• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
Uber Technologies

Researcher Admits Study That Claimed Uber Drivers Earn $3.37 an Hour Was Not Correct

By
David Meyer
David Meyer
Down Arrow Button Icon
By
David Meyer
David Meyer
Down Arrow Button Icon
March 6, 2018, 8:02 AM ET

When MIT researchers said last week that the median pre-tax hourly income for Uber and Lyft drivers was a mere $3.37, and that 30% of the drivers were losing money rather than making it, Uber was less than pleased. CEO Dara Khosrowshahi quickly hit back, suggesting that MIT stood for “Mathematically Incompetent Theories,” and the company’s chief economist, Jonathan Hall, used a blog post to highlight problems with the researchers’ methodology.

Now the lead researcher behind the draft paper has admitted that Uber’s criticism was actually pretty valid—while also asking Uber and Lyft to make more data available, in order to improve his analysis.

As Hall noted in his post, other studies (conducted with Uber) had shown drivers’ average hourly pay to be around the $19-$21 mark.

The issue with the draft paper from MIT’s Center for Energy and Environmental Policy Research (CEEPR), Hall said, was this: The researchers asked drivers how much money they made on average each week from such services, but then asked “How much of your total monthly income comes from driving”—without specifying that such income must relate to on-demand services.

Of course, many people driving for Uber and Lyft also earn money from regular jobs and other income sources. And this, Hall alleged, skewed the researchers’ results.

“Hall’s specific criticism is valid,” wrote Stephen Zoepf, the executive director of Stanford’s Center for Automotive Research, who led the MIT study, on Monday. “In re-reading the wording of the two questions, I can see how respondents could have interpreted the two questions in the manner Hall describes.”

Here is my statement regarding the recent CEEPR working paper "The Economics of Ride Hailing." pic.twitter.com/lHJkaB0frX

— Stephen Zoepf (@StephenZoepf) March 5, 2018

Zoepf said he would be updating the CEEPR paper, but in the meantime he recalculated the figures using a methodology suggested by Hall, and found that the median profit was $8.55 per hour, rather than $3.37, and only 8% of drivers lose money on on-demand platforms.

Using another methodology, he added, the median rises to $10 per hour and only 4% of drivers lose money.

“Transparency and reproducibility are the foundation of any academic endeavor,” Zoepf wrote. What Hall and Khosrowshahi’s assessment laid bare was an assumption about revenue that I made in the absence of public ride-hailing data and a paucity of independent studies outside Uber’s own analysis.”

Zoepf asked Uber to “help make an open, honest and public assessment of the range of ride-hailing driver profit after the cost of acquiring, operating and maintaining a vehicle,” and to “transparently present the difference between actual and tax-reportable vehicle expenses used in the business.”

Uber had not responded to a request for comment at the time of writing.

About the Author
By David Meyer
LinkedIn icon
See full bioRight Arrow Button Icon

Latest in

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
Sections
  • Finance
  • Leadership
  • Success
  • Tech
  • Asia
  • Europe
  • Environment
  • Fortune Crypto
  • Health
  • Retail
  • Lifestyle
  • Politics
  • Newsletters
  • Magazine
  • Features
  • Commentary
  • Mpw
  • CEO Initiative
  • Conferences
  • Personal Finance
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
About Us
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.


Most Popular

placeholder alt text
Politics
Peter Thiel warns the Antichrist and apocalypse are linked to the ‘end of modernity’ currently happening—and cites Greta Thunberg as a driving example
By Nick LichtenbergFebruary 4, 2026
1 day ago
placeholder alt text
Success
After decades in the music industry, Pharrell Williams admits he never stops working: ‘If you do what you love everyday, you’ll get paid for free'
By Emma BurleighFebruary 3, 2026
2 days ago
placeholder alt text
Economy
Trump may have shot himself in the foot at the Fed, as Powell could stay on while Miran resigns from White House post
By Eleanor PringleFebruary 4, 2026
1 day ago
placeholder alt text
Investing
Tech stocks go into free fall as it dawns on traders that AI has the ability to cut revenues across the board
By Jim EdwardsFebruary 4, 2026
2 days ago
placeholder alt text
Investing
Ray Dalio warns the world is ‘on the brink’ of a capital war of weaponizing money—and gold is the best way for people to protect themselves
By Sasha RogelbergFebruary 4, 2026
1 day ago
placeholder alt text
Commentary
I've studied nonviolent resistance in war zones for 20 years and Minnesota reminds me of Colombia, the Philippines and Syria
By Oliver Kaplan and The ConversationFebruary 3, 2026
2 days ago

Latest in

A person holding a blue piggy bank
Personal FinanceSavings
Best savings account bonuses for February 2026
By Joseph HostetlerFebruary 5, 2026
1 hour ago
lee
InvestingMarkets
Top analyst Tom Lee on gold’s black swan risk: Elon Musk becoming ‘the new central bank’
By Nick LichtenbergFebruary 5, 2026
2 hours ago
Sam Altman speaking into a mic.
AIOpenAI
OpenAI’s new model leaps ahead in coding capabilities—but raises unprecedented cybersecurity risks
By Sharon GoldmanFebruary 5, 2026
2 hours ago
Real EstateHousing
Rocket CEO says U.S. mortgage industry is a ‘tale of two cities.’ His booming business shows a broader reality for American homebuyers
By Sydney LakeFebruary 5, 2026
3 hours ago
tiktok
CybersecuritySocial Media
Gen Z are rebelling against TikTok USA by installing another app—founded by an Oracle alum
By Nick LichtenbergFebruary 5, 2026
3 hours ago
Healthmattresses
Helix Mattress Review 2026: Tested by Sleep Experts
By Christina SnyderFebruary 5, 2026
4 hours ago