Government Healthcare (Medicare + Medicaid) Spending → Life expectancy at birth
Aggregate n-of-1 pair study with adaptive bins, optimal value estimates, and subject-level diagnostics.
Grade ADirection neutral1 quality warning
Evidence Grade
A
Subjects
231
Aligned Pairs
5544
Predictive Pearson
0.000
Optimal Value
Central
347.64 model spending units
Lower / Upper
70.81 - 946.63
Support
231 subjects
Jurisdiction Optimal Predictor Value Distribution
adaptive_numeric_bins • target bins 10 • min size 23
| Bin | Obs | Subjects | Outcome % Change from Baseline | Forward Pearson | Predictive Pearson |
|---|---|---|---|---|---|
| 2.0 - 54.0 | 1104 | 46 | 7.20 | 0.804 | 0.000 |
| 54.0 - 122.0 | 576 | 24 | 5.95 | 0.829 | 0.000 |
| 122.0 - 217.0 | 552 | 23 | 3.70 | 0.867 | 0.000 |
| 217.0 - 515.0 | 1080 | 45 | 3.00 | 0.787 | 0.000 |
| 515.0 - 782.0 | 552 | 23 | 2.80 | 0.756 | 0.000 |
| 782.0 - 1350.0 | 576 | 24 | 3.15 | 0.769 | 0.000 |
| 1350.0 - 5487.1 | 1104 | 46 | 2.80 | 0.856 | 0.000 |
Subject Drilldowns
View AllData Flow
Source country results
231 input • 231 output • 0 dropped
Aggregate pair metrics
5544 input • 5544 output • 0 dropped
Adaptive bin construction
231 input • 231 output • 0 dropped
Data Freshness & Provenance
Explorer payload generated 3/12/2026, 10:59:57 PM.
- US Government Size Analysispackages/examples/output/us-government-size-analysis.jsonGenerated 3/12/2026, 10:59:57 PM
- US Optimal Budget Analysispackages/web/src/data/optimal-budget.jsonGenerated 2/7/2026, 5:03:26 AM
Precompute Cache Index
Key: 9281976a
6 outcomes • 5 predictors • 8 pairs • 936 subjects