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Opt-in gig-driver panel with trip-level records: per-trip earnings, trip pay/base pay/tips/bonuses, distances, durations, timestamps, routing and origin-destination pairs, vehicle and driver profile attributes, and multi-platform (multi-apping) activity for drivers working Uber, Lyft, DoorDash, Grubhub, Instacart, Amazon Flex and Walmart Spark across the US. Productised as aggregate market indices, a record-level feed, and periodic reports — including an Autonomous Vehicle Impact Report that measures robotaxi deployments against human-driver productivity, utilisation and earnings in AV-active metros.
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