Builds and ships the iOS / Android app: UI, native SDK integration, performance, crash triage, and store releases. Owns the on-device experience end to end.
What follows is the matrix-derived read for this role at a representative cell. Your numbers will differ — compute your own Wagecard for the precise read on your geo, experience, salary, and task mix.
Lower = more human-leveraged. Mixed / Low confidence.
Run the numbers on your own Mobile Engineer role.
This read is a representative cell. Pick your own geo, experience, salary, and task mix to see the operational AI cost, market rate, and four-class distribution for your actual week — every number with its method and a confidence band.
Capability and human-advantage, task by task — every figure carries its method and refreshes when the matrix does.
Task
Capability
Reliability
Error cost
Human-advantage
Build UI screens and features
76
68
3/5
30/100
Integrate native SDKs and APIs
64
56
3/5
42/100
Debug device-specific crashes
45
42
4/5
65/100
Optimize performance and battery
48
45
3/5
60/100
Manage app-store releases
52
50
4/5
55/100
Architect app module boundaries
44
40
5/5
75/100
Computed against capability matrix v1 · model v1-mvp · representative cell (Tier 2 / mid). Refreshed when the matrix refreshes. Open methodology at /methodology.
