# The Roots of Bias on Uber

arXiv: https://arxiv.org/abs/1803.08579 · HTML: https://mlsanity.com/paper/1803.08579/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 22 Mar 2018.

## Built on by (most cited first, 1 of 1)

- [One Size Fits None: Modeling NYC Taxi Trips](https://mlsanity.com/paper/2602.19404/) (2025)

## Abstract (arXiv)

In the last decade, there has been a growth in, what we call, digitally mediated workplaces. A digitally mediated workplace is one where interactions between stakeholders are primarily managed by proprietary, algorithmically managed digital platform. The replacement of the relationships between the stakeholders by the platform is a key feature of these workplaces, and is a contributing factor to the decrease in contractual responsibilities each stakeholder has to one another. In this paper, we discuss some of the ways in which this structure and lack of accountability serves as a root of, or at least an enabler to, the realization of biases in the ridesharing application Uber, a digitally mediated workplace.