Evidence map›Paper›PMID 39348538›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2024

Ride-hailing technology mitigates effects of driver racial discrimination, but effects of residential segregation persist.

Anna Cobb, Aniruddh Mohan, Corey D Harper, Destenie Nock, Jeremy Michalek

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. QnAs with Jeremy J. Michalek and Corey D. Harper.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Anna CobbDepartment of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA 15213.ORCID 0000-0001-8861-9251
Aniruddh MohanAndlinger Center for Energy Environment, Princeton University, Princeton, NJ 08544.
Corey D HarperDepartment of Civil and Environmental Engineering, Carnegie Mellon University, Pittsburgh, PA 15213.
Destenie NockDepartment of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA 15213.ORCID 0000-0003-1739-7027
Jeremy MichalekDepartment of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA 15213.ORCID 0000-0001-7678-8197

Funding

NSF | National Science Foundation Graduate Research Fellowship Program (GRFP) DGE2140739U.S. Department of Transportation (DOT) 69A3551747111
6 · The paper itself

Abstract

We assess racial disparities in the service quality of app-based ride-hailing services, like Uber and Lyft, by simulating their operations in the city of Chicago using empirical data. To generate driver cancellation rate disparities consistent with controlled experiments (up to twice as large for Black riders as for White riders), we estimate that more than 3% of drivers discriminate by race. We find that the capabilities of ride-hailing technology to rapidly rematch after a cancellation and prioritize long-waiting customers heavily mitigates the effects of driver discrimination on rider wait times, reducing average discrimination-induced disparities to less than 1 min-an order of magnitude less than traditional taxis. However, our results suggest that even in the absence of direct driver discrimination, Black riders in Chicago wait about 50% longer, on average, than White riders because of historically informed geographic residential patterns. We estimate that if Black riders in the city had the same wait times as White riders, the collective travel time saved would be worth $4.2 million to $7.0 million per year.

Indexed as

Automobile DrivingRacismResidential SegregationBlack or African AmericanChicagoHumansMobile ApplicationsSocial SegregationWhiteequityracial discriminationresidential segregationride-hailingtransportation network companies

Identifiers

PMID39348538
PMCPMC11474100

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.