In this episode of The Inference Podcast, Reuben explains why Uber bans drivers from asking passengers what they paid, how the algorithm learned to pay less for hospital trips and "punishes drivers for being good human beings", why pricing algorithms can quietly collude in ways that would be illegal for two human bosses, the "human in the loophole" who exists to absorb the blame, the Kentucky bail algorithm that judges followed more often for Black defendants, the study where an AI boss cut pay by 40% and nobody complained, and why he says the only way to fight back is to join a union.

Dr Reuben Binns led the Oxford team that analysed 1.5 million Uber trips. His finding: since dynamic pricing arrived, Uber takes more from every trip while drivers earn less, and nobody outside the company can see how the numbers are set.

Hosted by @miankhubaibjim, founder of Codedevza AI

CHAPTERS
00:00 Uber Pay Secrecy
01:08 How The Algorithm Sets Prices
03:55 Human In The Loophole
06:33 Getting 1.5M Trip Data
08:01 Dynamic Pricing Exploits Drivers
11:05 Reinforcement Learning Incentives
12:51 Drivers Tacit Knowledge Undermined
15:12 Beyond Uber Dynamic Pricing Everywhere
17:51 RealPage And Algorithmic Rent
19:31 Uber Pushback And Exploitation
25:30 Do Rejections Affect Offers
28:26 Fixing Algorithms For Public Good
33:40 Meaningful Human Oversight
39:57 Testing Humans Versus Machines
41:27 UK GDPR Changes And Safeguards
43:52 AI Bail Decisions Bias
46:04 Workers Must Consent
49:29 Fighting Algorithmic Control
50:37 Piecework to Platform Risk
53:17 Silent Exploitation Study
55:01 Algorithmic Wage Collusion
58:34 Why AI Laws Fail
01:00:54 Tech Government Power Alliance
01:02:48 Frontier Slowdown Motives
01:05:13 LLM Hallucinations Explained
01:07:00 What AI Should Be Banned
01:08:54 Audits Gift or Leash
01:10:54 Automation Jobs and Income
01:12:56 AI Bubble and Moats
01:15:10 Rapid Fire Future Questions
01:18:26 Drivers Lawsuit and 2035 Prediction

ABOUT THE GUEST
Dr Reuben Binns is an Associate Professor at the University of Oxford and a former AI research fellow at the UK's data regulator, the ICO. He studies how algorithms make decisions about people's work, pay and rights. His 2025 study with Worker Info Exchange used drivers' own Uber data to show how algorithmic pricing changed what drivers earn and what passengers pay.

FOLLOW DR REUBEN BINNS
LinkedIn: LinkedIn: reuben-binns-b7768624
TikTok: TikTok: reubs673
Bluesky: https://bsky.app/profile/rdbinns.bsky...
Website: https://www.reubenbinns.com/
Oxford profile: https://www.cs.ox.ac.uk/people/reuben...

READ THE RESEARCH
Oxford's Uber study: https://www.ox.ac.uk/news/2025-06-23-...

ABOUT THE HOST
The Inference Podcast is hosted by Mian Khubaib Jim, founder of Codedevza AI, building AI systems and digital transformation for commercial real estate. Each episode he sits down with the people building and studying AI inside real industries to get the honest version, the part they do not say on stage.

THE INFERENCE PODCAST
YouTube: @TheInferencePodcast
Instagram: /theinferencepodcast
LinkedIn: /theinferencepodcast

FOLLOW MIAN
LinkedIn: /mian-khubaib
Instagram: /miankhubaibjim

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