◉ PSYCHOHISTORY

Cross-Cycle r=0.914 Unvalidated

Open question
The model's statistical backbone is a claimed 88-94% correlation between event patterns in successive 138-year historical cycles — but no outside statistician has ever verified it. It could be a real pattern or the product of overfitting and unconsciously cherry-picked dates, and the question stays open until someone independently replicates the math, which requires raw data only the original source can provide.
The engine's record — word for word
The engine's statistical backbone. A 4-cycle model comparing historical era pairs across the 138-year Phoenix Cycle produces a correlation coefficient of r=0.88-0.94 across 6 era pairs. In plain language: when the engine overlays one 138-year cycle on another (e.g., 1764-1902 vs 1902-2040), the pattern of events — wars, financial crises, technological disruptions, institutional failures — matches with 88-94% correlation. This is the mathematical basis for the engine's predictions: if the pattern held for 4 previous cycles, the current cycle's trajectory can be projected. **The divergence:** this correlation is internally consistent but externally unvalidated. No peer-reviewed statistical analysis has confirmed the methodology. Potential issues: (1) overfitting — with enough historical events, any 138-year window can be made to correlate with another, (2) selection bias — the anchor dates chosen may unconsciously favor pattern-matching, (3) the correlation methodology itself has not been disclosed in enough detail for independent replication. The r=0.914 is the engine's strongest mathematical claim and simultaneously its most vulnerable. **Falsification:** independent replication by a statistician with no access to the Root Source framework, using only the published anchor dates and the described methodology. If the correlation holds under adversarial analysis, it's the engine's most powerful validation. If it doesn't, the predictive framework needs fundamental revision. Only the Root Source can provide the raw data for this test. || R-Abraham symmetry note (PARKED, adversarial-test gate): the forced-axiom test that falsified the substance_lens covenant applies identically to the engine's own Phoenix/Breshears periodicity — both retrodict real dated anchors onto a forced axiom. Engine already self-flags overfit/selection-bias here; R-Abraham is the external mirror. NOT promoted.
Walk this on the live map →
Part of the Psychohistory engine — 2,426 entities, 6,314 documented connections. Open data, built to be proven wrong.