ReviewHealth care management science2019
The use of Data Envelopment Analysis (DEA) in healthcare with a focus on hospitals.
Review in Health care management science, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 112 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
112 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Approach in inputs & outputs selection of Data Envelopment Analysis (DEA) efficiency measurement in hospitals: A systematic review.PloS one · 2024Pooled it
- Hospital efficiency in the eastern mediterranean region: A systematic review and meta-analysis.Frontiers in public health · 2023Pooled it
- Efficiency of Iranian Hospitals Before and After Health Sector Evolution Plan: A Systematic Review and Meta-Analysis Study.Frontiers in public health · 2021Pooled it
- Technical efficiency of public health facilities in Punjab, Pakistan: application of a two-stage data envelopment analysis.BMC health services research · 2026Article
- Operational efficiency in public infectious disease hospitals across 31 provinces in China: a three-phase data envelopment analysis.BMJ open · 2026Article
- Beyond Efficiency Scores: Explaining Health System Performance Using Two-Stage Bootstrap DEA and Machine Learning.Healthcare (Basel, Switzerland) · 2026Article
- Temporal Patterns in Hospital Performance Indicators in the Chilean Public Hospital System: A Longitudinal Analysis Using Dimensionless Coefficients.Healthcare (Basel, Switzerland) · 2026Article
- Technical efficiency analysis of the Basic Health Care Provision Fund for the funded primary health care facilities in Nigeria.BMC primary care · 2026Article
- Efficiency assessment of gynecological resource allocation in tertiary hospitals: a Data Envelopment Analysis approach.BMC health services research · 2026Article
- Efficiency assessment and demand forecasting in China's primary healthcare system: a comprehensive SBM-DDF-GML analysis.Frontiers in public health · 2026Article
- Benchmarking and efficiency assessment in intensive care units: a systematic review protocol.Critical care science · 2026Article
- Financial Management Innovation in Hospital Groups: An Empirical Study of Ophthalmology Specialty Care Under Consolidation.Risk management and healthcare policy · 2026Article
- The efficiency of secondary-level hospitals in hard-to-reach and non-hard-to-reach areas in Bangladesh: a data envelopment analysis approach.BMC health services research · 2025Article
- Evaluation and dynamic evolution of maternal and child health services in township health centers in ethnic minority areas of Guangxi, China.Primary health care research & development · 2025Article
- Visualisation of Data Envelopment Analysis in primary health services.Health care management science · 2025Article
- Relative efficiency of psychiatric clinics in treating cases without coercion and achieving symptom reduction.European psychiatry : the journal of the Association of European Psychiatrists · 2025Article
- Three decades in healthcare service efficiency evaluation: a bootstrapping Data Envelopment Analysis (DEA) of Ministry of Health Malaysia.Health economics review · 2025Article
- Assessing the performance of Portuguese public hospitals before and during COVID-19 outbreak, with optimistic and pessimistic benchmarking approaches.Health care management science · 2025Article
- Optimising Healthcare Delivery:Sultan Qaboos University medical journal · 2025Article
- Hospital productivity and value in pay-for-performance healthcare programs.Health systems (Basingstoke, England) · 2025Article
52 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The healthcare sector in general and hospitals in particular represent a main application area for Data Envelopment Analysis (DEA). This paper reviews 262 papers of DEA applications in healthcare with special focus on hospitals and therefore closes a gap of over ten years that were not covered by existing review articles. Apart from providing descriptive statistics of the papers, we are the first to examine the research purposes of the publications. These research goals can be grouped into four distinct clusters according to our proposed framework. The four clusters are (1) "Pure DEA efficiency analysis", i.e. performing a DEA on hospital data, (2) "Developments or applications of new methodologies", i.e. applying new DEAy approaches on hospital data, (3) "Specific management question", i.e. analyzing the effects of managerial specification, such as ownership, on hospital efficiency, and (4) "Surveys on the effects of reforms", i.e. researching the impact of policy making, such as reforms of health systems, on hospital efficiency. Furthermore, we analyze the methodological settings of the studies and describe the applied models. We analyze the chosen inputs and outputs as well as all relevant downstream techniques. A further contribution of this paper is its function as a roadmap to important methodological literature and publications, which provide crucial information on the setup of DEA studies. Thus, this paper should be of assistance to researchers planning to apply DEA in a hospital setting by providing information on a) what has been published between 2005 and 2016, b) possible pitfalls when setting up a DEA analysis, and c) possible ways to apply the DEA analysis in practice. Finally, we discuss what could be done to advance DEA from a scientific tool to an instrument that is actually utilized by managers and policymakers.
Indexed as
Identifiers
29478088What 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.