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Impacts of Extension Contact on the Adoption of Formulated Fertilizers and Farm Performance among Large-Scale Farms in Rural China

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  • Zengwei Xu

    (Business School, Yangzhou University, Yangzhou 225127, China)

  • Jing Li

    (College of Public Administration, Nanjing Agricultural University, Nanjing 210095, China)

  • Jiliang Ma

    (Institute of Agricultural Economics and Development, Chinese Academy of Agricultural Sciences, Beijing 100081, China)

Abstract

Growing concerns about the environmental costs of agricultural production have given new impetus to the promotion of sustainable agricultural production technologies that can reduce soil erosion and the excessive use of agricultural chemicals. Although numerous policies have been implemented to popularize soil testing and formulated fertilization technologies in China, the diffusion of the technology among large-scale farmers (LSFs) has been addressed only rarely. We used a two-stage controlled function model to control for endogeneity and selection bias in contacting extension staff to assess the effect of an extension contact on technology adoption behavior by LSFs, Propensity Score Matching techniques are also utilized to analyze the effects of extension contact on the rice yields and nutrient use amount. Empirical results from Jiangsu and Jiangxi provinces show that extension contact plays a crucial role in promoting soil testing and the adoption of formulated fertilization technologies; LSFs’ adoption raises rice yields, however, the impact of extension contact on reducing nutrient use amount does not pass the significance test. The findings add to the theoretical literature on technology extension, and we used them to suggest policies to encourage tailored agricultural extension systems by constructing rural technological extension networks.

Suggested Citation

  • Zengwei Xu & Jing Li & Jiliang Ma, 2022. "Impacts of Extension Contact on the Adoption of Formulated Fertilizers and Farm Performance among Large-Scale Farms in Rural China," Land, MDPI, vol. 11(11), pages 1-19, November.
  • Handle: RePEc:gam:jlands:v:11:y:2022:i:11:p:1974-:d:963401
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    as
    1. A. Smith, Jeffrey & E. Todd, Petra, 2005. "Does matching overcome LaLonde's critique of nonexperimental estimators?," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 305-353.
    2. Daxini, Amar & O’Donoghue, Cathal & Ryan, Mary & Buckley, Cathal & Barnes, Andrew P., 2018. "Factors influencing farmers' intentions to adopt nutrient management planning: accounting for heterogeneity," 166th Seminar, August 30-31, 2018, Galway, West of Ireland 276183, European Association of Agricultural Economists.
    3. Gabriel Malima & Saba Eshetie & Abdulai Rahaman & Pastory Mrosso & Loes Witteveen, 2020. "Purchasing and up-scaling of the privatized advisory services: An innovation perspective on privatized soil testing in Africa," Community Development, Taylor & Francis Journals, vol. 51(3), pages 230-242, May.
    4. 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.
    5. Aminou Arouna & Jeffrey D. Michler & Wilfried G. Yergo & Kazuki Saito, 2021. "One Size Fits All? Experimental Evidence on the Digital Delivery of Personalized Extension Advice in Nigeria," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(2), pages 596-619, March.
    6. Hussain, Muhammad Sajid & Coelli, Tim J. & Simmons, Phil, 1999. "An Analysis of the Technical Efficiency of Cotton Farmers in the Punjab province in Pakistan," 1999 Conference (43th), January 20-22, 1999, Christchurch, New Zealand 123815, Australian Agricultural and Resource Economics Society.
    7. Zanxin Wang & Saqib Ali & Ahsan Akbar & Farhan Rasool, 2020. "Determining the Influencing Factors of Biogas Technology Adoption Intention in Pakistan: The Moderating Role of Social Media," IJERPH, MDPI, vol. 17(7), pages 1-20, March.
    8. Tesfamicheal Wossen & Thomas Berger & Salvatore Di Falco, 2015. "Social capital, risk preference and adoption of improved farm land management practices in Ethiopia," Agricultural Economics, International Association of Agricultural Economists, vol. 46(1), pages 81-97, January.
    9. Thangata, P. H. & Alavalapati, J. R. R., 2003. "Agroforestry adoption in southern Malawi: the case of mixed intercropping of Gliricidia sepium and maize," Agricultural Systems, Elsevier, vol. 78(1), pages 57-71, October.
    10. Fadare, Olusegun Ayodeji & Akerele, Dare & Toritseju, Begho, 2014. "Factors Influencing Adoption Decisions Of Maize Farmers In Nigeria," International Journal of Food and Agricultural Economics (IJFAEC), Alanya Alaaddin Keykubat University, Department of Economics and Finance, vol. 2(3), pages 1-10, July.
    11. Feder, Gershon & Slade, Roger H, 1986. "The Impact of Agricultural Extension: The Training and Visit System in India," The World Bank Research Observer, World Bank, vol. 1(2), pages 139-161, July.
    12. Ali, Akhter & Rahut, Dil Bahadur, 2013. "Impact of Agricultural Extension Services on Technology Adoption and Crops Yield: Empirical Evidence from Pakistan," Asian Journal of Agriculture and Rural Development, Asian Economic and Social Society (AESS), vol. 3(11), November.
    13. Elaine M. Liu, 2013. "Time to Change What to Sow: Risk Preferences and Technology Adoption Decisions of Cotton Farmers in China," The Review of Economics and Statistics, MIT Press, vol. 95(4), pages 1386-1403, October.
    14. Zivanomoyo James & Mukarati Julius, 2013. "Determinants of choice of crop variety as climate change adaptation option in arid regions of Zimbabwe," Russian Journal of Agricultural and Socio-Economic Sciences, CyberLeninka;Редакция журнала Russian Journal of Agricultural and Socio-Economic Sciences, vol. 15(3), pages 54-62.
    15. Joseph I. Uduji & Elda N. Okolo‐Obasi & Simplice A. Asongu, 2019. "Growth Enhancement Support Scheme (GESS) and Farmers’ Fertilizer Use in Rural Nigeria," African Development Review, African Development Bank, vol. 31(3), pages 348-363, September.
    16. Ali, Akhter & Rahut, Dil Bahadur, 2013. "Impact of Agricultural Extension Services on Technology Adoption and Crops Yield: Empirical Evidence from Pakistan," Asian Journal of Agriculture and Rural Development, Asian Economic and Social Society (AESS), vol. 3(11), pages 1-14, November.
    17. Daxini, Amar & O'Donoghue, Cathal & Ryan, Mary & Barnes, Andrew & Buckley, Cathal & Daly, Karen, 2018. "Which factors influence farmers’ intentions to adopt nutrient management planning?," 92nd Annual Conference, April 16-18, 2018, Warwick University, Coventry, UK 273494, Agricultural Economics Society.
    18. Daxini, Amar & O'Donoghue, Cathal & Ryan, Mary & Barnes, Andrew & Buckley, Cathal & Daly, Karen, 2018. "Which factors influence farmers’ intentions to adopt nutrient management planning?," 92nd Annual Conference, April 16-18, 2018, Warwick University, Coventry, UK 273498, Agricultural Economics Society.
    19. Knowler, Duncan & Bradshaw, Ben, 2007. "Farmers' adoption of conservation agriculture: A review and synthesis of recent research," Food Policy, Elsevier, vol. 32(1), pages 25-48, February.
    20. Arega Alene & V. Manyong, 2007. "The effects of education on agricultural productivity under traditional and improved technology in northern Nigeria: an endogenous switching regression analysis," Empirical Economics, Springer, vol. 32(1), pages 141-159, April.
    21. Nakano, Yuko & Tsusaka, Takuji W. & Aida, Takeshi & Pede, Valerien O., 2018. "Is farmer-to-farmer extension effective? The impact of training on technology adoption and rice farming productivity in Tanzania," World Development, Elsevier, vol. 105(C), pages 336-351.
    22. Hussain, Athar & Lanjouw, Peter & Stern, Nicholas, 1994. "Income inequalities in China: Evidence from household survey data," World Development, Elsevier, vol. 22(12), pages 1947-1957, December.
    23. Andre Croppenstedt & Mulat Demeke & Meloria M. Meschi, 2003. "Technology Adoption in the Presence of Constraints: the Case of Fertilizer Demand in Ethiopia," Review of Development Economics, Wiley Blackwell, vol. 7(1), pages 58-70, February.
    24. Joseph I. Uduji & Elda N. Okolo-Obasi & Simplice A. Asongu, 2019. "Growth Enhancement Support Scheme (GESS) and Farmers’ Fertilizer Use in Rural Nigeria," Working Papers 19/055, European Xtramile Centre of African Studies (EXCAS).
    25. Matshe, Innocent & Young, Trevor, 2004. "Off-farm labour allocation decisions in small-scale rural households in Zimbabwe," Agricultural Economics, Blackwell, vol. 30(3), pages 175-186, May.
    26. Owens, Trudy & Hoddinott, John & Kinsey, Bill, 2003. "The Impact of Agricultural Extension on Farm Production in Resettlement Areas of Zimbabwe," Economic Development and Cultural Change, University of Chicago Press, vol. 51(2), pages 337-357, January.
    27. Dejene, Alemneh, 1989. "The training and visit agricultural extension in rainfed agriculture: Lessons from Ethiopia," World Development, Elsevier, vol. 17(10), pages 1647-1659, October.
    28. Kotchikpa G. Lawin & Lota D. Tamini, 2019. "Tenure Security and Farm Efficiency Analysis Correcting for Biases from Observed and Unobserved Variables: Evidence from Benin," Journal of Agricultural Economics, Wiley Blackwell, vol. 70(1), pages 116-134, February.
    29. Abdulai, Awudu & Owusu, Victor & Goetz, Renan, 2011. "Land tenure differences and investment in land improvement measures: Theoretical and empirical analyses," Journal of Development Economics, Elsevier, vol. 96(1), pages 66-78, September.
    30. Kenneth A. Baerenklau, 2005. "Toward an Understanding of Technology Adoption: Risk, Learning, and Neighborhood Effects," Land Economics, University of Wisconsin Press, vol. 81(1).
    31. Sheikh, A. D. & Rehman, T. & Yates, C. M., 2003. "Logit models for identifying the factors that influence the uptake of new `no-tillage' technologies by farmers in the rice-wheat and the cotton-wheat farming systems of Pakistan's Punjab," Agricultural Systems, Elsevier, vol. 75(1), pages 79-95, January.
    32. Freedman, David A. & Sekhon, Jasjeet S., 2010. "Endogeneity in Probit Response Models," Political Analysis, Cambridge University Press, vol. 18(2), pages 138-150, April.
    33. Oyinlola Rafiat Ogunpaimo & Zainab Oyetunde-Usman & Jolaosho Surajudeen, 2021. "Impact of Climate Change Adaptation on Household Food Security in Nigeria—A Difference-in-Difference Approach," Sustainability, MDPI, vol. 13(3), pages 1-19, January.
    34. Wooldridge, Jeffrey M., 2014. "Quasi-maximum likelihood estimation and testing for nonlinear models with endogenous explanatory variables," Journal of Econometrics, Elsevier, vol. 182(1), pages 226-234.
    35. Ayalew, Hailemariam & Chamberlin, Jordan & Newman, Carol, 2022. "Site-specific agronomic information and technology adoption: A field experiment from Ethiopia," Journal of Development Economics, Elsevier, vol. 156(C).
    36. 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.
    37. Sascha O. Becker & Andrea Ichino, 2002. "Estimation of average treatment effects based on propensity scores," Stata Journal, StataCorp LP, vol. 2(4), pages 358-377, November.
    38. Owens, Trudy & Hoddinott, John & Kinsey, Bill, 2003. "The Impact of Agricultural Extension on Farm Production in Resettlement Areas of Zimbabwe," Economic Development and Cultural Change, University of Chicago Press, vol. 51(2), pages 337-357, January.
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