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. Author manuscript; available in PMC: 2016 Oct 16.
Published in final edited form as: Am J Health Econ. 2015 Oct 16;1(4):399–431. doi: 10.1162/AJHE_a_00024

TABLE 5.

Effect of MA managed care penetration on outpatient utilization

Outpatient ambulatory visits
Outpatient surgical visits
Emergency room visits
OLS IV OLS IV OLS IV
Penetration      −0.609
      (2.372)
     46.87a
    (15.96)
  −0.159
   (0.130)
    2.706a
   (0.774)
  −0.000441
   (0.129)
  −0.0379
   (0.687)
R2        0.152        0.151     0.026     0.026     0.087     0.087
Mean of dep. var. 8,550 8,550 304 304 539 539
10 pct. pt. pen. effect incr. (%)      −0.071        5.482   −0.523     8.901   −0.001   −0.07

Data sources: CMS Medicare claims, Medicare beneficiary enrollment files, and MA Ratebook Files for 1999–2011.

Notes: Results are for years 1999–2011 and contain 60,945,447 observations. Results for outpatient surgical visits are for years 1999–2009 and contain 50,660,647 observations. MA Penetration is in percentages (ranging from 0 to 100). Results for utilization are per 1,000 enrollees. Standard errors in parentheses (robust, clustered on county). Bottom row shows the effect implied by the coefficient of a 10 percentage point increase in penetration on the outcome as a percentage of the mean value of the outcome. Regressions include county and year fixed effects; enrollee-level covariates; and county-level demographics, economic conditions, and health-care workforce.

a

p < 0.01,

b

p < 0.05,

c

p < 0.10.