Evidence map›Paper›PMID 38968175›Full record

ArticlePloS one2024

Disability and labour market participation among smallholder farmers in Western Kenya.

Stevens Bechange, Emma Jolley, Anita Jeyam, George Okello, Ben Wekesa, Elena Schmidt

Abstract read
In one paragraph

Article in PloS one, 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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Stevens BechangeSightsavers Kenya Country Office, Nairobi, Kenya.ORCID 0000-0003-1125-9993
Emma JolleySightsavers United Kingdom, Haywards Heath, United Kingdom.ORCID 0000-0002-2388-3454
Anita JeyamSightsavers United Kingdom, Haywards Heath, United Kingdom.
George OkelloSightsavers Kenya Country Office, Nairobi, Kenya.
Ben WekesaInnovations for Poverty Action (IPA) Kenya, Nairobi, Kenya.ORCID 0009-0006-5892-2157
Elena SchmidtSightsavers United Kingdom, Haywards Heath, United Kingdom.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDespite the importance of labour market participation and the high number of people with disabilities in rural Africa who rely on subsistence agriculture to survive, very few studies have documented labour market outcomes among farmers with and without disabilities in Africa.

objectiveWe examined how labour market participation differed by disability and other factors among smallholder farmers in Western Kenya.

methodsWe use cross-sectional data collected between January and April 2022 from sorghum farmers enrolled in a trial evaluating the impact of a programme designed to improve labour market participation among sorghum farmers in rural Western Kenya. Disability and Labour market outcomes were assessed using questions from the Washington Group /ILO Labor Force Survey Disability Module the ILO Labour Force Survey module respectively. Univariate and multiple regression analyses were conducted to identify socio-demographic characteristics and other related factors associated with labour market participation.

resultsAmong 4459 participants, disability was reported by 20.3% of women and 12.3% of men. Labour market participation was reported by 77.1% and 81.3% of women and men, respectively. Adjusting for demographic confounders, having a disability was associated with a lower likelihood of labour market participation (odds ratio 0.59, 95% confidence interval, 0.42-0.83, P = 0.001). These findings were similar in a modified model that looked at functional difficulties separately from anxiety and depression. Women, older participants, and those who were dependent on others were also more likely not to report participation in the labour market.

conclusionsIncreased recognition and understanding of functional limitations among smallholder farmers is vital for the success of economic empowerment programmes aimed at increasing labour market participation among the most vulnerable populations.

Indexed as

FarmersPersons with DisabilitiesAdolescentAdultAgricultureCross-Sectional StudiesEmploymentFemaleHumansKenyaMaleMiddle AgedRural PopulationYoung Adult

Identifiers

PMID38968175
PMCPMC11226002

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Registered trials

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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.