Education Spending → GDP per capita
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
203
Aligned Pairs
4865
Predictive Pearson
0.000
Optimal Value
Central
594.65 model spending units
Lower / Upper
217.90 - 1222.85
Support
203 subjects
Jurisdiction Optimal Predictor Value Distribution
adaptive_numeric_bins • target bins 10 • min size 20
| Bin | Obs | Subjects | Outcome % Change from Baseline | Forward Pearson | Predictive Pearson |
|---|---|---|---|---|---|
| 14.9 - 90.0 | 480 | 20 | 48.15 | 0.815 | 0.000 |
| 90.0 - 161.0 | 504 | 21 | 58.30 | 0.964 | 0.000 |
| 161.0 - 275.0 | 480 | 20 | 71.10 | 0.852 | 0.000 |
| 275.0 - 425.0 | 480 | 20 | 67.95 | 0.941 | 0.000 |
| 425.0 - 595.0 | 504 | 21 | 67.00 | 0.898 | 0.000 |
| 595.0 - 718.0 | 480 | 20 | 65.40 | 0.936 | 0.000 |
| 718.0 - 1028.0 | 473 | 20 | 54.10 | 0.922 | 0.000 |
| 1028.0 - 1449.0 | 480 | 20 | 77.80 | 0.949 | 0.000 |
| 1449.0 - 2256.0 | 480 | 20 | 49.15 | 0.960 | 0.000 |
| 2256.0 - 5028.9 | 504 | 21 | 56.20 | 0.970 | 0.000 |
Subject Drilldowns
View AllData Flow
Source country results
203 input • 203 output • 0 dropped
Aggregate pair metrics
4865 input • 4865 output • 0 dropped
Adaptive bin construction
203 input • 203 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