Regulating ride-sourcing markets: Can minimum wage regulation protect drivers without disrupting the market?
Farnoud Ghasemi, Arjan de Ruijter, Rafal Kucharski, Oded Cats

TL;DR
This study examines how minimum wage laws affect ride-sourcing drivers, travelers, and platforms, showing both benefits and trade-offs in market dynamics.
Contribution
A novel simulation framework to assess minimum wage regulation in ride-sourcing markets, including platform lockout strategies.
Findings
Minimum wage regulation increases driver income but raises fares and threatens platform survival.
Platform lockout strategies boost profitability and driver earnings but reduce jobs and service quality.
Regulation outcomes depend heavily on local market conditions and platform responses.
Abstract
Ride-sourcing platforms such as Uber and Lyft are prime examples of the gig economy, recruiting drivers as independent contractors, thereby avoiding legal and fiscal obligations. Although platforms offer flexibility in choosing work shifts and areas, many drivers experience low income and poor working conditions, leading to widespread strikes, protests and lawsuits against the platforms. In response, minimum wage regulation is adopted to improve drivers’ welfare. However, the impacts of this regulation on drivers as well as on travelers and platforms, remain largely unknown. While ride-sourcing platforms do not disclose the relevant data, state-of-the-art models fail to explain the effects of minimum wage regulation on market dynamics. In this study, we assess the effectiveness and implications of minimum wage regulation in ride-sourcing markets while simulating the detailed dynamics of…
Click any figure to enlarge with its caption.
Figure 1
Figure 2
Figure 3
Figure 4
Figure 5
Figure 6
Figure 7
Figure 8
Figure 9
Figure 10
Figure 11
Figure 12
Figure 13
Figure 14
Figure 15
Figure 16
Figure 17
Figure 18
Figure 19
Figure 20
Figure 21
Figure 22
Figure 23
Figure 24
Figure 25
Figure 26
Figure 27
Figure 28
Figure 29
Figure 30
Figure 31
Figure 32
Figure 33
Figure 34
Figure 35
Figure 36
Figure 37
Figure 38
Figure 39
Figure 40
Figure 41
Figure 42
Figure 43
Figure 44
Figure 45
Figure 46
Figure 47
Figure 48
Figure 49
Figure 50Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsDigital Economy and Work Transformation · Transportation and Mobility Innovations · Sharing Economy and Platforms
