Pre-registration
In a 1996-2018 Maddison/WGI cross-section, countries with stronger rule of law should show higher mean annual GDP-per-capita growth after controlling for initial income if the property-rights growth channel is strong in between-country variation.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
SUPPORTED if the coefficient on mean Rule of Law is positive and statistically significant at p<0.10 after controlling for initial GDP per capita. REFUTED if the coefficient is negative and significant. Otherwise PARTIAL.
formal test & threshold
test: maddison_wgi_rule_of_law_cross_section_1996_2018 threshold: [object Object]
Method
- Template
descriptive- Clustering
none- Sample
- 22 countries · 1996 – 2018
- Evidence type
- associational
Bespoke HC3 OLS cross-section in `engine/runs/property_rights_long_run_income_frontier_v2/replication.py`.
Data
| Variable | Source | Transform |
|---|---|---|
mean_annual_gdp_pc_growth outcome | maddison:rgdpnapctier 3 | mean_annual_log_growth_1996_2018 |
mean_rule_of_law treatment | wgi:RL.ESTtier 4 | country_mean_1996_2018 |
log_initial_gdp_pc control | maddison:rgdpnapctier 3 | log_level_1996 |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — property_rights_long_run_income_frontier_v2
Verdict: partial — Cross-section β_RL=-0.0028 (SE 0.0043, p=0.506, n=165), R²=0.016.
Design
Cross-section of 165 countries, 1996-2018. Outcome: mean annual log GDP-per-capita growth (Maddison). Treatment: mean WGI Rule of Law. Control: log initial GDP per capita. Estimator: OLS with HC3 SEs.
Methodology Note
This is a v2 robustness check for property_rights_long_run_income_frontier.
v1 used TWFE panel with 5-year-forward growth and found PARTIAL (β=+0.0048, p=0.277).
v2 uses a country-mean cross-section to test whether the panel result is driven
by within-country vs between-country variation.
Metrics
| Metric | Value | |---|---| | Countries | 165 | | β_RL | -0.0028 | | SE | 0.0043 | | 95% CI | [-0.0112, +0.0055] | | p-value | 0.506 | | R² | 0.016 |
Interpretation
See v1 result card for primary interpretation. This v2 tests whether the partial TWFE panel result reflects weak between-country association.
Strongest opposing argument
Every hypothesis ships with its charitable opposing argument. The framework earns credibility by handling objections at their strongest, not weakest.