ReviewCampbell systematic reviews2022
Effectiveness of interventions for improving livelihood outcomes for people with disabilities in low- and middle-income countries: A systematic review.
Review in Campbell systematic reviews, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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.
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.
Who cites it
13 citing papers in PubMed, 29 citations in OpenAlex.
- Disability-inclusive graduation programme intervention on social participation among ultra-poor people with disability in North Uganda: a cluster randomized trial.BMC medicine · 2025Trial
- Cost-effectiveness of livelihood interventions for families of children with cerebral palsy in rural Bangladesh.PloS one · 2025Trial
- Rehabilitation for children with cerebral palsy in a lower-middle income country: A qualitative phenomenological study.Developmental medicine and child neurology · 2026Article
- Assessment of Selective Reporting Biases in Studies Included in Campbell Systematic Reviews: A Systematic Review.Campbell systematic reviews · 2026Review
- Article
- Artificial Intelligence and Automation in Evidence Synthesis: An Investigation of Methods Employed in Cochrane, Campbell Collaboration, and Environmental Evidence Reviews.Cochrane evidence synthesis and methods · 2025Article
- Caregivers' Experience of Supporting Deaf Adults with Mental Health Disorders in Ghana.International journal of environmental research and public health · 2025Article
- Creating Family-Centred Support for Preschoolers with Developmental Disabilities in Low-Income Countries: A Rapid Review to Guide Practitioners.International journal of environmental research and public health · 2024Review
- Qualitative process evaluation of a disability-inclusive ultra-poor graduation programme in Uganda.African journal of disability · 2024Article
- Disability and labour market participation among smallholder farmers in Western Kenya.PloS one · 2024Article
- Article
- Functioning among persons with lower limb amputation with or without prostheses in Rwanda.African journal of disability · 2023Article
- Effectiveness of interventions for improving livelihood outcomes for people with disabilities in low- and middle-income countries: A systematic review.Campbell systematic reviews · 2022Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors at 3 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: People with disabilities-more than a billion people worldwide-are frequently excluded from livelihood opportunities, including employment, social protection, and access to finance. Interventions are therefore needed to improve livelihood outcomes for people with disabilities, such as improving access to financial capital (e.g., social protection), human capital (e.g., health and education/training), social capital (e.g., support) or physical capital (e.g., accessible buildings). However, evidence is lacking as to which approaches should be promoted. Objectives: This review examines whether interventions for people with disabilities result in improved livelihood outcomes in low- and middle-income countries (LMIC): acquisition of skills for the workplace, access to the job market, employment in formal and informal sectors, income and earnings from work, access to financial services such as grants and loans, and/or access to social protection programmes. Search Methods: The search, up to date as of February 2020, comprised of: (1)an electronic search of databases (MEDLINE, Embase, PsychINFO, CAB Global Health, ERIC, PubMED and CINAHL),(2)screening of all included studies in the instances where reviews were identified,(3)screening reference lists and citations of identified recent papers and reviews, and(4)An electronic search of a range of organisational websites and databases (including ILO, R4D, UNESCO and WHO) using the keyword search for unpublished grey to ensure maximum coverage of unpublished literature, and reduce the potential for publication bias. Selection Criteria: We included all studies which reported on impact evaluations of interventions to improve livelihood outcomes for people with disabilities in LMIC. Data Collection and Analysis: We used review management software EPPI Reviewer to screen the search results. A total of 10 studies were identified as meeting the inclusion criteria. We searched for errata for our included publications and found none. Two review authors independently extracted the data from each study report, including for the confidence in study findings appraisal. Data and information were extracted regarding available characteristics of participants, intervention characteristics and control conditions, research design, sample size, risk of bias and outcomes, and results. We found that it was not possible to conduct a meta-analysis, and generate pooled results or compare effect sizes, given the diversity of designs, methodologies, measures, and rigour across studies in this area. As such, we presented out findings narratively. Main Results: Only one of the nine interventions targeted children with disabilities alone, and only two included a mix of age groups (children and adults with disabilities. Most of the interventions targeted adults with disabilities only. Most single impairment group interventions targeted people with physical impairments alone. The research designs of the studies included one randomised controlled trial, one quasi-randomised controlled trial (a randomised, posttest only study using propensity score matching (PSM), one case-control study with PSM, four uncontrolled before and after studies, and three posttest only studies. Our confidence in the overall findings is low to medium on the basis of our appraisal of the studies. Two studies scored medium using our assessment tool, with the remaining eight scoring low on one or more item. All the included studies reported positive impacts on livelihoods outcomes. However, outcomes varied substantially by study, as did the methods used to establish intervention impact, and the quality and reporting of findings. Authors' Conclusions: The findings of this review suggest that it may be possible for a variety of programming approaches to improve livelihood outcomes of people with disabilities in LMIC. However, given low confidence in study findings related to methodological limitations in all the included studies, positive findings must be interpreted with caution. Additional rigorous evaluations of livelihoods interventions for people with disabilities in LMIC are needed.
Identifiers
What OpenQuestion holds
Registered trials
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.