This panel addresses methodological and epistemological issues of cause, counterfactuals, correlations, and effect. What associations may be deemed “proof” of certain outcomes? The subtle entanglement of grounded probability with self-fulfilling prophecy afflicts public and private managerial systems, from how to structure drivers as well as interventions in labor markets, the financial credit industry, health policy, and policing practices.