• 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

EconomyFederal Reserve
The Fed just ‘Trump-proofed’ itself with a unanimous move to preempt a potential leadership shakeup
By Jason MaDecember 12, 2025
1 minute ago
Healthmeal delivery
Factor Meals Review 2025: Tester Approved
By Christina SnyderDecember 12, 2025
21 minutes ago
robots
InnovationRobots
‘The question is really just how long it will take’: Over 2,000 gather at Humanoids Summit to meet the robots who may take their jobs someday
By Matt O'Brien and The Associated PressDecember 12, 2025
48 minutes ago
Trump
PoliticsWhite House
House Democrats release new Epstein photos including Trump, Clinton, Prince Andrew
By Stephen Groves and The Associated PressDecember 12, 2025
49 minutes ago
Sherrone Moore
LawMichigan
Michigan mystery revealed: Fired football coach had broken into a lover’s apartment and threatened to kill himself when their affair ended
By Ed White and The Associated PressDecember 12, 2025
53 minutes ago
Orlando
LawTheme parks
32-year-old’s death on Universal roller coaster was accidental despite deep forehead gash, investigation finds
By Mike Schneider and The Associated PressDecember 12, 2025
58 minutes ago

Most Popular

placeholder alt text
Economy
Tariffs are taxes and they were used to finance the federal government until the 1913 income tax. A top economist breaks it down
By Kent JonesDecember 12, 2025
11 hours ago
placeholder alt text
Success
At 18, doctors gave him three hours to live. He played video games from his hospital bed—and now, he’s built a $10 million-a-year video game studio
By Preston ForeDecember 10, 2025
2 days ago
placeholder alt text
Success
Palantir cofounder calls elite college undergrads a ‘loser generation’ as data reveals rise in students seeking support for disabilities, like ADHD
By Preston ForeDecember 11, 2025
1 day ago
placeholder alt text
Investing
Baby boomers have now 'gobbled up' nearly one-third of America's wealth share, and they're leaving Gen Z and millennials behind
By Sasha RogelbergDecember 8, 2025
4 days ago
placeholder alt text
Arts & Entertainment
'We're not just going to want to be fed AI slop for 16 hours a day': Analyst sees Disney/OpenAI deal as a dividing line in entertainment history
By Nick LichtenbergDecember 11, 2025
23 hours ago
placeholder alt text
Economy
‘We have not seen this rosy picture’: ADP’s chief economist warns the real economy is pretty different from Wall Street’s bullish outlook
By Eleanor PringleDecember 11, 2025
1 day ago
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

© 2025 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.