SynthesisApplied health economics and health policy2023
Analysing the Efficiency of Health Systems: A Systematic Review of the Literature.
Synthesis in Applied health economics and health policy, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 59 papers, 1 of them a synthesis 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
59 citing papers in PubMed, 1 synthesis or guideline pooled it.
- A review of artificial intelligence in healthcare supply chains: untapped potential?BMC health services research · 2026Pooled it
- Construction of performance score dynamic prediction system for clinical departments using explainable machine learning.Health information science and systems · 2026Article
- Streamlining Hospital Planning: A User-Friendly Decision Support Tool for Enhanced Healthcare Delivery.The International journal of health planning and management · 2026Article
- Beyond Efficiency Scores: Explaining Health System Performance Using Two-Stage Bootstrap DEA and Machine Learning.Healthcare (Basel, Switzerland) · 2026Article
- Healthcare Expenditure and Health System Efficiency in 25 European Countries: A Multidimensional Data Envelopment Analysis with Bootstrap Correction and Second-Stage Regression.Epidemiologia (Basel, Switzerland) · 2026Article
- State-of-the-art technologies for the digital transformation of healthcare services - a systematic scoping review.BMC health services research · 2026Article
- Women's Autonomy and Respectful Maternity Care in Zambia: A Cross-Sectional Study Using Validated Patient-Reported Measures.Maternal and child health journal · 2026Article
- Financing Regimes and Case-Mix Complexity in Psychiatric Hospitals Beyond the Pandemic Shock-Insights from a Regional European Healthcare System.Healthcare (Basel, Switzerland) · 2026Article
- Article
- Technical efficiency analysis of the Basic Health Care Provision Fund for the funded primary health care facilities in Nigeria.BMC primary care · 2026Article
- Maternal and child healthcare coverage and trends: refugee vs. non-refugee districts in Uganda.Conflict and health · 2026Article
- Level and determinants of district primary healthcare system technical efficiency in Ghana: two-stage stochastic frontier analysis.BMJ global health · 2026Article
- Community-based management strategies for adults with multimorbidity: a systematic review of clinical and patient-centred outcomes.BMJ public health · 2026Article
- Predictive modeling of corporate financial risk and its implications for health economics and public health efficiency.Frontiers in public health · 2026Article
- Global burden and trends of non-communicable diseases among children and adolescents from 1990 to 2021: an age-period-cohort and frontier analysis with projections to 2035.Frontiers in public health · 2026Article
- Social Determinants of Health in Iran: Policy Evolution, Intersectoral Governance, and Equity Monitoring.Medical journal of the Islamic Republic of Iran · 2026Article
- Distribution dynamics and spatial dependence in healthcare resource allocation efficiency: evidence of path dependence and club formation in China.Frontiers in public health · 2026Article
- Can public data openness enhance public health resource allocation efficiency? Evidence from the launch of Chinese government data platforms.Frontiers in public health · 2026Article
- Healthcare efficiency across GCC countries: an exploratory DEA study.Frontiers in public health · 2026Article
- Family views on health resources and services in the intermountain west: a qualitative study.BMC health services research · 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
11 authors.
Funding
Abstract
backgroundEfficiency refers the use of resources in ways that optimise desired outcomes. Health system efficiency is a priority concern for policy makers globally as countries aim to achieve universal health coverage, and face the additional challenge of an aging population. Efficiency analysis in the health sector has typically focused on the efficiency of healthcare facilities (hospitals, primary healthcare facilities), with few studies focusing on system level (national or sub-national) efficiency. We carried out a thematic review of literature that assessed the efficiency of health systems at the national and sub-national level.
methodsWe conducted a systematic search of PubMed and Google scholar between 2000 and 2021 and a manual search of relevant papers selected from their reference lists. A total of 131 papers were included. We analysed and synthesised evidence from the selected papers using a thematic approach (selecting, sorting, coding and charting collected data according to identified key issues and themes).
findingsThere were more publications from high- and upper middle-income countries (53%) than from low-income and lower middle-income countries. There were also more publications focusing on national level (60%) compared to sub-national health systems' efficiency. Only 6% of studies used either qualitative methods or mixed methods while 94% used quantitative approaches. Data envelopment analysis, a non-parametric method, was the most common methodological approach used, followed by stochastic frontier analysis, a parametric method. A range of regression methods were used to identify the determinants of health system efficiency. While studies used a range of inputs, these generally considered the building blocks of health systems, health risk factors, and social determinants of health. Outputs used in efficiency analysis could be classified as either intermediate health service outputs (e.g., number of health facility visits), single health outcomes (e.g., infant mortality rate) or composite indices of either intermediate outputs of health outcomes (e.g., Health Adjusted Life Expectancy). Factors that were found to affect health system efficiency include demographic and socio-economic characteristics of the population, macro-economic characteristics of the national and sub-national regions, population health and wellbeing, the governance and political characteristics of these regions, and health system characteristics.
conclusionThis review highlights the limited evidence on health system efficiency, especially in low- and middle-income countries. It also reveals the dearth of efficiency studies that use mixed methods approaches by incorporating qualitative inquiry. The review offers insights on the drivers of the efficiency of national and sub-national health systems, and highlights potential targets for reforms to improve health system efficiency.
Indexed as
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.