IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v172y2021ics0040162521004637.html
   My bibliography  Save this article

Climate change perception and impact of on-farm demonstration on intensity of adoption of adaptation strategies among smallholder farmers in South Africa

Author

Listed:
  • Ojo, T.O.
  • Ogundeji, A.A.
  • Belle, J.A.

Abstract

Climate is one of the most important factors in agricultural productivity, which directly or indirectly influences productivity. It is, therefore, essential to understand the various strategies used by farmers to mitigate the adverse impacts of climate change (CC). Data was collected from 183 participants from nine (9) District Municipalities in four provinces of South Africa. A double-hurdle model was employed to estimate the factors influencing farmers’ perception of CC and adoption of adaptation strategies. A Poisson endogenous treatment (PET) model estimated the effect of on-farm demonstrations on climate change adoption strategies (CCAS). The result of the PET revealed that on-farm demonstrations increased the intensity of CCAS. The results, also indicated that soil and water conservation, migration, improved varieties were the most suited CCAS in South Africa. Thus, income from non-farm employment can be ploughed back into farm operations such as the adoption of soil and water conservation and use of improved planting varieties to mitigate climate variability and subsequently increase productivity. The study concluded that education attainment, non-farm employment, access to climate change information and on-farm training were significant incentives to enhance smallholder farmers' adaptive capacity by adopting various adaptation approaches.

Suggested Citation

  • Ojo, T.O. & Ogundeji, A.A. & Belle, J.A., 2021. "Climate change perception and impact of on-farm demonstration on intensity of adoption of adaptation strategies among smallholder farmers in South Africa," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    • Handle: RePEc:eee:tefoso:v:172:y:2021:i:c:s0040162521004637
    DOI: 10.1016/j.techfore.2021.121031
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162521004637
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.techfore.2021.121031?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Giuseppe De Luca & Valeria Perotti, 2011. "Estimation of ordered response models with sample selection," Stata Journal, StataCorp LP, vol. 11(2), pages 213-239, June.
    2. Crossman, Neville D. & Burkhard, Benjamin & Nedkov, Stoyan & Willemen, Louise & Petz, Katalin & Palomo, Ignacio & Drakou, Evangelia G. & Martín-Lopez, Berta & McPhearson, Timon & Boyanova, Kremena & , 2013. "A blueprint for mapping and modelling ecosystem services," Ecosystem Services, Elsevier, vol. 4(C), pages 4-14.
    3. Okello, Julius J. & Kirui, Oliver K. & Gitonga, Zachary M. & Njiraini, Georgina W. & Nzuma, Jonathan M., 2014. "Determinants of Awareness and Use ICT-based Market Information Services in Developing-Country Agriculture: The Case of Smallholder Farmers in Kenya," Quarterly Journal of International Agriculture, Humboldt-Universitaat zu Berlin, vol. 53(3), pages 1-20, August.
    4. Sarthak Gaurav & Ashish Singh, 2012. "An Inquiry into the Financial Literacy and Cognitive Ability of Farmers: Evidence from Rural India," Oxford Development Studies, Taylor & Francis Journals, vol. 40(3), pages 358-380, September.
    5. T. O Ojo & L.J. S Baiyegunhi & A. O Salami, 2019. "Impact of Credit Demand on the Productivity of Rice Farmers in South West Nigeria," Journal of Economics and Behavioral Studies, AMH International, vol. 11(1), pages 166-180.
    6. T. O. Ojo & A. A. Ogundeji & S. C. Babu & T. Alimi, 2020. "Estimating financing gaps in rice production in Southwestern Nigeria," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 9(1), pages 1-18, December.
    7. Amogne Asfaw & Belay Simane & Amare Bantider & Ali Hassen, 2019. "Determinants in the adoption of climate change adaptation strategies: evidence from rainfed-dependent smallholder farmers in north-central Ethiopia (Woleka sub-basin)," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 21(5), pages 2535-2565, October.
    8. Smale, Melinda & Assima, Amidou & Kergna, Alpha & Thériault, Véronique & Weltzien, Eva, 2018. "Farm family effects of adopting improved and hybrid sorghum seed in the Sudan Savanna of West Africa," Food Policy, Elsevier, vol. 74(C), pages 162-171.
    9. Feder, Gershon & Just, Richard E & Zilberman, David, 1985. "Adoption of Agricultural Innovations in Developing Countries: A Survey," Economic Development and Cultural Change, University of Chicago Press, vol. 33(2), pages 255-298, January.
    10. 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.
    11. Kolawole Ogundari & Awudu Abdulai, 2014. "Determinants of Household's Education and Healthcare Spending in Nigeria: Evidence from Survey Data," African Development Review, African Development Bank, vol. 26(1), pages 1-14, March.
    12. Adolwa, Ivan Solomon & Schwarze, Stefan & Buerkert, Andreas, 2019. "Impacts of integrated soil fertility management on yield and household income: The case of Tamale (Ghana) and Kakamega (Kenya)," Ecological Economics, Elsevier, vol. 161(C), pages 186-192.
    13. Khan, Imran & Lei, Hongdou & Shah, Irshad Ali & Ali, Imad & Khan, Inayat & Muhammad, Ihsan & Huo, Xuexi & Javed, Tehseen, 2020. "Farm households’ risk perception, attitude and adaptation strategies in dealing with climate change: Promise and perils from rural Pakistan," Land Use Policy, Elsevier, vol. 91(C).
    14. Roberto Esposti, 2017. "The heterogeneous farm-level impact of the 2005 CAP-first pillar reform: A multivalued treatment effect estimation," Agricultural Economics, International Association of Agricultural Economists, vol. 48(3), pages 373-386, May.
    15. Sarah Ann Wheeler & Ying Xu & Alec Zuo, 2020. "Modelling the climate, water and socio-economic drivers of farmer exit in the Murray-Darling Basin," Climatic Change, Springer, vol. 158(3), pages 551-574, February.
    16. Acquah, H. de-Graft & Onumah, Edward E., 2011. "Farmers Perception and Adaptation to Climate Change: An Estimation of Willingness to Pay," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 3(4), pages 1-9, December.
    17. Jeffrey M. Wooldridge, 2002. "Inverse probability weighted M-estimators for sample selection, attrition, and stratification," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 117-139, August.
    18. Hermann Waibel & Thi Hoa Pahlisch & Marc Völker, 2018. "Farmers’ Perceptions of and Adaptations to Climate Change in Southeast Asia: The Case Study from Thailand and Vietnam," Natural Resource Management and Policy, in: Leslie Lipper & Nancy McCarthy & David Zilberman & Solomon Asfaw & Giacomo Branca (ed.), Climate Smart Agriculture, pages 137-160, Springer.
    19. Danso-Abbeam, Gideon & Baiyegunhi, Lloyd J.S., 2018. "Welfare impact of pesticides management practices among smallholder cocoa farmers in Ghana," Technology in Society, Elsevier, vol. 54(C), pages 10-19.
    20. Temesgen T. Deressa, 2011. "Effects of climatic conditions and agro-ecological settings on the productive efficiencies of small-holder farmers in Ethopia," Working Papers 223, Economic Research Southern Africa.
    21. T. O. Ojo & L. J. S. Baiyegunhi, 2020. "Determinants of credit constraints and its impact on the adoption of climate change adaptation strategies among rice farmers in South-West Nigeria," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 9(1), pages 1-15, December.
    22. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    23. Miyuki Iiyama & Patrick Kariuki & Patti Kristjanson & Simeon Kaitibie & Joseph Maitima, 2008. "Livelihood diversification strategies, incomes and soil management strategies: a case study from Kerio Valley, Kenya," Journal of International Development, John Wiley & Sons, Ltd., vol. 20(3), pages 380-397.
    24. Martey, Edward & Etwire, Prince M. & Kuwornu, John K.M., 2020. "Economic impacts of smallholder farmers’ adoption of drought-tolerant maize varieties," Land Use Policy, Elsevier, vol. 94(C).
    25. Manda, J. & Gardebroek, C. & Kuntashula, E. & Alene, A.D., 2018. "Impact of Improved Maize Varieties on Food Security in Eastern Zambia: a doubly robust analysis," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277004, International Association of Agricultural Economists.
    26. Awudu Abdulai & Wallace Huffman, 2014. "The Adoption and Impact of Soil and Water Conservation Technology: An Endogenous Switching Regression Application," Land Economics, University of Wisconsin Press, vol. 90(1), pages 26-43.
    27. Terza, Joseph V., 1998. "Estimating count data models with endogenous switching: Sample selection and endogenous treatment effects," Journal of Econometrics, Elsevier, vol. 84(1), pages 129-154, May.
    28. Mario J. Miranda & Paul L. Fackler, 2004. "Applied Computational Economics and Finance," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262633094, December.
    29. Thinda, K.T. & Ogundeji, A.A. & Belle, J.A. & Ojo, T.O., 2020. "Understanding the adoption of climate change adaptation strategies among smallholder farmers: Evidence from land reform beneficiaries in South Africa," Land Use Policy, Elsevier, vol. 99(C).
    30. L. J. S. Baiyegunhi & M. B. Hassan & G. F. Ortmann, 2018. "Impact of Integrated Striga Management (ISM) technology on maize productivity in northern Nigeria: A treatment effect approach," African Journal of Science, Technology, Innovation and Development, Taylor & Francis Journals, vol. 10(3), pages 335-344, April.
    31. Cattaneo, O. & Gereffi, G. & Miroudot, S. & Taglioni, D., 2013. "Joining, upgrading and being competitive in global value chains : a strategic framework," Policy Research Working Paper Series 6406, The World Bank.
    32. Huffman, Wallace E., 1991. "Agricultural Household Models: Survey and Critique," Staff General Research Papers Archive 11008, Iowa State University, Department of Economics.
    33. Kurukulasuriya, Pradeep & Mendelsohn, Robert, 2008. "How will climate change shift agro-ecological zones and impact African agriculture ?," Policy Research Working Paper Series 4717, The World Bank.
    34. 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).
    35. Wilfred Nyangena, 2008. "Social determinants of soil and water conservation in rural Kenya," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 10(6), pages 745-767, December.
    36. Glynn, Adam N. & Quinn, Kevin M., 2010. "An Introduction to the Augmented Inverse Propensity Weighted Estimator," Political Analysis, Cambridge University Press, vol. 18(1), pages 36-56, January.
    37. Julius Manda & Cornelis Gardebroek & Elias Kuntashula & Arega D. Alene, 2018. "Impact of improved maize varieties on food security in Eastern Zambia: A doubly robust analysis," Review of Development Economics, Wiley Blackwell, vol. 22(4), pages 1709-1728, November.
    38. Barry K. Goodwin & Ashok K. Mishra, 2004. "Farming Efficiency and the Determinants of Multiple Job Holding by Farm Operators," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 86(3), pages 722-729.
    39. Call, Maia & Gray, Clark & Jagger, Pamela, 2019. "Smallholder responses to climate anomalies in rural Uganda," World Development, Elsevier, vol. 115(C), pages 132-144.
    40. Raju Ghimire & Wen-Chi Huang, 2015. "Household wealth and adoption of improved maize varieties in Nepal: a double-hurdle approach," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 7(6), pages 1321-1335, December.
    41. Elizabeth Stanton & Peter Rosset & James Boyce, 2005. "Land Reform and Sustainable Development," Working Papers wp98, Political Economy Research Institute, University of Massachusetts at Amherst.
    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. Edinam Dope Setsoafia & Wanglin Ma & Alan Renwick, 2022. "Effects of sustainable agricultural practices on farm income and food security in northern Ghana," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 10(1), pages 1-15, December.
    2. Tensi, Annika Francesca & Ang, Frederic & van der Fels-Klerx, H.J., 2022. "Behavioural drivers and barriers for adopting microbial applications in arable farms: Evidence from the Netherlands and Germany," Technological Forecasting and Social Change, Elsevier, vol. 182(C).

    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. Ojo, Temitope & Ogundeji, Abiodun A. & Belle, Johannes A. & Demont, Matty, 2021. "A Three-Stage Approach of Understanding Climate Change Perception and Adaptation Strategies Among Smallholder Farmers in South Africa," 2021 Conference, August 17-31, 2021, Virtual 315854, International Association of Agricultural Economists.
    2. Edinam Dope Setsoafia & Wanglin Ma & Alan Renwick, 2022. "Effects of sustainable agricultural practices on farm income and food security in northern Ghana," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 10(1), pages 1-15, December.
    3. Hongyun Zheng & Wanglin Ma, 2023. "Smartphone-based information acquisition and wheat farm performance: insights from a doubly robust IPWRA estimator," Electronic Commerce Research, Springer, vol. 23(2), pages 633-658, June.
    4. Faruque As Sunny & Linlin Fu & Md Sadique Rahman & Zuhui Huang, 2022. "Determinants and Impact of Solar Irrigation Facility (SIF) Adoption: A Case Study in Northern Bangladesh," Energies, MDPI, vol. 15(7), pages 1-17, March.
    5. Dilshad Ahmad & Mohammad Afzal & Abdur Rauf, 2021. "Farmers’ adaptation decisions to landslides and flash floods in the mountainous region of Khyber Pakhtunkhwa of Pakistan," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(6), pages 8573-8600, June.
    6. Ojo, Temitope O. & Baiyegunhi, Lloyd J.S & Adetoro, Adetoso A. & Ogundeji, Abiodun A., 2021. "Adoption of Soil and Water Conservation Technology and Its Impact on the Productivity of Smallholder Rice Farmers in Southwest, Nigeria," 2021 Conference, August 17-31, 2021, Virtual 314981, International Association of Agricultural Economists.
    7. Hongyun Zheng & Wanglin Ma & Gucheng Li, 2021. "Adoption of organic soil amendments and its impact on farm performance: evidence from wheat farmers in China," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 65(2), pages 367-390, April.
    8. Smale, Melinda & Assima, Amidou & Kergna, Alpha & Thériault, Véronique & Weltzien, Eva, 2018. "Farm family effects of adopting improved and hybrid sorghum seed in the Sudan Savanna of West Africa," Food Policy, Elsevier, vol. 74(C), pages 162-171.
    9. Ndlovu, P.N. & Thamaga-Chitja, J.M. & Ojo, T.O., 2021. "Factors influencing the level of vegetable value chain participation and implications on smallholder farmers in Swayimane KwaZulu-Natal," Land Use Policy, Elsevier, vol. 109(C).
    10. Manda, Julius & Alene, Arega D. & Tufa, Adane H. & Abdoulaye, Tahirou & Wossen, Tesfamicheal & Chikoye, David & Manyong, Victor, 2019. "The poverty impacts of improved cowpea varieties in Nigeria: A counterfactual analysis," World Development, Elsevier, vol. 122(C), pages 261-271.
    11. Remya Tressa Jacob & Rudra Sensarma, 2022. "Does knowledge empower? A story of debt literacy and credit usage in rural consumer finance," Working papers 529, Indian Institute of Management Kozhikode.
    12. Hörner, Denise & Wollni, Meike, 2021. "Integrated soil fertility management and household welfare in Ethiopia," Food Policy, Elsevier, vol. 100(C).
    13. Adolwa, Ivan Solomon & Schwarze, Stefan & Buerkert, Andreas, 2019. "Impacts of integrated soil fertility management on yield and household income: The case of Tamale (Ghana) and Kakamega (Kenya)," Ecological Economics, Elsevier, vol. 161(C), pages 186-192.
    14. Hongyun Zheng & Wanglin Ma & Yanzhi Guo, 2023. "Does nutrition knowledge training improve dietary diversity and nutrition intake? Insights from rural China," Agribusiness, John Wiley & Sons, Ltd., vol. 39(S1), pages 1417-1436, December.
    15. Vaiknoras, Kate A. & Larochelle, Catherine & Alwang, Jeffrey, 2020. "The spillover effects of seed producer groups on non-member farmers in local communities in Nepal," 2020 Annual Meeting, July 26-28, Kansas City, Missouri 304359, Agricultural and Applied Economics Association.
    16. Wanglin Ma & Xiaobing Wang, 2020. "Internet Use, Sustainable Agricultural Practices and Rural Incomes: Evidence from China," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(4), pages 1087-1112, October.
    17. Ayat Ullah & Nasir Mahmood & Alam Zeb & Harald Kächele, 2020. "Factors Determining Farmers’ Access to and Sources of Credit: Evidence from the Rain-Fed Zone of Pakistan," Agriculture, MDPI, vol. 10(12), pages 1-13, November.
    18. Temitope Oluwaseun Ojo & Abiodun A. Ogundeji & Chijioke U. Emenike, 2022. "Does Adoption of Climate Change Adaptation Strategy Improve Food Security? A Case of Rice Farmers in Ogun State, Nigeria," Land, MDPI, vol. 11(11), pages 1-16, October.
    19. Khushbu Mishra & Abdoul G. Sam & Gracious M. Diiro & Mario J. Miranda, 2020. "Gender and the dynamics of technology adoption: Empirical evidence from a household‐level panel data," Agricultural Economics, International Association of Agricultural Economists, vol. 51(6), pages 857-870, November.
    20. Charles Yaw Okyere & Ama Asantewah Ahene-Codjoe, 2022. "Irrigated Agriculture and Welfare: Panel Data Evidence from Southern Ghana," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 34(2), pages 583-610, April.

    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:eee:tefoso:v:172:y:2021:i:c:s0040162521004637. 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: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    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.