SynthesisBMJ global health2021
The effectiveness of training strategies to improve healthcare provider practices in low-income and middle-income countries.
Synthesis in BMJ global health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 52 papers, 3 of them syntheses that pooled 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.
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
52 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Medical specialists in LMICs: a systematic review and best-fit framework synthesis of the evidence on their roles and contribution to health systems.BMJ global health · 2026Pooled it
- How does the effectiveness of strategies to improve healthcare provider practices in low-income and middle-income countries change after implementation? Secondary analysis of a systematic review.BMJ quality & safety · 2022Pooled it
- The effectiveness of supervision strategies to improve health care provider practices in low- and middle-income countries: secondary analysis of a systematic review.Human resources for health · 2022Pooled it
- "It Reduces Stigma Now That the Service Is Under One Roof" Women and Provider Experiences on Factors Influencing Effective Integration of Oral PrEP Delivery in Family Planning Clinics in Kenya: A Qualitative Study.Journal of the International AIDS Society · 2026Trial
- Effect of a digital training package on clinical outcomes in Malawi's index case testing programme: a cluster randomised controlled trial.BMJ global health · 2026Trial
- Trial
- Acceptability, feasibility, and factors affecting implementation of a gender-sensitivity training for HIV providers and staff in Uganda: a mixed methods, quasi-experimental controlled pilot trial.BMC public health · 2025Trial
- Awareness of human metapneumovirus (hMPV) among healthcare professionals in Libya.The Journal of the Egyptian Public Health Association · 2026Article
- Healthcare providers' knowledge, attitudes, and practices in nutrition management for patients with type 2 diabetes mellitus in Kinshasa: a cross-sectional study in Democratic Republic of the Congo.BMC health services research · 2026Article
- Novel approaches to empowering health workforce: a scoping review.Human resources for health · 2026Article
- Evaluation of the Emergency Care Preparedness of Frontline Junior Doctors: A Training Needs Assessment in Ghana.Cureus · 2026Article
- From face-to-face to e-learning: transitioning to new training models to strengthen the health system by supporting primary healthcare workers in low- and middle-income countries.BMJ global health · 2026Article
- Implementation Gaps in Public Outpatient Drug Programs: A Survey of Physicians in Urban Primary Care in Kazakhstan.International journal of environmental research and public health · 2026Article
- Positive tests are all alike, every negative test is negative in its own way: lack of confidence in negative malaria rapid diagnostic tests in the Democratic Republic of the Congo.Malaria journal · 2026Article
- Consistency of on-the-job training implementation for subcutaneous depot medroxyprogesterone acetate in Ghana and associated healthcare worker knowledge transfer: A cross-sectional mixed-methods study.PLOS global public health · 2026Article
- Reducing Iatrogenic Female Genitourinary Fistula: Impact of Short-Term Obstetric Training for Lower Cadre Surgeons in Uganda.International journal of women's health · 2026Article
- Preparedness for treating injured patients at a single-centre trauma hospital in Ethiopia: a qualitative study.Global health action · 2025Article
- Reasons for insufficient compliance with infection prevention and control measures in the intensive care unit: a qualitative study conducted in Türkiye in 2024.Antimicrobial resistance and infection control · 2025Article
- Insights from national stakeholders and health workers on learning and performance interventions in immunisation programs: a multi-country situational analysis.Journal of global health · 2025Article
- Assessing the readiness and feasibility to implement a model of care for spine disorders and related disability in Cross Lake, an Indigenous community in northern Manitoba, Canada: a research protocol.Chiropractic & manual therapies · 2025Article
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.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionIn low/middle-income countries (LMICs), training is often used to improve healthcare provider (HCP) performance. However, important questions remain about how well training works and the best ways to design training strategies. The objective of this study is to characterise the effectiveness of training strategies to improve HCP practices in LMICs and identify attributes associated with training effectiveness.
methodsWe performed a secondary analysis of data from a systematic review on improving HCP performance. The review included controlled trials and interrupted time series, and outcomes measuring HCP practices (eg, percentage of patients correctly treated). Distributions of effect sizes (defined as percentage-point (%-point) changes) were described for each training strategy. To identify effective training attributes, we examined studies that directly compared training approaches and performed random-effects linear regression modelling.
resultsWe analysed data from 199 studies from 51 countries. For outcomes expressed as percentages, educational outreach visits (median effect size when compared with controls: 9.9 %-points; IQR: 4.3-20.6) tended to be somewhat more effective than in-service training (median: 7.3 %-points; IQR: 3.6-17.4), which seemed more effective than peer-to-peer training (4.0 %-points) and self-study (by 2.0-9.3 %-points). Mean effectiveness was greater (by 6.0-10.4 %-points) for training that incorporated clinical practice and training at HCPs' work site. Attributes with little or no effect were: training with computers, interactive methods or over multiple sessions; training duration; number of educational methods; distance training; trainers with pedagogical training and topic complexity. For lay HCPs, in-service training had no measurable effect. Evidence quality for all findings was low.
conclusionsAlthough additional research is needed, by characterising the effectiveness of training strategies and identifying attributes of effective training, decision-makers in LMICs can improve how these strategies are selected and implemented.
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What Socratic 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 Socratic graph.