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. Author manuscript; available in PMC: 2026 May 5.
Published in final edited form as: Health Aff (Millwood). 2025 Nov;44(11):1378–1385. doi: 10.1377/hlthaff.2025.00444

Exhibit 2:

Average differential change associated with private equity acquisition of substance use disorder treatment establishments, 2009–22

Coefficient Standard error Constant Observations
Insurance accepted
 Medicare 0.250**** 0.023 0.301 15,654
 Medicaid 0.154**** 0.026 0.626 15,654
 Private 0.200**** 0.026 0.668 15,654
Medication treatments offered
 Buprenorphine −0.029 0.025 0.306 15,654
 Methadone −0.015* 0.009 0.176 15,654
 Naltrexone −0.009 0.025 0.263 12,777
Therapy services offered
 Cognitive behavioral therapy −0.005 0.015 0.921 10,470
 Group counseling −0.001 0.015 0.928 10,470
 Twelve-step program −0.014 0.025 0.653 9,201
 Mentoring or peer support −0.050* 0.028 0.607 9,201

SOURCE Authors’ analysis of data from the National Survey of Substance Abuse Treatment Services paired with a data set of private equity acquisitions. NOTES Coefficients document the association between an indicator for the post–private equity acquisition period and the outcome indicator noted in each column, using a difference-in-differences estimator proposed in the cited materials (see Sun L, Abraham S. Estimating dynamic treatment effects in event studies with heterogeneous treatment effects. See note 22 in text). Establishment, year and state-by-year fixed effects are included in all estimates. Values in brackets are 95% confidence intervals computed from standard errors clustered by establishment. Data reporting of naltrexone availability starts in 2013. Data reporting on cognitive behavioral therapy and group counseling start in 2015. Data reporting of twelve-step programs and peer counseling start in 2016.

*

p < 0.1

****

p < 0.001