""" Revenue Science — forecasting, attribution, causal impact, churn/expansion. This module turns "reporting" into "prediction" — ROI projections, deal forecasts, channel attribution, and the Revenue Impact Simulator (the "if I sped up follow-up by 4 hours, what would change?" tool). """ from auto_client_acquisition.revenue_science.attribution import ( AttributionResult, compute_first_touch, compute_last_touch, compute_linear, compute_time_decay, ) from auto_client_acquisition.revenue_science.causal_impact import ( ImpactScenario, simulate_impact, ) from auto_client_acquisition.revenue_science.churn_model import ( ChurnPrediction, predict_churn, ) from auto_client_acquisition.revenue_science.expansion_model import ( ExpansionSignal, predict_expansion, ) from auto_client_acquisition.revenue_science.forecast import ( ForecastBand, Forecast, compute_forecast, ) __all__ = [ "AttributionResult", "compute_first_touch", "compute_last_touch", "compute_linear", "compute_time_decay", "ImpactScenario", "simulate_impact", "ChurnPrediction", "predict_churn", "ExpansionSignal", "predict_expansion", "ForecastBand", "Forecast", "compute_forecast", ]