Distribution across 10 profiles.
Middle half of Mobile Applications Developers score between 23% and 28%.
0%
50%
100%
p10 · 22%
28% · p90
Task breakdown by work type
On-screen work61%
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
In-person + screen29%
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer + action0%
Computer input, real-world output — needs someone to act on it, not just software.
Fully in-person10%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Mobile Applications Developer, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Writing and debugging code for mobile app features (Android/iOS)
deep expertisesocial element
43%DD
28%
Attending meetings with product managers and designers to understand requirements and discuss solutions
deep expertisesocial core
18%AA
6%
Reviewing pull requests and providing code feedback to team members
deep expertisesocial core
15%DD
17%
Testing apps manually and investigating bugs reported by QA or users
14%AD
24%
Writing documentation and helping junior developers troubleshoot technical problems
7%AD
28%
Researching new libraries, frameworks, or architectural patterns to improve code quality
1%DD
51%
TaskTimeTypeExposure
Writing and debugging code for mobile app features (Android/iOS)
deep expertisesocial element
45%DD
24%
Writing documentation and helping junior developers troubleshoot technical problems
deep expertisesocial element
16%AD
9%
Reviewing pull requests and providing code feedback to team members
deep expertisesocial core
15%DD
19%
Researching new libraries, frameworks, or architectural patterns to improve code quality
11%DD
55%
Testing apps manually and investigating bugs reported by QA or users
8%AD
38%
Attending meetings with product managers and designers to understand requirements and discuss solutions
deep expertisesocial core
1%AA
0%
TaskTimeTypeExposure
Writing and debugging code for mobile app features (Android/iOS)
deep expertisesocial element
41%DD
24%
Researching new libraries, frameworks, or architectural patterns to improve code quality
16%DD
51%
Writing documentation and helping junior developers troubleshoot technical problems
some context neededsocial core
15%AD
19%
Testing apps manually and investigating bugs reported by QA or users
12%AD
42%
Reviewing pull requests and providing code feedback to team members
deep expertisesocial core
9%DD
15%
Attending meetings with product managers and designers to understand requirements and discuss solutions
deep expertisesocial core
5%AA
3%
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AI tools for this role
Tools relevant to the most automatable tasks in this profession.