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Track record · Mobility provider · shared e-vehicles

Forecast agents for a mobility provider: predict demand, optimise fleet and operations.

✓Decisions based on forecasts instead of gut feeling
✓Planning comparable across cities
✓One data basis for analysis and operations

Starting point

A shared e-vehicle provider has to decide every day where vehicles stand, when batteries are swapped and where teams are sent – across many cities.

Solution

  • Demand forecasts by location and time from ride, weather and calendar data.
  • Optimisation proposals for distribution, battery swaps and operations planning.
  • Clean data models as a shared basis for analysis and operations.
  • Dashboards where operations compare forecast and reality.

Result

  • Decisions based on forecasts instead of gut feeling
  • Planning comparable across cities
  • One data basis for analysis and operations

Project by our founder from previous employment. Company anonymised, no internal figures.

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