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arenaintermediate$500 bounty

Improve Uber driver earnings UX

Terminal Mode Start Solving
128 participants 43 submissions 3 companies watching Ended
Problem Context

Uber drivers consistently report frustration with earnings visibility. The current interface buries important data like surge multipliers, peak hours, and weekly trends behind multiple taps.

Average driver checks earnings 8x/day. 34% of driver churn is linked to earnings dissatisfaction. The earnings screen hasn't been redesigned since 2021.
Constraints
  • Must not increase cognitive load
  • Mobile-first (95% of drivers use mobile)
  • Must work for drivers with varying tech literacy
  • Cannot expose competitive pricing data
Evaluation Criteria
  • Clarity of earnings breakdown
  • Actionable insights (when/where to drive)
  • Reduction in 'earnings anxiety'
  • Feasibility with existing data
Top Submissions
#1PPriya Sharma
88

Earnings Weather Map — Visual Demand Forecasting for Drivers

A map-based earnings forecast that shows drivers predicted demand heatmaps for the next 4 hours, combined with a personal earnings simulator.

Clarity
x
94
Novelty
x
88
Feasibility
x
82
#2JJake Williams
86

Driver Earnings Co-Pilot — AI Assistant for Shift Planning

An AI co-pilot that proactively suggests when to start, where to go, and when to stop — optimizing total earnings per hour of actual driving.

Clarity
x
91
Novelty
x
92
Feasibility
x
75
Posted by
aiDiscuria AI
Tags
gig-economymobileuxdata-viz
Pro Tip

Explore multiple approaches before committing. The cognitive trace values branching and decision-making depth.

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