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Journal ArticleDOI

How efficient are Greek hospitals? A case study using a double bootstrap DEA approach

TLDR
The results reveal that over 80 % of the examined hospitals appear to have a technical efficiency lower than 0.8, while the majority appear to be scale efficient, and the role of medical equipment in performance is indicated, confirming its misallocation in healthcare expenditure.
Abstract
The purpose of this study was to measure Greek hospital performance using different input-output combinations, and to identify the factors that influence their efficiency thus providing policy makers with valuable input for the decision-making process. Using a unique dataset, we estimated the productive efficiency of each hospital through a bootstrapped data envelopment analysis (DEA) approach. In a second stage, we explored, using a bootstrapped truncated regression, the impact of environmental factors on hospitals' technical and scale efficiency. Our results reveal that over 80% of the examined hospitals appear to have a technical efficiency lower than 0.8, while the majority appear to be scale efficient. Moreover, efficiency performance differed with inclusion of medical examinations as an additional variable. On the other hand, bed occupancy ratio appeared to affect both technical and scale efficiency in a rather interesting way, while the adoption of advanced medical equipment and the type of hospital improves scale and technical efficiency, correspondingly. The findings of this study on Greek hospitals' performance are not encouraging. Furthermore, our results raise questions regarding the number of hospitals that should operate, and which type of hospital is more efficient. Finally, the results indicate the role of medical equipment in performance, confirming its misallocation in healthcare expenditure.

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Citations
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Journal ArticleDOI

The use of Data Envelopment Analysis (DEA) in healthcare with a focus on hospitals.

TL;DR: This paper reviews 262 papers of DEA applications in healthcare with special focus on hospitals and closes a gap of over ten years that were not covered by existing review articles, and is the first to examine the research purposes of the publications.
Journal ArticleDOI

Efficiency and optimal size of hospitals: Results of a systematic search.

TL;DR: Analysis of existing research on scale efficiency and optimal size of the hospital sector showed that economies of scale are present for merging hospitals and supported the current policy of expanding larger hospitals and restructuring/closing smaller hospitals.
Journal ArticleDOI

Healthcare efficiency assessment using DEA analysis in the Slovak Republic.

TL;DR: There is an indirect dependence between the values of the variables over time and the results of the estimated efficiency in all regions, and the regions that had low values ofThe variables overTime achieved a high degree of efficiency and vice versa.
Journal ArticleDOI

Integrated Analysis of Healthcare Efficiency: A Systematic Review

TL;DR: This paper reviews 57 studies with DEA applications in the healthcare industry to illustrate the integrated analysis of healthcare efficiency.
Journal ArticleDOI

Did the corporatization of Portuguese hospitals significantly change their productivity

TL;DR: The results show that although corporatized hospitals presented the highest efficiency consistency, they had also the lowest levels of productivity, while the hospitals under the traditional administrative public management system were the ones with the best average performance.
References
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Book

An introduction to the bootstrap

TL;DR: This article presents bootstrap methods for estimation, using simple arguments, with Minitab macros for implementing these methods, as well as some examples of how these methods could be used for estimation purposes.
Journal ArticleDOI

Measuring the efficiency of decision making units

TL;DR: A nonlinear (nonconvex) programming model provides a new definition of efficiency for use in evaluating activities of not-for-profit entities participating in public programs and methods for objectively determining weights by reference to the observational data for the multiple outputs and multiple inputs that characterize such programs.
BookDOI

Density estimation for statistics and data analysis

TL;DR: The Kernel Method for Multivariate Data: Three Important Methods and Density Estimation in Action.
Journal ArticleDOI

Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis

TL;DR: The CCR ratio form introduced by Charnes, Cooper and Rhodes, as part of their Data Envelopment Analysis approach, comprehends both technical and scale inefficiencies via the optimal value of the ratio form, as obtained directly from the data without requiring a priori specification of weights and/or explicit delineation of assumed functional forms of relations between inputs and outputs as mentioned in this paper.
Journal ArticleDOI

Bootstrap Methods: Another Look at the Jackknife

TL;DR: In this article, the authors discuss the problem of estimating the sampling distribution of a pre-specified random variable R(X, F) on the basis of the observed data x.
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