Evidence map›Paper›PMID 39917627›Full record

ReviewCampbell systematic reviews2025

Effectiveness of interventions for improving educational outcomes for people with disabilities in low- and middle-income countries: A systematic review.

Xanthe Hunt, Ashrita Saran, Howard White, Hannah Kuper

Abstract readReview
In one paragraph

Review in Campbell systematic reviews, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed, 1 pooled it
–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

5 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. Assessment of Pain, Diet and Analgesic Use in Orthodontic Patients.Journal of pharmacy & bioallied sciences · 2025
    Article
  5. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

Xanthe HuntDepartment of Global Health, Institute for Life Course Health Research Stellenbosch University Cape Town South Africa.ORCID 0000-0001-7531-6665
Ashrita SaranCampbell South Asia New Delhi India.
Howard WhiteGlobal Development Network New Delhi India.
Hannah KuperLondon School of Hygiene and Tropical Medicine, International Centre for Evidence in Disability London UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: People with disabilities are consistently falling behind in educational outcomes compared to their peers without disabilities, whether measured in terms of school enrolment, school completion, mean years of schooling, or literacy levels. These inequalities in education contribute to people with disabilities being less likely to achieve employment, or earn as much if they are employed, as people without disabilities. Evidence suggests that the gap in educational attainment for people with and without disabilities is greatest in low- and middle-income countries (LMICs). Exclusion of people with disabilities from mainstream education, and low rates of participation in education of any kind, are important issues for global equity. Interventions which might have a positive impact include those that improve educational outcomes for people with disabilities, whether delivered in specialist or inclusive education settings. Such interventions involve a wide range of initiatives, from those focused on the individual level - such as teaching assistance to make mainstream classes more accessible to children with specific learning needs - to those which address policy or advocacy. Objectives: The objectives of this review were to answer the following research questions: (1) What is the nature of the interventions used to support education for people with disabilities in LMICs? (2) What is the size and quality of the evidence base of the effectiveness of interventions to improve educational outcomes for people with disabilities in LMICs? (3) What works to improve educational outcomes for people with disabilities in LMICs? (4) Which interventions appear to be most effective for different types of disability? (5) What are the barriers and facilitators to the improvement of educational outcomes for people with disabilities? (6) Is there evidence of cumulative effects of interventions? Search Methods: The search for studies followed two steps. Firstly, we conducted an electronic search of databases and sector-specific websites. Then, after initial screening, we examined the reference lists of all identified reviews and screened the cited studies for inclusion. We also conducted a forward search and an ancestral search. No restrictions in terms of date or format were placed on the search, but only English-language publications were eligible for inclusion. Selection Criteria: In our review, we included studies on the basis that they were able to detect intervention impact. Descriptive studies of various designs and methodologies were not included. We also excluded any study with a sample size of fewer than five participants. We included studies which examined the impact of interventions for people with disabilities living in LMICs. There were no restrictions on comparators/comparison groups in included studies. However, to be eligible for inclusion, a study needed to have both an eligible intervention and an eligible outcome. Any duration of follow-up was eligible for inclusion. Data Collection and Analysis: We used EppiReviewer for bibliographic management, screening, coding, and data synthesis. Eligibility was assessed using a predesigned form based on the inclusion criteria developed by the authors. We piloted all coding sheets with at least five studies before use. The form allowed for coding of multiple intervention domains and multiple outcomes domains. The entire screening process was reported using a PRISMA flow chart. We screened all unique references from our search title and abstract, with two independent reviewers determining relevance, and repeated this process for full texts. Data was extracted from studies according to a coding sheet. Coding included: (1) extraction of basic study characteristics, (2) a narrative summary of procedures and findings (including recording of iatrogenic effects), (3) a summary of findings/results table, (4) an assessment of confidence in study findings, and (5) creation of a forest plot of effect sizes. A third data collector, a research associate, checked the results of this process. Confidence in study findings was assessed using a standardised tool. All coding categories were not mutually exclusive and so multiple coding was done where an intervention covered more than one category of intervention. Main Results: Twenty-eight studies were included in this review. Most studies ( Authors' Conclusions: Children with disabilities fall behind in educational outcomes as the current school systems are not set up to teach children with different impairment types. There is no one 'magic bullet' intervention which can equalise health outcomes for this group. A twin-track approach is needed, which both addresses the specific needs of children with disabilities but also ensures that they are included in mainstream activities (e.g., through improving the skills of teachers and accessibility of the classroom). However, currently most interventions included in this systematic review targeted individual children with disabilities in an attempt to improve their functioning, skills, and competencies, but did not focus on mainstreaming these children into the school by system-level or school-level changes. Consequently, a focus on evaluation of interventions which target not just the individual with a disability but also their broader environment, are needed.

Indexed as

disabilityeducationinclusionLMICschool

Identifiers

PMID39917627
PMCPMC11799928

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.