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13 - Stochastic Frontier Analysis for Healthcare, with Illustrations in R

Published online by Cambridge University Press:  21 November 2024

Shawna Grosskopf
Affiliation:
Oregon State University
Vivian Valdmanis
Affiliation:
Western Michigan University
Valentin Zelenyuk
Affiliation:
University of Queensland
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Summary

This chapter provides a brief overview of the stochastic frontier analysis (SFA) in the context of analyzing healthcare, with a focus on hospitals, where it has received widespread attention. The authors consider many of the popular extensions and generalizations of the classic SFA model in both cross-sectional and panel data. They also briefly discuss semiparametric and nonparametric generalizations, spatial frontiers, Bayesian SFA, and the endogeneity in SFA. They illustrate some of these methods for real data on public hospitals in Queensland, Australia, as well as provide practical guidance and references for their computational implementations via R.

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The Cambridge Handbook of Healthcare
Productivity, Efficiency, Effectiveness
, pp. 404 - 444
Publisher: Cambridge University Press
Print publication year: 2024

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