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Assess Routing Experiment Validity

Algorithm · Waymo · Hard

A ride-hailing platform ran an experiment in San Francisco during July 2024 to evaluate a new routing algorithm intended to lower pickup time, measured as time_to_pickup (TTP). You are given two pandas DataFrames: df_users: user_id: unique user identifier variant: experimental group, either "control" or "treatment" df_rides: ride_id: unique ride identifier user_id: user identifier ride_date: ride timestamp or date city: city where the ride happened time_to_pickup: numeric…

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