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Measuring quality effects in equilibrium
Seth Richards-Shubik1, Mark S Roberts2, Julie M Donohue2
1NBER, Lehigh University, USA.
Healthcare provider demand models often lack price data, potentially underestimating consumer responses to quality. This study introduces a congestion effect to improve quality effect forecasts, particularly in heart surgery markets.
Area of Science:
- Health economics
- Healthcare market analysis
- Econometrics
Background:
- Standard healthcare demand models often exclude market-clearing variables like price or waiting times.
- This omission can lead to underestimated consumer responsiveness to healthcare quality.
- Limited provider capacity can prevent consumers from accessing higher quality care, creating bias.
Purpose of the Study:
- To develop a tractable method for estimating consumer response to quality in healthcare markets.
- To address the attenuation bias caused by omitted market-clearing factors in demand models.
- To improve the accuracy of forecasts for consumer behavior regarding healthcare quality.
Main Methods:
- Incorporation of a congestion effect into standard discrete-choice models.
- Analytical demonstration of the method's ability to improve quality effect forecasts.
- Empirical application to the heart surgery market.
Main Results:
- The proposed method analytically improves forecasts of consumer response to quality.
- Empirical analysis in the heart surgery market revealed significant attenuation bias in estimated quality effects.
- The congestion effect is crucial for accurately modeling consumer choice in capacity-constrained healthcare markets.
Conclusions:
- Adding a congestion effect to discrete-choice models provides a more accurate estimation of quality effects in healthcare.
- Failure to account for provider capacity and congestion leads to underestimation of quality's impact on consumer demand.
- This methodology enhances the reliability of healthcare market analysis and policy implications.
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