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Synapse
April 1, 2026Transportation Research Interdisciplinary Perspectives1 citationsOpen Access

The invisible hand of the app: The role of platform operational rules in fostering risky rider behaviour in food delivery

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MSMinjun SongAFAndrés Fielbaum

Key Points

  • This research aims to explore how meal delivery platform rules influence the risky behaviours of riders.
  • Conducted in-depth interviews with 10 UberEATS riders in Sydney
  • Analyzed operational design and its impact on rider behaviour
  • Identified key factors fostering dangerous riding practices
  • Identified six platform-related factors promoting risky behaviours
  • Found that time pressure leads to running red lights and using phones while riding
  • Highlighted the need for structural improvements in platform design to enhance safety

Abstract

Meal delivery riders are frequently involved in crashes, many of which are linked to dangerous riding behaviours such as running red lights, using mobile phones while riding, and riding on footpaths. This paper investigates how the operational design of meal delivery platforms contributes to these hazardous behaviours. The analysis is based on in-depth interviews with 10 UberEATS riders in Sydney, Australia. Six key platform-related factors were identified as fostering risky riding: handling multiple orders simultaneously, prolonged food preparation times, competition among riders for the best orders, the platform’s incentive system, the customer review system, and the existence of pre-orders. These factors were found to reduce the time till the Estimated Time of Arrival (ETA), intensify the pressure to respond immediately, promote a sense of urgency to deliver quickly, and cause riders to receive customer messages while en route. These outcomes, in turn, contribute to the three dangerous behaviours described above. The paper also offers policy recommendations based on these findings. This study provides an in-depth analysis of how platform design affects rider safety, emphasising the need to progress beyond safety instructions to implement structural improvements in platform design. • Meal-delivery platform rules foster risky cycling behaviour among food riders. • Findings from interviews with UberEATS riders in Sydney highlight systemic causes. • Six platform mechanisms identified, fostering running red lights, using phone while biking, and running on footpaths. • Platform-induced time pressure and the constant need for phone use are key drivers of unsafe riding. • Study reframes safety policy from individual training to platform design reform.

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Cite This Study

Song et al. (2026) studied this question.

synapsesocial.com/papers/69cd7a2b5652765b073a71fahttps://doi.org/10.1016/j.trip.2026.101962
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Also Consider

Synapse has enriched 3 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1The effects of role stressors and smartphone interactions on delivery riders’ unsafe behaviors during the delivery process in China2024 · 4 citations
  2. 2The Restaurant Meal Delivery Problem: Dynamic Pickup and Delivery with Deadlines and Random Ready Times2020 · 259 citations
  3. 3Evaluating defensive driving behaviour based on safe distance between vehicles: A case study using computer vision on UAV videos at urban roundabout2025 · 3 citations