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).
Calculated for the 12 months prior to program application.
The insurance coverage variables are indicators for being insured in all months of quarter −1
Winsorized at the 95th percentile.