⚡ Causal Agent

Causal Inference • Treatment Effects • Study Design
● Ready

⚡ Causal Agent Ready

Your AI-powered assistant for causal inference and treatment effect estimation.
Upload your dataset or request simulated data, then I'll run PS matching, TMLE, causal forests,
mediation analysis, and more — iterating automatically until the analysis is complete.

🎯 PS Matching (R)
Simulate data & estimate treatment effect with PS matching
🧬 TMLE Analysis (R)
Simulate data & perform doubly robust TMLE
⚖️ Balance Check (R)
Simulate data & check covariate balance after IPW
🔍 Sensitivity Analysis (R)
Run sensitivity analysis with E-values
🌲 Causal Forest (R)
Simulate data & analyze HTE with causal forest
🔗 Mediation (R)
Simulate data & run causal mediation analysis
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Supported: CSV, Excel, SPSS, SAS, Stata, R (RDS/Rda), TSV