Other
junior developer
Based on 10 assessments · 1 from real users
32%
Moderate risk
Average realistic automation risk across all junior developer profiles in the dataset.
Score spread
Distribution across 10 profiles.
Middle half of junior developers score between 30% and 33%.
0%
50%
100%
Task breakdown by work type
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer input, real-world output — needs someone to act on it, not just software.
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a junior developer, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
Writing and debugging code based on requirements or tickets (implementing features, fixing bugs)
deep expertise
social element
35%
DD
28%
Attending meetings: standups, sprint planning, technical discussions, demos
16%
AA
6%
Code review: reading teammates' code, suggesting improvements, approving pull requests
deep expertise
social core
14%
DD
13%
Writing or updating documentation, commit messages, and communicating progress in Slack/tickets
12%
DD
47%
Collaborating with senior developers or peers to understand complex systems or unblock problems
deep expertise
social core
11%
AA
2%
Running tests, debugging test failures, and fixing issues found in QA or staging
9%
DD
49%
Reading documentation, Stack Overflow, and learning new libraries/frameworks needed for tasks
1%
DD
61%
Writing and debugging code based on requirements or tickets (implementing features, fixing bugs)
deep expertise
social element
32%
DD
28%
Reading documentation, Stack Overflow, and learning new libraries/frameworks needed for tasks
19%
DD
62%
Attending meetings: standups, sprint planning, technical discussions, demos
deep expertise
social element
18%
AA
6%
Code review: reading teammates' code, suggesting improvements, approving pull requests
deep expertise
social core
15%
DD
14%
Writing or updating documentation, commit messages, and communicating progress in Slack/tickets
8%
DD
49%
Running tests, debugging test failures, and fixing issues found in QA or staging
5%
DD
47%
Collaborating with senior developers or peers to understand complex systems or unblock problems
deep expertise
social core
1%
AA
0%
Writing and debugging code based on requirements or tickets (implementing features, fixing bugs)
deep expertise
social element
31%
DD
34%
Code review: reading teammates' code, suggesting improvements, approving pull requests
some context needed
social core
17%
DD
35%
Reading documentation, Stack Overflow, and learning new libraries/frameworks needed for tasks
16%
DD
61%
Writing or updating documentation, commit messages, and communicating progress in Slack/tickets
10%
DD
46%
Collaborating with senior developers or peers to understand complex systems or unblock problems
deep expertise
social core
9%
AA
0%
Running tests, debugging test failures, and fixing issues found in QA or staging
8%
DD
49%
Attending meetings: standups, sprint planning, technical discussions, demos
some context needed
social core
5%
AA
7%
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