Evidence map›Paper›PMID 38509972›Full record

ArticleHeliyon2024

Rural households' livelihood adaptation strategies in the face of changing climate: A case study from Pakistan.

Nasir Abbas Khan, Ashfaq Ahmad Shah, Ataharul Chowdhury, Libin Wang, Bader Alhafi Alotaibi, Muhammad Rafay Muzamil

Abstract read
In one paragraph

Article in Heliyon, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Nasir Abbas KhanResearch Center of Risk Management and Emergency Decision-making, School of Management Science and Engineering, Nanjing University of Information Science & Technology, Nanjing, China.
Ashfaq Ahmad ShahCollege of Humanities and Development Studies, China Agricultural University, Beijing, China.
Ataharul ChowdhurySchool of Environmental Design and Rural Development, University of Guelph, Ontario, Canada.
Libin WangCollege of Humanities and Development Studies, China Agricultural University, Beijing, China.
Bader Alhafi AlotaibiDepartment of Agricultural Extension and Rural Society, College of Food and Agriculture Sciences, King Saud University, Riyadh, 11451, Saudi Arabia.
Muhammad Rafay MuzamilInstitute of Agricultural Extension, Education and Rural Development, University of Agriculture, Faisalabad, Pakistan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Rural and agricultural communities' adaptation to climate change has gained significant attention owing to many countries' vulnerability to climate change risks. A similar trend has been witnessed in South Asia, a highly climate-vulnerable region, where research has grown dramatically considering the agriculture sector's vulnerability to climate-induced disasters. However, little attention has been paid to the adaptation of the livelihoods of rural households. This research, therefore, takes the case of Pakistan to explore livelihood adaptation strategies of rural households to climate change and investigate the factors that expedite or halt the adoption of livelihood diversification strategies. A multistage sampling design is used in this research, where 480 rural households from the Punjab province of Pakistan were selected and interviewed using stratified and random sampling approaches. A multivariate probit (MVP) regression model is employed to analyze the factors affecting households' adoption of livelihood adaptation strategies. The results show that besides adaptation of agronomic operations (agricultural adaptation strategies), rural households in the study area employed a wide range of strategies to adapt their livelihoods to climate change. These strategies include poultry and livestock farming, value addition of farm produce, trading of animals and farm commodities, small businesses (shops, etc.), daily wage labor, horticultural crop farming, and non-farming jobs. The estimates of the MVP model revealed that respondents' education, household size, income, access to a credit facility, access to farm advisory services, and access to climate forecasts have significantly influenced the choice of livelihood adaptation strategies. Based on these findings, this research recommends that the authorities should make efforts to improve farmers' understanding of the adaptation of climate change risks and educate them to adopt multiple livelihood options to improve the resilience of their livelihoods to climate-induced risks. This research has important policy implications for other countries with similar socio-economic features.

Indexed as

AdaptationAgricultureClimate changePakistanRural livelihoods

Identifiers

PMID38509972
PMCPMC10951648

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.