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Ethical Issues01:27

Ethical Issues

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Standards of Care I01:22

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Using Visual and Narrative Methods to Achieve Fair Process in Clinical Care
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Attributing Racial Differences in Care to Health Plan Performance or Selection.

Jacob Wallace1, Chima D Ndumele1, Anthony Lollo1

  • 1Yale School of Public Health, New Haven, Connecticut.

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Selection bias can distort health plan performance on health equity metrics. Random assignment revealed minimal plan differences in racial disparities, unlike self-selected enrollment, highlighting potential issues with performance-based financial incentives.

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Area of Science:

  • Health Services Research
  • Health Equity
  • Healthcare Policy

Background:

  • Public reporting and financial incentives increasingly link to organizational performance on health equity metrics.
  • Variation in organizational performance may stem from actual differences or selection bias.

Purpose of the Study:

  • To determine if observed racial disparities across health plans are due to performance or selection bias.
  • To assess the impact of random assignment versus self-selection on health equity metrics.

Main Methods:

  • A natural experiment using a southern US state's random assignment of Medicaid enrollees to 5 managed care plans.
  • Analysis of enrollee-level administrative claims and enrollment data (2011-2015) for Black and White enrollees.
  • Comparison of outcomes (primary care visits, ED visits, prescription fills, spending) between self-selected (observational) and randomly assigned (randomized) populations.

Main Results:

  • In the randomized population, racial differences in healthcare utilization and spending did not vary significantly across plans.
  • In the observational population, significant variation in racial differences was observed across plans, exceeding that in the randomized group.
  • Selection bias, not performance differences, likely explains the observed variation in racial disparities in the observational group.

Conclusions:

  • Selection bias can misrepresent health plans' performance on health equity measures.
  • Relying on disparity measures for payment adjustments in Medicaid may have unintended consequences.
  • Careful consideration of enrollment mechanisms is crucial when evaluating health plan performance on equity.