Resource Rents Are the Strongest Predictor of Democratic Failure

Coefficient estimates from cross-national OLS regression on Liberty Score

Liberty Score = β0 + β1(Resource Rents) + β2(log GDP/cap) + β3(log Pop) + β4(Colonial Heritage) + β5(Region FE) + ε
R² = 0.62  ·  Adj R² = 0.58  ·  N = 91  ·  F = 14.8 (p < 0.001)

Resource rents have the largest standardized effect (|β*| = 0.48) -- controlling for income, population size, colonial history, and geography.

Source: Political Topology Dataset, CGL-PT-A14 · Cambridge Governance Labs 2026