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. Author manuscript; available in PMC: 2019 Feb 1.
Published in final edited form as: Q J Econ. 2017 Aug 2;133(1):407–455. doi: 10.1093/qje/qjx029

Table I.

Baseline Estimates Utilization and Mortality

(1) (2) (3) (4) (5) (6) (7) (8)

Dependent variable:

Number
Outpatient
Visits
Any
Outpatient
Visit
Any Hospital
Admission
Number
Nights in
Hospital
Log Age-
Adjusted All-
Cause Mortality
Level Age-
Adjusted All-
Cause Mortality
Log Age-
Adjusted Chronic
Mortality
Level Age-
Adjusted Chronic
Mortality
Mean of Dep Var for Black Men before 1973 4.10 0.62 0.14 2.26 3.42 30.68 3.14 23.37

PANEL A---Utilization PANEL B---Mortality

Pj*postt *blackr*maleg −1.328*** (0.354) −0.037*** (0.007) −0.015 (0.013) 0.738** (0.363) 0.071*** (0.023) 2.142** (0.851) 0.087*** (0.022) 1.566** (0.770)
Pj*postt*maleg −0.022 (0.080) 0.004 (0.005) 0.004 (0.004) 0.067 (0.075) 0.005* (0.003) −0.045 (0.047) 0.008*** (0.003) −0.031 (0.040)
Pj*postt*blackr −0.052 (0.110) 0.011* (0.006) 0.006 (0.004) 0.123 (0.104) −0.017 (0.019) −0.765 (0.658) −0.018 (0.020) −0.682 (0.663)
Fixed Effects State-Year, Race-Gender-Year, Race-Gender-State SEA-Year, Race-Gender-Year, Race-Gender-SEA
Observations 220,954 220,954 220,954 220,954 17,737 18,600 17,611 18,600
No. Clusters 49 49 49 49 465 465 465 465
Adj R-squared 0.017 0.025 0.010 0.010 0.812 0.303 0.804 0.226

Notes: OLS estimates of equations (2) and (3). Panel (A) presents outcomes on utilization. Utilization data are from the harmonized version of the National Health Interview Survey (NHIS) available from IPUMS and merged with restricted identifiers for use in the Restricted Data Center (RDC) and cover the period 1969–1977. Post is an indicator variable equal to 1 in the years following 1972. The unit of observation is the individual, and the sample includes non-veteran black and white men and women ages 45–74. In column (1) the outcome is the number of outpatient physician interactions in the past 12 months. In column (2) the outcome is an indicator variable for any outpatient physician visit in the last 12 months. In columns (3) and (4) the outcome variables are any hospital admission and the number of nights in a hospital, respectively. Panel (B) presents outcomes on mortality. Mortality data are from the compressed mortality files from the CDC and cover the period 1968–1987. The unit of observation is a demographic group within a state economic area (SEA) and the sample includes black and white men and women ages 45–74 who died in the United States. Rates are constructed biennially, and post is an indicator equal to 1 in the years following 1972/1973. In columns (5) and (6) the outcomes are the log and level of age-adjusted mortality from all causes, respectively. In columns (7) and (8) the outcomes are the log and level of age-adjusted chronic mortality, respectively. In addition to the listed fixed effects, utilization regressions control for age, education, marital status, urbanization, whether the respondent has a telephone and income. Mortality regressions include controls for the log of total health (e.g. Medicaid and Medicare) expenditures, the log of Social Security expenditures, the density of hospitals, hospital beds and physicians and the presence of community health centers. Regressions using NHIS data are weighted using provided survey weights. Standard errors are clustered at the state level or SEA level.

***

p<0.01,

**

p<0.05 and

*

p<0.10, respectively.