Skip to main content
Home
Home

  • People
  • Events
    Map of the Middle East
    Wed, June 10, 2026 | 5 pm - 6:45 pm
    The Middle East and US Foreign Policy: What Happens Next? See Details
    AI in Health Conference_Banner Image
    Science and Technology Policy
    Tue, Sep. 15 - Thu, Sep. 17, 2026 | 8 am - 6 pm
    AI in Health Conference See Details
    SynBio-Crop
    Science and Technology Policy
    Fri, Sep. 18, 2026 | 9 am - 5 pm
    Synthetic Biology at the Intersection of Science, Ethics, and Policy See Details
  • Podcasts
  • Research Programs
  • Research & Commentary
  • Press
  • Support
  • About
  • Newsletter
  • Search
  • Research
  • Twitter
  • Facebook
  • instagram
  • Linkedin
  • Youtube
  • Newsletter
  • Economics & Finance
  • Energy
  • Foreign Policy
  • Domestic Policy
  • Health & Science
  • All Publications
Health Economics | Center for Health Policy | Journal

Using Medicare Data to Measure Vertical Integration of Hospitals and Physicians

February 4, 2020 | Vivian Ho, Sasathorn Tapaneeyakul, Marah Short, Leanne Metcalfe, Lan Vu
Doctors converse in a corridor.

Table of Contents

Author(s)

Vivian Ho

James A. Baker III Institute Chair in Health Economics

Sasathorn Tapaneeyakul

Research Associate, Center for Health and Biosciences

Marah Short

Scholar in Health Economics

Leanne Metcalfe

Blue Cross Blue Shield of Texas

Lan Vu

Blue Cross Blue Shield of Texas

Share this Publication

  • Facebook
  • Twitter
  • Email
  • Linkedin
  • Print This Publication
  • Cite This Publication

    Ho, V., Tapaneeyakul, S., Metcalfe, L. et al. Using Medicare data to measure vertical integration of hospitals and physicians. Health Serv Outcomes Res Method 20, 1–12 (2020). https://doi.org/10.1007/s10742-020-00207-7

    Copy Citation

Abstract

Researchers, healthcare providers, and policy makers have become increasingly interested in the cost and quality effects of vertical integration (VI) between hospitals and physicians. However, tracking VI is often financially costly. Because the Medicare Data on Provider Practice and Specialty (MD-PPAS) annual dataset may be more cost-effective for researchers to access than private data sources, we examine the accuracy of MD-PPAS in identifying VI by comparing it to physician and hospital affiliations reported in Blue Cross Blue Shield Texas (BCBSTX) PPO claims data for 2014–2016. The BCBSTX data serve as a gold standard, because physician–hospital affiliations are based on the insurer’s provider contract information. We merged the two datasets using the physician National Provider Identifier (NPI), then determined what percentage of physicians had the same Tax Identification Number (TIN) in both sources, and whether the TIN implied the physician belonged to a physician- or hospital-owned practice. We found that 71.3% of successfully matched NPIs reported the same TIN, and 95.1% of patient-level observations were attributed to organizations with the same ownership type in both datasets, regardless of TIN. We compared regression estimates of patient-level annual spending on an indicator variable for physician versus hospital ownership for the primary attributed physician and found that estimates were within one percentage point whether one determined VI based on the BCBSTX or the MD-PPAS data. The results suggest that MD-PPAS, which costs less to obtain than from a for-profit data source, can be used to reliably track VI between hospitals and physicians.

Access the full journal article in Health Services and Outcomes Research Methodology.

https://doi.org/10.1007/s10742-020-00207-7
  • Print This Publication
  • Share
    • Facebook
    • Twitter
    • Email
    • Linkedin

Related Research

Family building atoms model
Center for Health Policy | Podcast

How Science Misinformation Affects Parenting and Child Health

Read More
Student walking toward school bus
Center for Health Policy | Podcast

How School Safety Policies Affect Student Well-Being

Read More
health + money + statistics
Health Economics | Center for Health Policy | Report

Texas Universities Show Sharp Differences in Health Insurance Premiums

Read More
  • Contact Us
  • Donate Now
  • Press
  • Membership
  • Careers
  • Student Opportunities
  • About the Institute
  • Rice.edu

6100 Main Street
Baker Hall MS-40, Suite 120
Houston, TX 77005

Email: [email protected]
Phone: 713-348-4683
Fax: 713-348-5993

  • Twitter
  • Facebook
  • instagram
  • Linkedin
  • Youtube
  • Newsletter
  • © Rice University's Baker Institute for Public Policy
  • Web Accessibility
  • Privacy Policy