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. Author manuscript; available in PMC: 2022 Nov 4.
Published in final edited form as: Am Econ Rev Insights. 2022 Sep;4(3):389–407. doi: 10.1257/aeri.20210515

Table 2—

Summary Statistics and Covariate Balance

Sample Mean
Discontinuity
150-550% FPL
(1)
250-350% FPL
(2)
350-450% FPL
(3)
RD Estimate
(4)
p-value
(5)
Demographics at Application
 Family Income ($) 40299.29 49355.72 65714.77 −197.67 0.82
 Family Size 2.15 2.19 2.17 −0.00 0.97
 White (%) 50.65 50.99 48.24 −0.00 0.85
 Male (%) 42.65 44.38 48.43 −0.04 0.13
 Age 57.77 56.57 55.13 −0.42 0.71
 Elixhauser Comorbidity Indexa 3.52 3.45 3.36 0.13 0.43
 Body Mass Index (BMI) 29.05 29.27 29.23 0.34 0.35
 Ever Smoked (%) 42.34 41.63 41.80 −0.02 0.46
Insurance and Cost in Quarter −1 b
 Insured (%) 88.12 89.48 90.47 −0.01 0.73
 Medicare Advantage (%) 52.40 49.76 46.23 −0.01 0.67
 Total Cost ($) 6094.89 6461.90 6884.35 −132.03 0.92
Key Outcomes in Quarter −1
 Any Encounter (%) 67.05 67.98 69.11 −0.00 0.93
  Any Ambulatory Encounter (%) 65.36 66.43 67.78 −0.00 0.93
  Any Inpatient Encounter (%) 7.30 7.45 7.72 −0.00 0.92
  Any Emergency Department Encounter (%) 15.24 14.90 14.01 0.01 0.37
 Prescription Drug Days Suppliedc 132.50 133.83 132.60 −3.77 0.64
 Any Test Record (%) 21.70 21.88 24.02 −0.02 0.26
 Any Abnormal Test Result (Unconditional) (%) 12.00 12.43 12.87 −0.00 0.77
 Any Abnormal Test Result Conditional on Test (%) 55.28 56.81 53.57 0.03 0.51

Note: Quarter −1 corresponds to event months −3, −4, and −5 relative to the quarter of application decision. The income eligibility cutoff is 350% of FPL. Column 1 shows means for the baseline sample with income between 150% and 550% of FPL; columns 2 and 3 show means for applicants within 100 percentage points of the 350% FPL threshold. Columns 4 and 5 report coefficient estimates and p-values on an indicator for income below the 350% of FPL threshold from our baseline regression discontinuity specification (equation 1).

a

Calculated for the 12 months prior to program application.

b

The insurance coverage variables are indicators for being insured in all months of quarter −1

c

Winsorized at the 95th percentile.