Climate change and livestock herders wellbeing in Pakistan: Does nexus of risk perception, adaptation and their drivers matter?

. 2023 Jun ; 9 (6) : e16983. [epub] 20230603

Status PubMed-not-MEDLINE Jazyk angličtina Země Velká Británie, Anglie Médium electronic-ecollection

Typ dokumentu časopisecké články

Perzistentní odkaz   https://www.medvik.cz/link/pmid37332900
Odkazy

PubMed 37332900
PubMed Central PMC10272481
DOI 10.1016/j.heliyon.2023.e16983
PII: S2405-8440(23)04190-7
Knihovny.cz E-zdroje

Rural people, particularly in developing nations, rely on livestock as a key source of income. In Pakistan, rural people depend profoundly on buffalo, cows, sheep, and goats to earn their livelihood. The systems of agricultural production are at risk because of the negative effects of climate change. It badly affects production and quality of milk and meat, animal health, productivity, breeding, feed, and rangelands of livestock production. Climate change risks assessment and adaptation are required to minimize losses from these effects, which are not just technical but also socioeconomically significant. Hence, based on data collected from 1080 livestock herders using a multistage sampling technique in Punjab, Pakistan this study aims to assess perceived impact of climate change on livestock production and to assess coping strategies. In addition, determinants of adaptation strategies and their effects on livestock production was also estimated. Binary Logistic Regression was used to identify the drivers of adaptation strategies. In addition, Multi Group Analysis (MGA) in Partial Least Squares Path Modelling (PLS-PM) was applied to compare adapter and non-adapter of climate change adaptation strategies. Findings indicated that there are spread of various diseases to livestock due to adverse effects of climatic variability. There was reduction in the availability of the livestock's feed. Moreover, competition of water and land resources of livestock was also increasing. Low production efficiency resulted in decline of milk yield and meat production. Likewise, mortality of livestock, increased in still births, reduction in reproductive performance, decline in animal fertility, longevity, and general fitness, decreased birthing rates, rises in age at foremost calving in beef cattle was also prevailing. There were different adaptation policies used by farmers to handle with climate change and these were influenced by several demographic, socioeconomic, and agronomic aspects. Findings indicated that nexus of risk perception, adaptation plans and their determinants are beneficial to reduce the consequences of climatic variability and it improve the wellbeing of the herders. Risk management system may be created to protect livestock against losses caused by extreme weather events by providing awareness regarding influence of climate change on livestock. Easy and cheaper credit should be provided to the farmers to manage with the vulnerabilities of climate change.

Zobrazit více v PubMed

Kvasničková Stanislavská L., et al. Global analysis of Twitter communication in corporate social responsibility area: sustainability, climate change, and waste management. PeerJ Comput. Sci. 2023;9 doi: 10.7717/peerj-cs.1390. PubMed DOI PMC

Ankrah Twumasi M., Jiang Y. The impact of climate change coping and adaptation strategies on livestock farmers' technical efficiency: the case of rural Ghana. Environ. Sci. Pollut. Res. 2021;28(12):14386–14400. doi: 10.1007/s11356-020-11525-1. PubMed DOI

Wudil A.H., Usman M., Rosak-Szyrocka J., Pilař L., Boye M. Reversing years for global food security: a review of the food security situation in sub-saharan africa (ssa) Int. J. Environ. Res. Publ. Health. 2022;19(22) doi: 10.3390/ijerph192214836. PubMed DOI PMC

Godber O.F., Wall R. Livestock and food security: vulnerability to population growth and climate change. Global Change Biol. 2014;20(10):3092–3102. doi: 10.1111/gcb.12589. PubMed DOI PMC

Moreta D.E., et al. Biological nitrification inhibition (BNI) in Brachiaria pastures: a novel strategy to improve eco-efficiency of crop-livestock systems and to mitigate climate change. Trop Grass - Forr Trop. 2014;2(1):88. doi: 10.17138/tgft(2)88-91. DOI

Ahmad D., Afzal M. Impact of climate change on pastoralists' resilience and sustainable mitigation in Punjab, Pakistan. Environ. Dev. Sustain. 2021;23(8):11406–11426. doi: 10.1007/s10668-020-01119-9. DOI

Pan M., Zhao X., lv K., Rosak-Szyrocka J., Mentel G., Truskolaski T. Internet development and carbon emission-reduction in the era of digitalization: where will resource-based cities go? Resour. Pol. 2023;81 doi: 10.1016/j.resourpol.2023.103345. DOI

Morton J.F. The impact of climate change on smallholder and subsistence agriculture. Proc. Natl. Acad. Sci. U. S. A. 2007;104(50):19680–19685. doi: 10.1073/pnas.0701855104. PubMed DOI PMC

Knox J., Hess T., Daccache A., Wheeler T. Climate change impacts on crop productivity in Africa and South Asia. Environ. Res. Lett. 2012;7(3) doi: 10.1088/1748-9326/7/3/034032. DOI

Hussain M., et al. A comprehensive review of climate change impacts, adaptation, and mitigation on environmental and natural calamities in Pakistan. Environ. Monit. Assess. 2019;192(1):48. doi: 10.1007/s10661-019-7956-4. PubMed DOI

Zilli M., et al. The impact of climate change on Brazil's agriculture. Sci. Total Environ. 2020;740 doi: 10.1016/j.scitotenv.2020.139384. PubMed DOI

Abid M., Schilling J., Scheffran J., Zulfiqar F. Vol. 547. The Science of the total environment; 2016. pp. 447–460. (Climate Change Vulnerability, Adaptation and Risk Perceptions at Farm Level in Punjab, Pakistan). PubMed DOI

Kreft C., Huber R., Wuepper D., Finger R. The role of non-cognitive skills in farmers' adoption of climate change mitigation measures. Ecol. Econ. 2021;189 doi: 10.1016/j.ecolecon.2021.107169. DOI

Knez M., Jereb B., Jadraque Gago E., Rosak-Szyrocka J., Obrecht M. Features influencing policy recommendations for the promotion of zero-emission vehicles in Slovenia, Spain, and Poland. Clean Technol. Environ. Policy. 2021;23(3):749–764. doi: 10.1007/s10098-020-01909-9. PubMed DOI PMC

Linking Smallholder Livestock Producers to Markets: Issues and Approaches. 2008. https://ageconsearch.umn.edu/record/204558/files/04-keynote%20paper-birthal.pdf

Sargison N.D. The critical importance of planned small ruminant livestock health and production in addressing global challenges surrounding food production and poverty alleviation. N. Z. Vet. J. 2020;68(3):136–144. doi: 10.1080/00480169.2020.1719373. PubMed DOI

Bastakoti R.C., Gupta J., Babel M.S., van Dijk M.P. Climate risks and adaptation strategies in the Lower Mekong River basin. Reg. Environ. Change. 2014;14(1):207–219. doi: 10.1007/s10113-013-0485-8. DOI

Gbetibouo G.A. Intl Food Policy Res Inst; South Africa: 2009. Understanding Farmers' Perceptions and Adaptations to Climate Change and Variability: the Case of the Limpopo Basin.

Karimi V., Karami E., Keshavarz M. Vulnerability and adaptation of livestock producers to climate variability and change. Rangel. Ecol. Manag. 2018;71(2):175–184. doi: 10.1016/j.rama.2017.09.006. DOI

Karimi V., Karami E., Keshavarz M. Climate change and agriculture: impacts and adaptive responses in Iran. J. Integr. Agric. 2018;17(1):1–15. doi: 10.1016/S2095-3119(17)61794-5. DOI

Rahut D.B., Ali A. Impact of climate-change risk-coping strategies on livestock productivity and household welfare: empirical evidence from Pakistan. Heliyon. 2018;4(10) doi: 10.1016/j.heliyon.2018.e00797. PubMed DOI PMC

Hussain I., Rehman A. How CO2 emission interacts with livestock production for environmental sustainability? evidence from Pakistan. Environ. Dev. Sustain. 2022;24(6):8545–8565. doi: 10.1007/s10668-021-01799-x. DOI

Abbas Q., Han J., Adeel A., Ullah R. Dairy production under climatic risks: perception, perceived impacts and adaptations in Punjab, Pakistan. Int. J. Environ. Res. Publ. Health. 2019;16(20):4036. doi: 10.3390/ijerph16204036. PubMed DOI PMC

Rahut D.B., Ali A. Impact of climate-change risk-coping strategies on livestock productivity and household welfare: empirical evidence from Pakistan. Heliyon. 2018;4(10) doi: 10.1016/j.heliyon.2018.e00797. PubMed DOI PMC

Faisal M., et al. Assessing small livestock herders' adaptation to climate variability and its impact on livestock losses and poverty. Clim. Risk Manag. 2021;34 doi: 10.1016/j.crm.2021.100358. DOI

Faisal M., et al. Do risk perceptions and constraints influence the adoption of climate change practices among small livestock herders in Punjab, Pakistan? Environ. Sci. Pollut. Res. 2021;28(32):43777–43791. doi: 10.1007/s11356-021-13771-3. PubMed DOI

Fahad S., Wang J. Farmers' risk perception, vulnerability, and adaptation to climate change in rural Pakistan. Land Use Pol. 2018;79:301–309. doi: 10.1016/j.landusepol.2018.08.018. DOI

Faisal M., Chunping X., Akhtar S., Raza M.H., Khan M.T.I., Ajmal M.A. Modeling smallholder livestock herders' intentions to adopt climate smart practices: an extended theory of planned behavior. Environ. Sci. Pollut. Res. 2020;27(31):39105–39122. doi: 10.1007/s11356-020-09652-w. PubMed DOI

Rojas-Downing M.M., Nejadhashemi A.P., Harrigan T., Woznicki S.A. Climate change and livestock: impacts, adaptation, and mitigation. Clim. Risk Manag. 2017;16:145–163. doi: 10.1016/j.crm.2017.02.001. DOI

Burki T.K. Tackling antimicrobial resistance in food-producing animals. Lancet Respir. Med. 2018;6(2):93–94. doi: 10.1016/S2213-2600(18)30017-1. PubMed DOI

Rehman A., Ma H., Ahmad M., Irfan M., Traore O., Chandio A.A. Towards environmental Sustainability: devolving the influence of carbon dioxide emission to population growth, climate change, Forestry, livestock and crops production in Pakistan. Ecol. Indicat. 2021;125 doi: 10.1016/j.ecolind.2021.107460. DOI

Sarwar M., Khan M.A., Nisa M., Bhatti S.A., Shahzad M.A. Nutritional management for buffalo production. Asian-Australas. J. Anim. Sci. 2009;22(7):1060–1068. doi: 10.5713/ajas.2009.r.09. DOI

An Assessment of In-Service Training Needs for Agricultural Extension Field Staff in the Scenario of Climate Change Using Borich Needs Assessment Model. 2020. https://www.researchgate.net/profile/r-barrick/publication/341446021_an_assessment_of_in-service_training_needs_for_agricultural_extension_field_staff_in_the_scenario_of_climate_change_using_borich_needs_assessment_model/links/5ec138d7a6fdcc90d67a88ce/an-assessment-of-in-service-training-needs-for-agricultural-extension-field-staff-in-the-scenario-of-climate-change-using-borich-needs-assessment-model.pdf

Jones P.G., Thornton P.K. Croppers to livestock keepers: livelihood transitions to 2050 in Africa due to climate change. Environ. Sci. Pol. 2009;12(4):427–437. doi: 10.1016/j.envsci.2008.08.006. DOI

M. G Rivera-Ferre, F López-i-Gelats, Howden M., Smith P., Morton J.F., Herrero M. Re‐framing the climate change debate in the livestock sector: mitigation and adaptation options. Wiley Interdiscip. Rev.: Clim. Change. 2016;7(6):869–892. doi: 10.1002/wcc.421. DOI

Lee N., Thierfelder C. Weed control under conservation agriculture in dryland smallholder farming systems of southern Africa. A review. Agron. Sustain. Dev. 2017;37(5):1–25. doi: 10.1007/s13593-017-0453-7. DOI

Schoeneberger M., et al. Branching out: agroforestry as a climate change mitigation and adaptation tool for agriculture. J. Soil Water Conserv. 2012;67(5):128A–136A. doi: 10.2489/jswc.67.5.128A. DOI

Ambelu A., et al. Intervention pathways towards improving the resilience of pastoralists: a study from Borana communities, southern Ethiopia. Weather Clim. Extrem. 2017;17:7–16. doi: 10.1016/j.wace.2017.06.001. DOI

Udmale P., Ichikawa Y., Manandhar S., Ishidaira H., Kiem A.S. Farmers' perception of drought impacts, local adaptation and administrative mitigation measures in Maharashtra State, India. Int. J. Disaster Risk Reduc. 2014;10:250–269. doi: 10.1016/j.ijdrr.2014.09.011. DOI

Nyberg G., et al. Enclosures in West Pokot, Kenya: transforming land, livestock and livelihoods in drylands. Pastoralism. 2015;5(1):1–12. doi: 10.1186/s13570-015-0044-7. DOI

Tesso G., Emana B., Ketema M. vol. 3. AS; North Shewa, Ethiopia: 2012. pp. 871–888. (Analysis of Vulnerability and Resilience to Climate Change Induced Shocks). DOI

Opiyo F., Wasonga O.V., Nyangito M.M., Mureithi S.M., Obando J., Munang R. Determinants of perceptions of climate change and adaptation among Turkana pastoralists in northwestern Kenya. Clim. Dev. 2016;8(2):179–189. doi: 10.1080/17565529.2015.1034231. DOI

Ndiritu S.W., Muricho G. Impact of climate change adaptation on food security: evidence from semi-arid lands, Kenya. Climatic Change. 2021;167(1–2):1–20. doi: 10.1007/s10584-021-03180-3. PubMed DOI

Thornton P.K., van de Steeg J., Notenbaert A., Herrero M. The impacts of climate change on livestock and livestock systems in developing countries: a review of what we know and what we need to know. Agric. Syst. 2009;101(3):113–127. doi: 10.1016/j.agsy.2009.05.002. DOI

Ndiritu S.W., Muricho G. Impact of climate change adaptation on food security: evidence from semi-arid lands, Kenya. Climatic Change. 2021;167(1–2):1–20. doi: 10.1007/s10584-021-03180-3. PubMed DOI

Bakhsh K., Kamran M.A. Adaptation to climate change in rain-fed farming system in Punjab, Pakistan. Int. J. Commons. 2019;13(2):833–847. doi: 10.5334/ijc.887. DOI

Shahzad M.F., Abdulai A. Adaptation to extreme weather conditions and farm performance in rural Pakistan. Agric. Syst. 2020;180 doi: 10.1016/j.agsy.2019.102772. DOI

https://www.finance.gov.pk/survey_1920.html | Ministry of Finance | Government of Pakistan |.

Gul A., Chandio A.A., Siyal S.A., Rehman A., Xiumin W. How climate change is impacting the major yield crops of Pakistan? an exploration from long- and short-run estimation. Environ. Sci. Pollut. Res. 2022;29(18):26660–26674. doi: 10.1007/s11356-021-17579-z. PubMed DOI

2010. http://www.finance.gov.pk/poverty/training_04062012.pdf Finance division.

Koç G., Uzmay A. Determinants of dairy farmers' likelihood of climate change adaptation in the Thrace Region of Turkey. Environ. Dev. Sustain. 2022;24(8):9907–9928. doi: 10.1007/s10668-021-01850-x. DOI

Le Phuong T.H., Biesbroek G.R., Le Sen T.H., Wals A.E.J. Understanding smallholder farmers' capacity to respond to climate change in a coastal community in Central Vietnam. Clim. Dev. 2018;10(8):701–716. doi: 10.1080/17565529.2017.1411240. DOI

Adger W.N., et al. Are there social limits to adaptation to climate change? Climatic Change. 2009;93(3–4):335–354. doi: 10.1007/s10584-008-9520-z. DOI

Abid M., Schilling J., Scheffran J., Zulfiqar F. Vol. 547. The Science of the total environment; 2016. pp. 447–460. (Climate Change Vulnerability, Adaptation and Risk Perceptions at Farm Level in Punjab, Pakistan). PubMed DOI

Jain M., Naeem S., Orlove B., Modi V., DeFries R.S. Understanding the causes and consequences of differential decision-making in adaptation research: adapting to a delayed monsoon onset in Gujarat, India. Global Environ. Change. 2015;31:98–109. doi: 10.1016/j.gloenvcha.2014.12.008. DOI

Fosu-Mensah B.Y., Vlek P.L.G., MacCarthy D.S. Farmers' perception and adaptation to climate change: a case study of Sekyedumase district in Ghana. Environ. Dev. Sustain. 2012;14(4):495–505. doi: 10.1007/s10668-012-9339-7. DOI

Fadina A., Barjolle D. Farmers' adaptation strategies to climate change and their implications in the zou department of South Benin. Environments. 2018;5(1):15. doi: 10.3390/environments5010015. DOI

Ado A.M., Savadogo P., Pervez, Kanak A.K.M., Mudimu G.T. Farmers' perceptions and adaptation strategies to climate risks and their determinants: insights from a farming community of Aguie district in Niger. Geojournal. 2020;85(4):1075–1095. doi: 10.1007/s10708-019-10011-7. DOI

Thi Lan Huong N., Shun Bo Y., Fahad S. Farmers' perception, awareness and adaptation to climate change: evidence from northwest Vietnam. IJCCSM. 2017;9(4):555–576. doi: 10.1108/IJCCSM-02-2017-0032. DOI

Ahmad D., Afzal M. Climate change adaptation impact on cash crop productivity and income in Punjab province of Pakistan. Environ. Sci. Pollut. Res. 2020;27(24):30767–30777. doi: 10.1007/s11356-020-09368-x. PubMed DOI

Thi Lan Huong N., Shun Bo Y., Fahad S. Farmers' perception, awareness and adaptation to climate change: evidence from northwest Vietnam. IJCCSM. 2017;9(4):555–576. doi: 10.1108/IJCCSM-02-2017-0032. DOI

Opiyo F., Wasonga O.V., Nyangito M.M., Mureithi S.M., Obando J., Munang R. Determinants of perceptions of climate change and adaptation among Turkana pastoralists in northwestern Kenya. Clim. Dev. 2016;8(2):179–189. doi: 10.1080/17565529.2015.1034231. DOI

Bryan E., Deressa T.T., Gbetibouo G.A., Ringler C. Adaptation to climate change in Ethiopia and South Africa: options and constraints. Environ. Sci. Pol. 2009;12(4):413–426. doi: 10.1016/j.envsci.2008.11.002. DOI

Kibue G.W., et al. Farmers' perceptions of climate variability and factors influencing adaptation: evidence from anhui and jiangsu, China. Environ. Manag. 2016;57(5):976–986. doi: 10.1007/s00267-016-0661-y. PubMed DOI

Woods B.A., Nielsen H.Ø., Pedersen A.B., Kristofersson D. Farmers' perceptions of climate change and their likely responses in Danish agriculture. Land Use Pol. 2017;65:109–120. doi: 10.1016/j.landusepol.2017.04.007. DOI

Park S.E., et al. Informing adaptation responses to climate change through theories of transformation. Global Environ. Change. 2012;22(1):115–126. doi: 10.1016/j.gloenvcha.2011.10.003. DOI

Dang H. Le, Li E., Bruwer J., Nuberg I. Farmers' perceptions of climate variability and barriers to adaptation: lessons learned from an exploratory study in Vietnam. Mitig. Adapt. Strategies Glob. Change. 2013;19(5):531–548. doi: 10.1007/s11027-012-9447-6. DOI

Ado A.M., Leshan J., Savadogo P., Bo L., Shah A.A. Farmers' awareness and perception of climate change impacts: case study of Aguie district in Niger. Environ. Dev. Sustain. 2019;21(6):2963–2977. doi: 10.1007/s10668-018-0173-4. DOI

Deressa T.T., Hassan R.M., Ringler C. Perception of and adaptation to climate change by farmers in the Nile basin of Ethiopia. J. Agric. Sci. 2011;149(1):23–31. doi: 10.1017/s0021859610000687. DOI

Maddison D. World Bank Publications; 2007. The Perception of and Adaptation to Climate Change in Africa.

Rojas-Downing M.M., Nejadhashemi A.P., Harrigan T., Woznicki S.A. Climate change and livestock: impacts, adaptation, and mitigation. Clim. Risk Manag. 2017;16:145–163. doi: 10.1016/j.crm.2017.02.001. DOI

Thornton P.K., van de Steeg J., Notenbaert A., Herrero M. The impacts of climate change on livestock and livestock systems in developing countries: a review of what we know and what we need to know. Agric. Syst. 2009;101(3):113–127. doi: 10.1016/j.agsy.2009.05.002. DOI

Menghistu H.T., Tesfay G., Abraha A.Z., Mawcha G.T. Socio-economic determinants of smallholder mixed crop-livestock farmers' choice of climate change adaptation in the drylands of Northern Ethiopia. IJCCSM. 2021;13(4/5):564–579. doi: 10.1108/IJCCSM-09-2020-0099. DOI

Bryan E., Ringler C., Okoba B., Roncoli C., Silvestri S., Herrero M. Adapting agriculture to climate change in Kenya: household strategies and determinants. J. Environ. Manag. 2013;114:26–35. doi: 10.1016/j.jenvman.2012.10.036. PubMed DOI

Mendelsohn R. Efficient adaptation to climate change. Climatic Change. 2000;45(3/4):583–600. doi: 10.1023/A:1005507810350. DOI

Di Falco S., Veronesi M., Yesuf M. Does adaptation to climate change provide food security? A micro‐perspective from Ethiopia. Am. J. Agric. Econ. 2011;93(3):829–846. doi: 10.1093/ajae/aar006. DOI

Kato E., Ringler C., Yesuf M., Bryan E. Soil and water conservation technologies: a buffer against production risk in the face of climate change? Insights from the Nile basin in Ethiopia. Agric. Econ. 2011;42(5):593–604. doi: 10.1111/j.1574-0862.2011.00539.x. DOI

Feleke F.B., Berhe M., Gebru G., Hoag D. Determinants of adaptation choices to climate change by sheep and goat farmers in Northern Ethiopia: the case of Southern and Central Tigray, Ethiopia. SpringerPlus. 2016;5(1):1692. doi: 10.1186/s40064-016-3042-3. PubMed DOI PMC

Ndiritu S.W., Kassie M., Shiferaw B. Are there systematic gender differences in the adoption of sustainable agricultural intensification practices? Evidence from Kenya. Food Pol. 2014;49:117–127. doi: 10.1016/j.foodpol.2014.06.010. DOI

Mugi-Ngenga E.W., Mucheru-Muna M.W., Mugwe J.N., Ngetich F.K., Mairura F.S., Mugendi D.N. Household's socio-economic factors influencing the level of adaptation to climate variability in the dry zones of Eastern Kenya. J. Rural Stud. 2016;43:49–60. doi: 10.1016/j.jrurstud.2015.11.004. DOI

Tambo J.A., Abdoulaye T. Smallholder farmers' perceptions of and adaptations to climate change in the Nigerian savanna. Reg. Environ. Change. 2013;13(2):375–388. doi: 10.1007/s10113-012-0351-0. DOI

Asrat P., Simane B. Farmers' perception of climate change and adaptation strategies in the Dabus watershed, North-West Ethiopia. Ecol Process. 2018;7(1):1–13. doi: 10.1186/s13717-018-0118-8. DOI

Dehejia R.H., Wahba S. Propensity score-matching methods for nonexperimental causal studies. Rev. Econ. Stat. 2002;84(1):151–161. doi: 10.1162/003465302317331982. DOI

Ali A., Abdulai A. The adoption of genetically modified cotton and poverty reduction in Pakistan. J. Agric. Econ. 2010;61(1):175–192. doi: 10.1111/j.1477-9552.2009.00227.x. DOI

Rahut D.B., Ali A. Impact of climate-change risk-coping strategies on livestock productivity and household welfare: empirical evidence from Pakistan. Heliyon. 2018;4(10) doi: 10.1016/j.heliyon.2018.e00797. PubMed DOI PMC

Ahmad D., Afzal M. Climate change adaptation impact on cash crop productivity and income in Punjab province of Pakistan. Environ. Sci. Pollut. Res. 2020;27(24):30767–30777. doi: 10.1007/s11356-020-09368-x. PubMed DOI

Jamil I., Jun W., Mughal B., Raza M.H., Imran M.A., Waheed A. Does the adaptation of climate-smart agricultural practices increase farmers' resilience to climate change? Environ. Sci. Pollut. Res. 2021;28(21):27238–27249. doi: 10.1007/s11356-021-12425-8. PubMed DOI

Faisal M., et al. Assessing small livestock herders' adaptation to climate variability and its impact on livestock losses and poverty. Clim. Risk Manag. 2021;34 doi: 10.1016/j.crm.2021.100358. DOI

Heckman J.J., Ichimura H., Todd P. Matching as an econometric evaluation estimator. Rev. Econ. Stud. 1998;65(2):261–294. doi: 10.1111/1467-937X.00044. DOI

Asfaw A., Simane B., Bantider A., Hassen A. Determinants in the adoption of climate change adaptation strategies: evidence from rainfed-dependent smallholder farmers in north-central Ethiopia (Woleka sub-basin) Environ. Dev. Sustain. 2019;21(5):2535–2565. doi: 10.1007/s10668-018-0150-y. DOI

Khonje M., Manda J., Alene A.D., Kassie M. Analysis of adoption and impacts of improved maize varieties in eastern Zambia. World Dev. 2015;66:695–706. doi: 10.1016/j.worlddev.2014.09.008. DOI

Ndiritu S.W., Kassie M., Shiferaw B. Are there systematic gender differences in the adoption of sustainable agricultural intensification practices? Evidence from Kenya. Food Pol. 2014;49:117–127. doi: 10.1016/j.foodpol.2014.06.010. DOI

Shahzad M.F., Abdulai A., Issahaku G. Adaptation implications of climate-smart agriculture in rural Pakistan. Sustainability. 2021;13(21) doi: 10.3390/su132111702. DOI

Klesel M., Schuberth F., Henseler J., Niehaves B. A test for multigroup comparison using partial least squares path modeling. INTR. 2019;29(3):464–477. doi: 10.1108/IntR-11-2017-0418. DOI

Cheah J.-H., Thurasamy R., Memon M.A., Chuah F., Ting H. Multigroup analysis using SmartPLS: step-by-step guidelines for business research. AJBR. 2020;10(3) doi: 10.14707/ajbr.200087. DOI

Hair J., Hollingsworth C.L., Randolph A.B., Chong A.Y.L. An updated and expanded assessment of PLS-SEM in information systems research. IMDS. 2017;117(3):442–458. doi: 10.1108/IMDS-04-2016-0130. DOI

Schlägel C., Sarstedt M. Assessing the measurement invariance of the four-dimensional cultural intelligence scale across countries: a composite model approach. Eur. Manag. J. 2016;34(6):633–649. doi: 10.1016/j.emj.2016.06.002. DOI

Picón-Berjoyo A., Ruiz-Moreno C., Castro I. A mediating and multigroup analysis of customer loyalty. Eur. Manag. J. 2016;34(6):701–713. doi: 10.1016/j.emj.2016.07.006. DOI

Dill M.D., Emvalomatis G., Saatkamp H., Rossi J.A., Pereira G.R., Barcellos J.O.J. Factors affecting adoption of economic management practices in beef cattle production in Rio Grande do Sul state, Brazil. J. Rural Stud. 2015;42:21–28. doi: 10.1016/j.jrurstud.2015.09.004. DOI

Shahbaz P., Boz I., ul Haq S. Adaptation options for small livestock farmers having large ruminants (cattle and buffalo) against climate change in Central Punjab Pakistan. Environ. Sci. Pollut. Res. 2020;27(15):17935–17948. doi: 10.1007/s11356-020-08112-9. PubMed DOI

Determinants of the Climate Change Adaptation in Rural Farming in Nepal Himalaya. 2014. https://citeseerx.ist.psu.edu/document?repid=rep1&type=pdf&doi=dfa121bc322bedc6b7536f361668fe4399d18dc2 [Online]. Available:

Determinants of the Climate Change Adaptation in Rural Farming in Nepal Himalaya. 2014. https://citeseerx.ist.psu.edu/document?repid=rep1&type=pdf&doi=dfa121bc322bedc6b7536f361668fe4399d18dc2 [Online]. Available:

Uddin M., Bokelmann W., Entsminger J. Factors affecting farmers' adaptation strategies to environmental degradation and climate change effects: a farm level study in Bangladesh. Climate. 2014;2(4):223–241. doi: 10.3390/cli2040223. DOI

Gbetibouo G.A. Intl Food Policy Res Inst; South Africa: 2009. Understanding Farmers' Perceptions and Adaptations to Climate Change and Variability: the Case of the Limpopo Basin.

Ndamani F., Watanabe T. Determinants of farmers' adaptation to climate change: a micro level analysis in Ghana. Sci. Agric. 2016;73(3):201–208. doi: 10.1590/0103-9016-2015-0163. DOI

Ankrah Twumasi M., Jiang Y. The impact of climate change coping and adaptation strategies on livestock farmers' technical efficiency: the case of rural Ghana. Environ. Sci. Pollut. Res. 2021;28(12):14386–14400. doi: 10.1007/s11356-020-11525-1. PubMed DOI

Chandio A.A., Jiang Y. Determinants of credit constraints: evidence from sindh, Pakistan. Emerg. Mark. Finance Trade. 2018;54(15):3401–3410. doi: 10.1080/1540496X.2018.1481743. DOI

Martinson A.T., Yuansheng J., Monica O.A. Determinants of agriculture participation among tertiary institution youths in Ghana. J. Architect. Educ. 2019;11(3):56–66. doi: 10.5897/JAERD2018.1011. DOI

Ankrah Twumasi M., Jiang Y., Osei Danquah F., Chandio A.A., Agbenyo W. The role of savings mobilization on access to credit: a case study of smallholder farmers in Ghana. AFR. 2020;80(2):275–290. doi: 10.1108/afr-05-2019-0055. DOI

Deressa T.T., Hassan R.M., Ringler C., Alemu T., Yesuf M. Determinants of farmers' choice of adaptation methods to climate change in the Nile Basin of Ethiopia. Global Environ. Change. 2009;19(2):248–255. doi: 10.1016/j.gloenvcha.2009.01.002. DOI

Poudel D.D., Duex T.W. Vanishing springs in Nepalese mountains: assessment of water sources, farmers' perceptions, and climate change adaptation. mred. 2017;37(1):35. doi: 10.1659/MRD-JOURNAL-D-16-00039.1. DOI

Sneessens I., Sauvée L., Randrianasolo-Rakotobe H., Ingrand S. A framework to assess the economic vulnerability of farming systems: application to mixed crop-livestock systems. Agric. Syst. 2019;176 doi: 10.1016/j.agsy.2019.102658. DOI

Dhakal B., Devkota N.R., Subedi S., Upreti C.R., Sapkota M. Fodder production and livestock rearing in relation to climate change and possible adaptation measures in manaslu conservation area, Nepal. Int. J. Appl. Sci. Biotechnol. 2019;7(2):227–235. doi: 10.3126/ijasbt.v7i2.23973. DOI

Joshi S., Jasra W.A., Ismail M., Shrestha R.M., Yi S.L., Wu N. Herders' perceptions of and responses to climate change in northern Pakistan. Environ. Manag. 2013;52(3):639–648. doi: 10.1007/s00267-013-0062-4. PubMed DOI

Mahmood H.Z., Hussain I., Iftikhar S., Khan M., Nisa F.R. Role of livestock in food security: an ascertainment from Punjab Pakistan. IJARBSS. 2014;4:8. doi: 10.6007/ijarbss/v4-i8/1121. DOI

Manzoor A. WOMEN’S involvement in livestock care and management: implications for their social life in the Punjab, Pakistan. PAKJAS. 2018;55(1):239–242. doi: 10.21162/pakjas/18.5581. DOI

Hameed G., Shaheen S., Saboor A., Sadozai K.N. Tracing the causality between Livestock and poverty alleviation in the rural economy of Gilgit Baltistan-Pakistan. E3S Web Conf. 2018;52:19. doi: 10.1051/e3sconf/20185200019. DOI

Najít záznam

Citační ukazatele

Pouze přihlášení uživatelé

Možnosti archivace

Nahrávání dat ...