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Junior Web Developer

Based on 10 assessments

37% Moderate risk

Average realistic automation risk across all Junior Web Developer profiles in the dataset.

Raw potential
73%
Realistic risk
37%
Research benchmark ?
63%

Raw potential = I/O automation ceiling. Realistic risk = adjusted for informal knowledge and social context. Research benchmark: Eloundou et al. (2023)

Distribution across 10 profiles. Middle half of Junior Web Developers score between 32% and 41%.

0% 50% 100%
p10 · 32%
44% · p90
On-screen work 72%

Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.

In-person + screen 12%

Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.

Computer + action 0%

Computer input, real-world output — needs someone to act on it, not just software.

Fully in-person 16%

No computer required. Furthest from automation — the strongest human advantage.

3 synthetic profiles for a Junior Web Developer, ordered by automation exposure. Tab between them to see how task mix drives the score difference.

Task Time Type Exposure
Writing and debugging HTML, CSS, and JavaScript code for frontend features
deep expertise social element
38% DD 26%
Attending standup meetings, discussing blockers with team, and getting design/requirement clarifications
some context needed
25% AA 5%
Reviewing pull requests, giving feedback on code quality, and addressing reviewer comments
deep expertise social element
14% DD 30%
Testing features manually in browser, fixing layout issues, and cross-browser compatibility checks
10% AD 38%
Reading documentation, Stack Overflow, and learning new libraries or frameworks
9% DD 58%
Integrating frontend with backend APIs, debugging connection issues, and working with development databases
1% DD 46%
Setting up local dev environment, managing version control, and deploying code to staging/production
0% DD 74%

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