Causal Reasoning Brain

CML Insight

AI-Powered Causal Analytics

See the Real Effect
Beyond the Noise

Interactive demo of AIPW doubly-robust causal estimation — showing how advising interventions truly affect student retention once selection bias is removed from the data.

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Doubly-Robust Estimates

AIPW propensity + outcome modeling separates true causal effect from selection bias.

Success-Aware Insights

Heterogeneous treatment effects broken down by Pell, first-gen, and contact timing.

Portfolio ROI

Constrained optimizer allocates advising budget to the highest causal-return programs.