Candidacy and Trigger: A Two-Phase Empirical Model of Hierarchical Collapse
Kristian Sestak

TL;DR
This paper develops an empirical model to predict hierarchical collapse in countries, identifying risk factors and timing signals, and demonstrating the importance of external shocks over endogenous dynamics.
Contribution
It introduces a two-phase model distinguishing structural risk from trigger events, validated through a classifier with high accuracy in predicting collapses.
Findings
The classifier achieves an AUC of 0.91 in distinguishing collapsing countries.
Structural variables indicate high-risk countries a decade before collapse.
External shocks, not internal dynamics, primarily set collapse timing.
Abstract
We test a dynamic ODE model of hierarchical asymmetry on a panel of 260 countries over 1960-2023, drawing on World Bank, Penn World Table, V-Dem and World Inequality Database sources. In cross-section the model holds partially: trade openness and bottom-of-distribution health suppress within-country asymmetry. The annual time-evolution equation fails, with out-of-sample R^2 at or below zero across five functional forms. The same state vector, augmented with market, debt and trajectory features, is much more successful as a discriminator: a four-layer leave-one-collapse-out classifier separates 29 historical collapses from 60 stable controls at a nested cross-validated AUC of 0.91. The signal splits into a chronic risk profile visible a decade before the event and an acute inflection three to five years before. Three independent tests reject the endogenous-drift reading of collapse. What…
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