Methods for Evaluating and Improving Plan Payment Risk Adjustment and Plan Defaults in Medicare Part D

A Zink - 2022 - search.proquest.com
Chapter one expands on concepts from the statistics, computer science, and health
economics literature to develop new fair regression methods for health plan payment risk …

Fair regression for health care spending

A Zink, S Rose - Biometrics, 2020 - academic.oup.com
The distribution of health care payments to insurance plans has substantial consequences
for social policy. Risk adjustment formulas predict spending in health insurance markets in …

[PDF][PDF] Balancing Fairness and Efficiency in Health Plan Payments

A Zink, TG McGuire, S Rose - POLICY, 2022 - hai.stanford.edu
Data-driven decision-making has justifiably come under scrutiny in recent years for its
tendency to perpetuate human biases, and few use-cases make the dangers as clear as …

Intervening on the data to improve the performance of health plan payment methods

SL Bergquist, TJ Layton, TG McGuire, S Rose - 2018 - nber.org
The conventional method for developing health care plan payment systems uses existing
data to study alternative algorithms with the purpose of creating incentives for an efficient …

Improving the performance of risk adjustment systems: constrained regressions, reinsurance, and variable selection

TG McGuire, AL Zink, S Rose - American journal of health …, 2021 - journals.uchicago.edu
Modifications of risk adjustment systems used to pay health plans in individual health
insurance markets typically seek to reduce selection incentives at the individual and group …

Simplifying and improving the performance of risk adjustment systems

TG McGuire, AL Zink, S Rose - 2020 - nber.org
Risk-adjustment systems used to pay health plans in individual health insurance markets
have evolved towards better “fit” of payments to plan spending, at the individual and group …

Marketplace plan payment options for dealing with high-cost enrollees

TJ Layton, TG McGuire - American Journal of Health …, 2017 - journals.uchicago.edu
Two of the three elements of the ACA's “premium stabilization program,” reinsurance and
risk corridors, are set to expire in 2017, leaving risk adjustment alone to protect plans …

Evaluating the performance of health plan payment systems

TJ Layton, RP Ellis, TG McGuire… - Risk adjustment, risk …, 2018 - Elsevier
Health plan payment systems serve important objectives of social policy, including
encouraging the efficiency of the health insurance and healthcare markets, containing …

Alternative evaluation metrics for risk adjustment methods

S Park, A Basu - Health economics, 2018 - Wiley Online Library
Risk adjustment is instituted to counter risk selection by accurately equating payments with
expected expenditures. Traditional risk‐adjustment methods are designed to estimate …

[PDF][PDF] Will risk-adjustment decrease health care costs? New evidence from the Medicare Advantage Program

J Brown, M Duggan, I Kuziemko… - … University Working Paper, 2011 - Citeseer
To combat adverse selection, governments increasingly base payments to health plans and
providers on enrollees' scores from risk-adjustment formulae. But because the variance of …