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Do payor‐based outreach programs reduce medical cost and utilization?

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  • Benjamin Ukert
  • Guy David
  • Aaron Smith‐McLallen
  • Ravi Chawla

Abstract

There is growing interest in using predictive analytics to drive interventions that reduce avoidable healthcare utilization. This study evaluates the impact of such an intervention utilizing claims from 2013 to 2017 for high‐risk Medicare Advantage patients with congestive heart failure. A predictive algorithm using clinical and nonclinical information produced a risk score ranking for health plan members in 10 separate waves between July 2013 and May 2015. Each wave was followed by an outreach intervention. The varying capacity for outreach across waves created a set of arbitrary intervention treatment cutoff points, separating treated and untreated members with very similar predicted risk scores. We estimate a difference‐in‐differences model to identify the effects of the intervention program among patients with a high score on care utilization. We find that enrollment in the intervention decreased the probability and number of hospitalizations (by 43% and 50%, respectively) and emergency room visits (10% and 14%, respectively), reduced the time until a primary care visit (8.2 days), and reduced total medical cost by $716 per month in the first 6 months following outreach.

Suggested Citation

  • Benjamin Ukert & Guy David & Aaron Smith‐McLallen & Ravi Chawla, 2020. "Do payor‐based outreach programs reduce medical cost and utilization?," Health Economics, John Wiley & Sons, Ltd., vol. 29(6), pages 671-682, June.
  • Handle: RePEc:wly:hlthec:v:29:y:2020:i:6:p:671-682
    DOI: 10.1002/hec.4010
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    References listed on IDEAS

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    1. Deborah Peikes & Arnold Chen & Jennifer Schore & Randall Brown, 2009. "Effects of Care Coordination on Hospitalization, Quality of Care, and Health Care Expenditures Among Medicare Beneficiaries: 15 Randomized Trials," Mathematica Policy Research Reports ce70f11be1b44e2c8590b9cf5, Mathematica Policy Research.
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    3. Deborah Peikes & Arnold Chen & Jennifer Schore & Randall Brown, "undated". "Paper of the Year: Effects of Care Coordination on Hospitalization Quality of Care and Health Care Expenditures Among Medicare Beneficiaries: 15 Randomized Trials (JAMA 2009)," Mathematica Policy Research Reports 05bbbc49ae314e1494a855ccb, Mathematica Policy Research.
    4. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
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    7. Charles Courtemanche & James Marton & Benjamin Ukert & Aaron Yelowitz & Daniela Zapata, 2017. "Early Impacts of the Affordable Care Act on Health Insurance Coverage in Medicaid Expansion and Non‐Expansion States," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 36(1), pages 178-210, January.
    8. David, Guy & Smith-McLallen, Aaron & Ukert, Benjamin, 2019. "The effect of predictive analytics-driven interventions on healthcare utilization," Journal of Health Economics, Elsevier, vol. 64(C), pages 68-79.
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