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Climate change adaptation and productive efficiency of subsistence farming: A bias-corrected panel data stochastic frontier approach

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  • Asmare, Fissha
  • Jaraitė, Jūratė
  • Kažukauskas, Andrius

Abstract

We explore the impact of climate change adaptation on the technical efficiency of Ethiopian farmers using panel data collected from 6,820 farm plots. We employ Green's (2010) stochastic frontier approach and propensity score matching to address selection bias. Our results reveal that climate change adaptation improves the efficiency of maize, wheat, and barley production. We also show that failure to account for selection bias underestimates the average efficiency level. Our findings imply that the expansion of climate change adaptation at larger scales will provide a double benefit by curbing climate-related risks and increasing the efficiency of farmers. Moreover, increasing credit access and introducing mechanisms that allow farmers to get enough amount of water during the main growing season will enhance the efficiency of subsistence farmers.

Suggested Citation

  • Asmare, Fissha & Jaraitė, Jūratė & Kažukauskas, Andrius, 2022. "Climate change adaptation and productive efficiency of subsistence farming: A bias-corrected panel data stochastic frontier approach," 96th Annual Conference, April 4-6, 2022, K U Leuven, Belgium 321197, Agricultural Economics Society - AES.
  • Handle: RePEc:ags:aesc22:321197
    DOI: 10.22004/ag.econ.321197
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    1. Taffesse, Alemayehu Seyoum & Dorosh, Paul A. & Gemessa, Sinafikeh Asrat, 2012. "Crop production in Ethiopia: Regional patterns and trends," IFPRI book chapters, in: Dorosh, Paul A. & Rashid, Shahidur (ed.), Food and agriculture in Ethiopia: Progress and policy challenges, chapter 3, International Food Policy Research Institute (IFPRI).
    2. William Greene, 2010. "A stochastic frontier model with correction for sample selection," Journal of Productivity Analysis, Springer, vol. 34(1), pages 15-24, August.
    3. Khanal, Uttam & Wilson, Clevo & Hoang, Viet-Ngu & Lee, Boon, 2018. "Farmers' Adaptation to Climate Change, Its Determinants and Impacts on Rice Yield in Nepal," Ecological Economics, Elsevier, vol. 144(C), pages 139-147.
    4. Sherlund, Shane M. & Barrett, Christopher B. & Adesina, Akinwumi A., 2002. "Smallholder technical efficiency controlling for environmental production conditions," Journal of Development Economics, Elsevier, vol. 69(1), pages 85-101, October.
    5. Teklewold, Hailemariam & Kassie, Menale & Shiferaw, Bekele & Köhlin, Gunnar, 2013. "Cropping system diversification, conservation tillage and modern seed adoption in Ethiopia: Impacts on household income, agrochemical use and demand for labor," Ecological Economics, Elsevier, vol. 93(C), pages 85-93.
    6. Kaixing Huang & Nicholas Sim, 2021. "Adaptation May Reduce Climate Damage in Agriculture by Two Thirds," Journal of Agricultural Economics, Wiley Blackwell, vol. 72(1), pages 47-71, February.
    7. Temesgen Tadesse Deressa & Rashid M. Hassan, 2009. "Economic Impact of Climate Change on Crop Production in Ethiopia: Evidence from Cross-section Measures," Journal of African Economies, Centre for the Study of African Economies, vol. 18(4), pages 529-554, August.
    8. Salvatore Di Falco & Marcella Veronesi, 2014. "Managing Environmental Risk in Presence of Climate Change: The Role of Adaptation in the Nile Basin of Ethiopia," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 57(4), pages 553-577, April.
    9. Tambo, Justice A. & Mockshell, Jonathan, 2018. "Differential Impacts of Conservation Agriculture Technology Options on Household Income in Sub-Saharan Africa," Ecological Economics, Elsevier, vol. 151(C), pages 95-105.
    10. Vijayasarathy, K. & Ashok, K.R., 2015. "Climate Adaptation in Agriculture through Technological Option: Determinants and Impact on Efficiency of Production," Agricultural Economics Research Review, Agricultural Economics Research Association (India), vol. 28(1).
    11. Subal Kumbhakar & Efthymios Tsionas & Timo Sipiläinen, 2009. "Joint estimation of technology choice and technical efficiency: an application to organic and conventional dairy farming," Journal of Productivity Analysis, Springer, vol. 31(3), pages 151-161, June.
    12. Aslihan Arslan & Nancy McCarthy & Leslie Lipper & Solomon Asfaw & Andrea Cattaneo & Misael Kokwe, 2015. "Climate Smart Agriculture? Assessing the Adaptation Implications in Zambia," Journal of Agricultural Economics, Wiley Blackwell, vol. 66(3), pages 753-780, September.
    13. Jarrad Farris & Catherine Larochelle & Jeffrey Alwang & George W. Norton & Caleb King, 2017. "Poverty analysis using small area estimation: an application to conservation agriculture in Uganda," Agricultural Economics, International Association of Agricultural Economists, vol. 48(6), pages 671-681, November.
    14. Salvatore Falco & Marcella Veronesi, 2018. "Managing Environmental Risk in Presence of Climate Change: The Role of Adaptation in the Nile Basin of Ethiopia," Natural Resource Management and Policy, in: Leslie Lipper & Nancy McCarthy & David Zilberman & Solomon Asfaw & Giacomo Branca (ed.), Climate Smart Agriculture, pages 497-526, Springer.
    15. Menale Kassie & Hailemariam Teklewold & Paswel Marenya & Moti Jaleta & Olaf Erenstein, 2015. "Production Risks and Food Security under Alternative Technology Choices in Malawi: Application of a Multinomial Endogenous Switching Regression," Journal of Agricultural Economics, Wiley Blackwell, vol. 66(3), pages 640-659, September.
    16. Renato Villano & Boris Bravo-Ureta & Daniel Solís & Euan Fleming, 2015. "Modern Rice Technologies and Productivity in the Philippines: Disentangling Technology from Managerial Gaps," Journal of Agricultural Economics, Wiley Blackwell, vol. 66(1), pages 129-154, February.
    17. Kassie, Menale & Jaleta, Moti & Shiferaw, Bekele & Mmbando, Frank & Mekuria, Mulugetta, 2013. "Adoption of interrelated sustainable agricultural practices in smallholder systems: Evidence from rural Tanzania," Technological Forecasting and Social Change, Elsevier, vol. 80(3), pages 525-540.
    18. Crost, Benjamin & Duquennois, Claire & Felter, Joseph H. & Rees, Daniel I., 2018. "Climate change, agricultural production and civil conflict: Evidence from the Philippines," Journal of Environmental Economics and Management, Elsevier, vol. 88(C), pages 379-395.
    19. Khonje, Makaiko & Mkandawire, Petros & Manda, Julius & Alene, Arega, 2015. "Analysis of adoption and impacts of improved cassava varieties," 2015 Conference, August 9-14, 2015, Milan, Italy 211842, International Association of Agricultural Economists.
    20. Salvatore Di Falco & Marcella Veronesi & Mahmud Yesuf, 2011. "Does Adaptation to Climate Change Provide Food Security? A Micro-Perspective from Ethiopia," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(3), pages 825-842.
    21. Shaibu Baanni Azumah & Samuel Arkoh Donkoh & Joseph Agebase Awuni, 2019. "Correcting for sample selection in stochastic frontier analysis: insights from rice farmers in Northern Ghana," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 7(1), pages 1-15, December.
    22. Suresh, Kanesh & Khanal, Uttam & Wilson, Clevo & Managi, Shunsuke & Quayle, Annette & Santhirakumar, Samithamby, 2021. "An economic analysis of agricultural adaptation to climate change impacts in Sri Lanka: An endogenous switching regression analysis," Land Use Policy, Elsevier, vol. 109(C).
    23. Ojo, T.O. & Baiyegunhi, L.J.S., 2020. "Determinants of climate change adaptation strategies and its impact on the net farm income of rice farmers in south-west Nigeria," Land Use Policy, Elsevier, vol. 95(C).
    24. Salvatore Di Falco & Marcella Veronesi, 2013. "How Can African Agriculture Adapt to Climate Change? A Counterfactual Analysis from Ethiopia," Land Economics, University of Wisconsin Press, vol. 89(4), pages 743-766.
    25. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    26. Tambo, J. & Mockshell, J., 2018. "Differential impacts of conservation agriculture technology options on household welfare in sub-Saharan Africa," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277035, International Association of Agricultural Economists.
    27. Uttam Khanal & Clevo Wilson & Boon Lee & Viet-Ngu Hoang, 2018. "Do climate change adaptation practices improve technical efficiency of smallholder farmers? Evidence from Nepal," Climatic Change, Springer, vol. 147(3), pages 507-521, April.
    28. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    29. Asfaw, Solomon & Shiferaw, Bekele A., 2010. "Agricultural Technology Adoption and Rural Poverty: Application of an Endogenous Switching Regression for Selected East African Countries," 2010 AAAE Third Conference/AEASA 48th Conference, September 19-23, 2010, Cape Town, South Africa 97049, African Association of Agricultural Economists (AAAE).
    30. Zhang, Peng & Zhang, Junjie & Chen, Minpeng, 2017. "Economic impacts of climate change on agriculture: The importance of additional climatic variables other than temperature and precipitation," Journal of Environmental Economics and Management, Elsevier, vol. 83(C), pages 8-31.
    31. Salvatore Di Falco & Mahmud Yesuf & Gunnar Kohlin & Claudia Ringler, 2012. "Estimating the Impact of Climate Change on Agriculture in Low-Income Countries: Household Level Evidence from the Nile Basin, Ethiopia," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 52(4), pages 457-478, August.
    32. Khonje, Makaiko & Manda, Julius & Alene, Arega D. & Kassie, Menale, 2015. "Analysis of Adoption and Impacts of Improved Maize Varieties in Eastern Zambia," World Development, Elsevier, vol. 66(C), pages 695-706.
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    Crop Production/Industries; Risk and Uncertainty;

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