WebspringcoreMicro-mobility analytics

Method

How Webspringcore turns rider-app exports and depot diaries into decisions for Malaysian micro-mobility fleets — without installing a product in your stack.

The working picture

Micro-mobility apps produce dense event streams: unlock attempts, trip starts, geofence refusals, payment exits, and vehicle heartbeats. Depots produce a quieter stream: rain notes, festival closures, crew absences. Our method keeps both in view so a “retention problem” is not misread as a battery problem — and the reverse.

Five steps we repeat

1

Intake

Cities, fleet size, known pains, and who will join the debrief. We send an export checklist tailored to scooters or pedal-assist bikes.

2

Sample check

We verify timestamps, vehicle IDs, and outcome codes. If fields are missing, we stop before analysis and reset scope — better than inventing certainty.

3

Paired reading

Event patterns are read beside your depot diary. Wet days, harbour events, and campus calendars are labelled so spikes are not treated as permanent demand.

4

Ranked actions

Findings become a short list tagged for product, ops, or field crew. Each item names the evidence window and a suggested first move.

5

Debrief

A live session walks through disagreements and constraints. You leave with a partner-safe summary and a working copy for internal use.

Evidence we prefer

  • Continuous export windows of at least 21 days
  • Clear unlock success/failure coding
  • Status pings frequent enough to see lunchtime idle
  • Human notes for outages and municipal closures

Evidence we push back on

  • Screenshots of dashboards without underlying rows
  • Single-day samples after a one-off festival
  • Live credentials to production systems

Privacy posture

Exports should arrive anonymised: no rider names, phone numbers, or precise home addresses. Aggregate hex or stand-level locations are enough for corridor work. See our privacy policy for retention of working files.

Natural next actions

Browse engagements if you already know the format you need, or send an intake note if you want us to recommend a starting scope.