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. Author manuscript; available in PMC: 2024 Jan 31.
Published in final edited form as: J Health Econ. 2018 Jul 26;61:111–133. doi: 10.1016/j.jhealeco.2018.06.012

Table C.1.

Provider price responses to reference pricing: exposure to CalPERS and consumer demand shifts.

Arthroscopy Cataract Colonoscopy



(1) (2) (3) (4) (5) (6)
ASC HOPD ASC HOPD ASC HOPD

Post × ln(CalPERS exposure) × ΔHOPD −0.106 −0.0303 0.0234 0.0782 −0.253*** 0.0135
(0.0873) (0.0504) (0.0362) (0.0546) (0.0768) (0.0630)
Post × ΔHOPD 0.0836 −0.0171 −0.0491 −0.112 0.186*** 0.0117
(0.0625) (0.0511) (0.0760) (0.0865) (0.0407) (0.0669)
Post × ln(CalPERS exposure) −0.0376 −0.0147 −0.0628 0.00992 −0.104*** −0.0181
(0.0363) (0.0245) (0.0395) (0.0255) (0.0225) (0.0215)
2010 0.0152 0.0844*** 0.0141 0.0891*** 0.0235*** 0.0744***
(0.0126) (0.00881) (0.0129) (0.00866) (0.00719) (0.0100)
2011 0.111*** 0.152*** 0.0421* 0.159*** 0.0579*** 0.140***
(0.0176) (0.0106) (0.0244) (0.0107) (0.0108) (0.0125)
2012 0.165*** 0.228*** 0.102*** 0.190*** 0.190*** 0.232***
(0.0373) (0.0311) (0.0371) (0.0305) (0.0264) (0.0220)
2013 0.203*** 0.271*** 0.150** 0.249*** 0.228*** 0.252***
(0.0343) (0.0319) (0.0636) (0.0338) (0.0274) (0.0267)
Observations 46,696 21,880 20,065 5845 224,469 86,586
Number of providers 325 246 239 158 414 275
Number of markets 108 108 110 79 117 114
Adjusted R2 0.259 0.212 0.185 0.284 0.259 0.177
Mean price 4409 7893 1882 6560 1067 2772

This table presents the results from Eq. (13) and estimates provider price responses to the CalPERS reference pricing program based on both the market-level exposure to CalPERS and the market-level change in market shares between HOPDs and ASCs. The odd-numbered columns restrict the sample to ASC providers and the even-numbered columns restrict the sample to HOPD providers. The dependent variable inall columns is ln(priceijtk) and each regression is estimated using OLS. Controls for month, patient age, gender, Charlson comorbidity score, indicators for 17 chronic conditions, and patient HRR fixed effects are included but not reported. Robust standard errors clustered at the Hospital Service Area level are in parentheses.

***

p < 0.01.

**

p < 0.05.

*

p < 0.1.