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Technology
Product Developer
Based on 10 assessments · 2 from real users
19%
Low risk
Average realistic automation risk across all Product Developer profiles in the dataset.
Score spread
Distribution across 10 profiles.
Middle half of Product Developers score between 15% and 21%.
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 Product Developer, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
Create and iterate on product roadmaps, prioritizing features and setting timelines
deep expertise
social core
27%
DD
18%
Conduct user research, interviews, and usability testing to validate product direction and gather feedback
deep expertise
social core
22%
AA
0%
Collaborate with engineering, design, and marketing teams in meetings and reviews to align on product vision
deep expertise
social core
21%
AA
0%
Define product requirements, user stories, and acceptance criteria based on market research and stakeholder feedback
deep expertise
social core
11%
AD
6%
Analyze product metrics, user behavior data, and competitive landscape to inform decisions
8%
DD
49%
Write documentation, spec sheets, and communication briefs for stakeholders and launch materials
8%
DD
58%
Manage product backlog, review sprint progress, and handle ad-hoc problem-solving when issues arise in production
some context needed
social core
1%
AD
14%
Conduct user research, interviews, and usability testing to validate product direction and gather feedback
deep expertise
social core
33%
AA
2%
Collaborate with engineering, design, and marketing teams in meetings and reviews to align on product vision
deep expertise
social core
27%
AA
6%
Create and iterate on product roadmaps, prioritizing features and setting timelines
some context needed
social core
15%
DD
26%
Analyze product metrics, user behavior data, and competitive landscape to inform decisions
15%
DD
71%
Write documentation, spec sheets, and communication briefs for stakeholders and launch materials
4%
DD
50%
Define product requirements, user stories, and acceptance criteria based on market research and stakeholder feedback
deep expertise
social core
1%
AD
5%
Manage product backlog, review sprint progress, and handle ad-hoc problem-solving when issues arise in production
some context needed
social core
1%
AD
17%
Analyze product metrics, user behavior data, and competitive landscape to inform decisions
18%
DD
56%
Manage product backlog, review sprint progress, and handle ad-hoc problem-solving when issues arise in production
some context needed
social core
18%
AD
20%
Collaborate with engineering, design, and marketing teams in meetings and reviews to align on product vision
deep expertise
social core
17%
AA
5%
Conduct user research, interviews, and usability testing to validate product direction and gather feedback
deep expertise
social core
16%
AA
6%
Write documentation, spec sheets, and communication briefs for stakeholders and launch materials
15%
DD
51%
Define product requirements, user stories, and acceptance criteria based on market research and stakeholder feedback
deep expertise
social core
11%
AD
9%
Create and iterate on product roadmaps, prioritizing features and setting timelines
deep expertise
social core
1%
DD
16%
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