Differences in InferencesThe three-model architecture — prior, novel, reconciled — as a working tool.Open → ContributingCompanion to the framing and contribution-architecture guides.Open → The $149 Fleece QuestionThe three-model logic on live data: demographics alone at 21% of variance, then culture, then the interaction at 32%. Direction and magnitude come from different places.Open →

Equity AnalyticsAllocation and valuation as separable mechanisms.Open → COMPASAlgorithmic fairness and the cost of classification errors — companion to the Broward County case.Open → AutoNowCompanion to the Equitable Downsizing at AutoNow case.Open → UC OceanviewCompanion to the Building a Class at UC Oceanview case.Open → The $149 Fleece QuestionCulture versus demographics in willingness to pay. Two functionally identical jackets, 10,000 simulated respondents, and a fanning effect that only appears at the top of the income distribution.Open →