The adverse effects of climate change on agricultural productivity are on the increase. This study employed both descriptive statistics and the multivariate probit model to estimate factors constraining the adoption of climate change adaptation strategies among smallholder farmers in the study area. The empirical results of the multivariate probit model showed that a lack of knowledge of climate change constraints was influenced by smallholder farmers’ age, gender, off-farm activity, susceptibility and membership in farmer-based organizations. Thus, to improve the adaptive capacity of farmers, government and development partners should work together to improve the conditions under which farmers can gain access to climate change information and suitable agricultural credit as well as policy incentives aimed at lowering the stringent conditions of borrowing in the agricultural sector.
AbdulaiAHuffmanW (2014) The adoption and impact of soil and water conservation technology: An endogenous switching regression application. Land Economics90(1): 26–43.
2.
AhmedMHMelesseKA (2018) Impact of off-farm activities on technical efficiency: Evidence from maize producers of eastern Ethiopia. Agricultural and Food Economics6(1): 3.
3.
AjetomobiJOAbidunAHassanRM (2010) Economic impact of climate change on irrigated rice agriculture in Nigeria. In: AAAE Third Conference/AEASA 48th Conference, Cape Town, South Africa, 308-2016-5082, AAAE, pp.1–20.
4.
AnangBTAmikuzunoJ (2015) Factors influencing pesticide use in smallholder rice production in Northern Ghana. Agriculture, Forestry and Fisheries4(2): 77–82.
5.
AsfawASimaneBBantiderA, et al. (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 Sustainability21(5): 2535–2565.
6.
AsfawASimaneBHassenA, et al. (2018) Variability and time series trend analysis of rainfall and temperature in north-central Ethiopia: A case study in Woleka sub-basin. Weather and Climate Extremes19: 29–41.
7.
AsfawSDi BattistaFLipperL (2016) Agricultural technology adoption under climate change in the Sahel: Micro-evidence from Niger. Journal of African Economies25(5): 637–669.
8.
AwotideDO (2012) Assessment of women’s participation in cooperative societies and its determinants in Yewa North local government area of Ogun state, Nigeria. Asian Journal of Agriculture and Rural Development2: 344–350.
9.
BaethgenWEMeinkeHGimenezA (2003) Adaptation of agricultural production systems to climate variability and climate change: Lessons learned and proposed research approach. In: Climate Adaptation.net Conference: Insights and Tools for Adaptation: Learning from Climate Variability, Washington, DC, Island Press, 18–20.
10.
BaiyegunhiLJSHassanMBOrtmannGF (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 Development10(3): 335–344.
11.
BelowTBMutabaziKDKirschkeD, et al. (2012) Can farmers’ adaptation to climate change be explained by socio-economic household-level variables?Global Environmental Change22(1): 223–235.
12.
BhushanSSwamiSSharmaSK, et al. (2018) Indigenous knowledge management for disaster mitigation and sustainable development in the eco community villages of India. SSRN Electronic Journal. DOI: 10.2139/ssrn.3297971.
13.
BokoMNiangINyongA, et al. (2007) Africa climate change 2007: Impacts, adaptation and vulnerability. In: ParryMLCanzianiOFPalutikofJP, et al. (eds) Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge: Cambridge University Press, 433–467.
14.
BryanERinglerCOkobaB, et al. (2011) Coping with climate variability and adapting to climate change in Kenya: Household and community strategies and determinants. Washington, DC: IFPRI.
15.
ChambweraMStageJ (2010) Climate Change Adaptation in Developing Countries: Issues and Perspectives for Economic Analysis. Available at: www.iied.org/pubs/display.php?o=15517llED
CrossmanNDBryanBASummersDM (2012) Identifying priority areas for reducing species vulnerability to climate change. Diversity and Distributions18(1): 60–72.
18.
Danso-AbbeamGBaiyegunhiLJ (2017) Adoption of agrochemical management practices among smallholder cocoa farmers in Ghana. African Journal of Science, Technology, Innovation and Development9(6): 717–728.
19.
DeressaTTHassanRMRinglerC, et al. (2009) Determinants of farmers’ choice of adaptation methods to climate change in the Nile Basin of Ethiopia. Global Environmental Change19(2): 248–255.
20.
DeressaTTRinglerCHassanRM (2010) Factors affecting the choices of coping strategies for climate extremes. The Case of Farmers in the Nile Basin of Ethiopia, IFPRI Discussion Paper, 1032–1045. Washington, DC: International Food Policy Research Institute.
21.
Fisher-VandenKWingISLanziE, et al. (2011) Modeling climate change adaptation: Challenges, recent developments and future directions. Mimeographed paper, Boston University.
22.
GhimireRHuangWC (2015) Household wealth and adoption of improved maize varieties in Nepal: A double-hurdle approach. Food Security7(6): 1321–1335.
GuodaarLAsanteFEshunG, et al. (2020) How do climate change adaptation strategies result in unintended maladaptive outcomes? Perspectives of tomato farmers. International Journal of Vegetable Science26(1): 15–31.
25.
HannaEGKjellstromTBennettC, et al. (2011) Climate change and rising heat: Population health implications for working people in Australia. Asia Pacific Journal of Public Health23(Suppl. 2): 14–26.
26.
HassanRMNhemachenaC (2008) Determinants of African farmers’ strategies for adapting to climate change: Multinomial choice analysis. African Journal of Agricultural and Resource Economics2: 83–104.
27.
IPCC (Intergovernmental Panel on Climate Change) (2001) Climate Change: The Scientific Basis [online]. Available at: http://www.ipcc.ch (accessed June 2006).
28.
JonesE (2003) The European Miracle: Environments, Economies and Geopolitics in the History of Europe and Asia. 3rd ed.Cambridge: Cambridge University Press.
29.
KamaraAContehARhodesER, et al. (2019) The relevance of smallholder farming to African agricultural growth and development. African Journal of Food, Agriculture, Nutrition and Development19(1): 14043–14065.
30.
KerrRBKangmennaangJDakishoniL, et al. (2019). Participatory agroecological research on climate change adaptation improves smallholder farmer household food security and dietary diversity in Malawi. Agriculture, Ecosystems & Environment279: 109–121.
31.
KhanILeiHShahIA, et al. (2020) Farm households’ risk perception, attitude and adaptation strategies in dealing with climate change: Promise and perils from rural Pakistan. Land Use Policy91: 104395.
32.
KhanalUWilsonCHoangVN, et al. (2019) Impact of community-based organizations on climate change adaptation in agriculture: Empirical evidence from Nepal. Environment, Development and Sustainability21(2): 621–635.
33.
KichamuEAZiroJSPalaniappanG, et al. (2018) Climate change perceptions and adaptations of smallholder farmers in Eastern Kenya. Environment, Development and Sustainability20(6): 2663–2680.
34.
KnowlerDBradshawB (2007) Farmers’ adoption of conservation agriculture: A review and synthesis of recent research. Food Policy32(1): 25–48.
35.
KombaCMuchapondwaE (2012) Adaptation to climate change by smallholder farmers in Tanzania. Economic Research Southern Africa (ERSA), Working paper 299. Environmental-Economics Policy Research Unit (EPRU), School of Economics, University of Cape Town, Rondebosch.
36.
KurukulasuriyaPMendelsohnRHassanR, et al. (2006) Will African agriculture survive climate change?The World Bank Economic Review20(3): 367–388.
37.
LeclèreDJayetPADe Noblet-DucoudréN (2013) Farm-level autonomous adaptation of European agricultural supply to climate change. Ecological Economics87: 1–14.
38.
LinCTJJensenKLYenST (2005) Awareness of foodborne pathogens among US consumers. Food Quality and Preference16(5): 401–412.
39.
MogomotsiPKSekelemaniAMogomotsiGE (2020) Climate change adaptation strategies of small-scale farmers in Ngamiland East, Botswana. Climatic Change1–20.
40.
Mugi-NgengaEWMucheru-MunaMWMugweJN, et al. (2016) Household’s socio-economic factors influencing the level of adaptation to climate variability in the dry zones of Eastern Kenya. Journal of Rural Studies43: 49–60.
41.
MuhongayireWHitayezuPMbatiaOL, et al. (2013) Determinants of farmers’ participation in formal credit markets in rural Rwanda. Journal of Agricultural Sciences4(2): 87–94.
42.
MulwaCMarenyaPKassieM (2017) Response to climate risks among smallholder farmers in Malawi: A multivariate probit assessment of the role of information, household demographics, and farm characteristics. Climate Risk Management16: 208–221.
43.
NcubeB (2018) Constraints to smallholder agricultural production in the Western Cape, South Africa. Physics and Chemistry of the Earth, Parts A/B/C106: 89–96.
44.
NdambiriKRMwisukhaAMuniuRK (2014) Physical factors that influence training and performance of female athletes in sports in teacher training colleges in central region of Kenya. International Journal of Sports Science4(3): 79–83.
45.
NunfamVFOosthuizenJAdusei-AsanteK, et al. (2019) Perceptions of climate change and occupational heat stress risks and adaptation strategies of mining workers in Ghana. Science of the Total Environment657: 365–378.
46.
OjoTOBaiyegunhiLJS (2019) Determinants of climate change adaptation strategies and its impact on the net farm income of rice farmers in south-west Nigeria. Land Use Policy95: 103946.
47.
OjoTOBaiyegunhiLJSSalamiAO (2019) Impact of credit demand on the productivity of rice farmers in South West Nigeria. Journal of Economics and Behavioral Studies11(1): 166–180.
48.
OkelloJJKiruiOKNjirainiGW, et al. (2012) Drivers of use of information and communication technologies by farm households: The case of smallholder farmers in Kenya. Journal of Agricultural Science4(2): 111.
49.
OlomolaASGyimah-BrempongK (2014) Loan demand and rationing among small-scale farmers in Nigeria. IFPRI Discussion Paper, 01403. Available at SSRN: https://ssrn.com/abstract=2545468.
50.
OmoyoNNWakhunguJOteng’iS (2015) Effects of climate variability on maize yield in the arid and semi arid lands of lower eastern Kenya. Agriculture & Food Security4(1): 8.
51.
OrtmannGFKingRP (2007) Agricultural cooperatives II: Can they facilitate access of small-scale farmers in South Africa to input and product markets?Agrekon46(2): 219–244.
52.
OyekaleASOladeleOI (2012) Determinants of climate change adaptation among cocoa farmers in southwest Nigeria. ARPN Journal of Science and Technology2(1): 154–168.
53.
PhuongLTHBiesbroekGRSenLTH, et al. (2018) Understanding smallholder farmers’ capacity to respond to climate change in a coastal community in Central Vietnam. Climate and Development10(8): 701–716.
54.
SeoSN (2011) An analysis of public adaptation to climate change using agricultural water schemes in South America. Ecological Economics70(4): 825–834.
55.
SinghSPNareshRKVivekSK, et al. (2019) Conservation agriculture effects on aggregates carbon storage potential and soil microbial community dynamics in the face of climate change under semi-arid conditions: A review. Journal of Pharmacognosy and Phytochemistry8(2): 59–69.
56.
TanejaGPalBDJoshiPK, et al. (2019) Farmers’ preferences for climate-smart agriculture: An assessment in the Indo-Gangetic Plain. In: PalBDKishoreAJoshiPK, et al. (eds) Climate Smart Agriculture in South Asia: Technologies, Policies and Institution. Singapore: Springer, 91–111.
57.
TeklewoldHKassieMShiferawB, et al. (2013) Cropping system diversification, conservation tillage and modern seed adoption in Ethiopia: Impacts on household income, agrochemical use and demand for labor. Ecological Economics93: 85–93.
58.
TewksburyDScheufeleDA (2009) News framing theory and research. In: BryantJOliverMB (eds) Media effects – Advances in Theory and Research. 3rd ed.New York: Routledge, 33–49.
59.
ThiTPChaovanapoonpholY (2014) An evaluation of adaptation options to climate pressure on highland Robusta coffee production, Daklak Province, Vietnam. World Journal of Agriculture Research2(5): 205–215.
60.
VignolaRHarveyCABautista-SolisP, et al. (2015) Ecosystem-based adaptation for smallholder farmers: Definitions, opportunities and constraints. Agriculture, Ecosystems & Environment211: 126–132.
61.
WilliamsPACrespoOAbuM (2019) Adapting to changing climate through improving adaptive capacity at the local level: The case of smallholder horticultural producers in Ghana. Climate Risk Management23: 124–135.
62.
WooldridgeJM (2003) Cluster-sample methods in applied econometrics. American Economic Review93(2): 133–138.
63.
ZellnerAHuangDS (1962) Further properties of efficient estimators for seemingly unrelated regression equations. International Economic Review3(3): 300–313.
