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Product Manager

Based on 41 assessments · 5 from real users

31% Moderate risk

Average realistic automation risk across all Product Manager profiles in the dataset.

Raw potential
60%
Realistic risk
31%
Research benchmark ?
58%

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

Distribution across 41 profiles. Middle half of Product Managers score between 28% and 34%.

0% 50% 100%
p10 · 22%
38% · p90
On-screen work 40%

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

In-person + screen 44%

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

Computer + action 4%

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

Fully in-person 12%

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

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

Task Time Type Exposure
Defining and prioritizing product features based on customer needs, business goals, and technical feasibility
deep expertise social element
44% AD 23%
Conducting stakeholder meetings to gather input, present updates, or negotiate trade-offs (e.g., scope vs. timeline)
deep expertise
21% AA 1%
Collaborating with engineering, design, and marketing teams to align on product development timelines and deliverables
deep expertise
13% AD 10%
Writing detailed product requirements documents (PRDs) or user stories for engineering teams
11% DD 57%
Monitoring product performance metrics (e.g., user engagement, retention) and iterating based on data
deep expertise
6% DD 36%
Coordinating beta tests or user research sessions to validate product assumptions
deep expertise social element
1% AD 13%
Analyzing market trends, competitor products, and customer feedback to identify opportunities or gaps
1% DD 63%

Work as a Product Manager? Map your specific role.

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