, Haluk & McCann, Laura & Artz, Georgeanne, 2011. "Off-Farm Employment Effects on Adoption of Nutrient Management Practices," Agricultural and Resource Economics Review, Cambridge University Press, vol. 40(2), pages 293-306, September.
    24. Greenstone, Michael & Gayer, Ted, 2009. "Quasi-experimental and experimental approaches to environmental economics," Journal of Environmental Economics and Management, Elsevier, vol. 57(1), pages 21-44, January.
    25. Roderick M. Rejesus & Maria Erlinda M. Mutuc & Mahmut Yasar & Aileen V. Lapitan & Florencia G. Palis & Truong Thi Ngoc Chi, 2012. "Sending Vietnamese Rice Farmers Back to School: Further Evidence on the Impacts of Farmer Field Schools," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 60(3), pages 407-426, September.
    26. Ansell, Christopher K. & Bartenberger, Martin, 2016. "Varieties of experimentalism," Ecological Economics, Elsevier, vol. 130(C), pages 64-73.
    27. Theriault, Veronique & Smale, Melinda & Haider, Hamza, 2017. "How Does Gender Affect Sustainable Intensification of Cereal Production in the West African Sahel? Evidence from Burkina Faso," World Development, Elsevier, vol. 92(C), pages 177-191.
    28. Hammond Wagner, Courtney & Cox, Michael & Bazo Robles, José Luis, 2016. "Pesticide lock-in in small scale Peruvian agriculture," Ecological Economics, Elsevier, vol. 129(C), pages 72-81.
    29. Mo, Di & Swinnen, Johan & Zhang, Linxiu & Yi, Hongmei & Qu, Qinghe & Boswell, Matthew & Rozelle, Scott, 2013. "Can One-to-One Computing Narrow the Digital Divide and the Educational Gap in China? The Case of Beijing Migrant Schools," World Development, Elsevier, vol. 46(C), pages 14-29.
    30. Schreinemachers, Pepijn & Wu, Mei-huey & Uddin, Md. Nasir & Ahmad, Shahabuddin & Hanson, Peter, 2016. "Farmer training in off-season vegetables: Effects on income and pesticide use in Bangladesh," Food Policy, Elsevier, vol. 61(C), pages 132-140.
    31. Dan Pan, 2014. "The Impact of Agricultural Extension on Farmer Nutrient Management Behavior in Chinese Rice Production: A Household-Level Analysis," Sustainability, MDPI, vol. 6(10), pages 1-22, September.
    32. Huang, Jikun & Huang, Zhurong & Jia, Xiangping & Hu, Ruifa & Xiang, Cheng, 2015. "Long-term reduction of nitrogen fertilizer use through knowledge training in rice production in China," Agricultural Systems, Elsevier, vol. 135(C), pages 105-111.
    33. Liu, Ying & Huang, Jikun & Zikhali, Precious, 2016. "The bittersweet fruits of industrialization in rural China: The cost of environment and the benefit from off-farm employment," China Economic Review, Elsevier, vol. 38(C), pages 1-10.
    34. Echávarri, Rebeca & Husillos, Javier, 2016. "The Missing Link Between Parents’ Preferences and Daughters’ Survival: The Moderator Effect of Societal Discrimination," World Development, Elsevier, vol. 78(C), pages 372-385.
    35. Gershon Feder & Rinku Murgai & Jaime B. Quizon, 2004. "The Acquisition and Diffusion of Knowledge: The Case of Pest Management Training in Farmer Field Schools, Indonesia," Journal of Agricultural Economics, Wiley Blackwell, vol. 55(2), pages 221-243, July.
    36. Erwin Bulte & Gonne Beekman & Salvatore Di Falco & Joseph Hella & Pan Lei, 2014. "Behavioral Responses and the Impact of New Agricultural Technologies: Evidence from a Double-blind Field Experiment in Tanzania," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(3), pages 813-830.
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