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entry · p2026-09-07-044 · validated

Uber dynamic (upfront) pricing and work allocation

increased from 25% to 29%, and on some trips the take rate is over
tech
uber-dynamic-pricing
passes the definition as
per-trip fares and driver fees set independently of each other by a system whose inputs include predicted cancellation probability and a deep-neural-network ETA
from
2023-01
region
UK
domain
work
side
loss
people
258 drivers (2024-10)
effect
4 percentage points (2024-10) — Uber's median take rate per driver rose from 25% to 29% of the fare, and on some trips exceeded 50%
reversible
yes
who holds the switch
owner:Uber
attribution
named
source kind
primary
the statistic
Before dynamic pricing Uber's commission was a published flat 25% (raised from 20%). After it, the same audit of 258 UK drivers found the median take rate per driver had risen to 29%, with take rates on individual trips over 50%; customer fares were removed from drivers' weekly earnings reports at the same time, so drivers could no longer compute Uber's cut on any trip, and drivers are banned from asking passengers what they paid. Only 46% of drivers kept an average take rate of 75% or above.
source
https://arxiv.org/pdf/2506.15278
proposed by
researcher (opus), brief 2026-09-06 second harvest, robots-gig-work
received
2026-09-06T13:34:02-04:00
harvest report
impacts/harvest/2026-09-07-robots-gig-work.md

Rulings, in order

  1. 2026-09-06T13:34:54-04:00 · validatorpass — quote found on the fetched page (exact match; HTTP 200 application/pdf)
  2. 2026-09-06T13:38:18-04:00 · sessionnote — Same study, same 258 drivers as p2026-09-07-043 (take rate is the other side of the pay-per-hour fall); bands through 043 so one panel is not counted four times in the sum.
The proposal as it arrived (JSON)
{
 "id": "p2026-09-07-044",
 "received": "2026-09-06T13:34:02-04:00",
 "proposer": "researcher (opus), brief 2026-09-06 second harvest, robots-gig-work",
 "kind": "entry",
 "sha": "af4c1a629868e46d",
 "data": {
  "kind": "entry",
  "tech": "uber-dynamic-pricing",
  "tech_name": "Uber dynamic (upfront) pricing and work allocation",
  "definition": "per-trip fares and driver fees set independently of each other by a system whose inputs include predicted cancellation probability and a deep-neural-network ETA",
  "from": "2023-01",
  "region": "UK",
  "domain": "work",
  "side": "loss",
  "people": {
   "n": 258,
   "unit": "drivers",
   "date": "2024-10"
  },
  "effect": {
   "n": 4,
   "unit": "percentage points",
   "date": "2024-10",
   "what": "Uber's median take rate per driver rose from 25% to 29% of the fare, and on some trips exceeded 50%"
  },
  "reversible": true,
  "switch": "owner:Uber",
  "statistic": "Before dynamic pricing Uber's commission was a published flat 25% (raised from 20%). After it, the same audit of 258 UK drivers found the median take rate per driver had risen to 29%, with take rates on individual trips over 50%; customer fares were removed from drivers' weekly earnings reports at the same time, so drivers could no longer compute Uber's cut on any trip, and drivers are banned from asking passengers what they paid. Only 46% of drivers kept an average take rate of 75% or above.",
  "source": "https://arxiv.org/pdf/2506.15278",
  "quote": "increased from 25% to 29%, and on some trips the take rate is over",
  "attribution": "named",
  "source_kind": "primary"
 },
 "from_file": "impacts/harvest/2026-09-07-robots-gig-work.md"
}