Reference guide · Not a job board

How AI is changing the job you want.

Reference roles for students and new grads, each with the skills it asks for, a typical US pay range, and an AI exposure estimate. For a real opening, scan the posting.

Static data, not a live labor-market feed. Reference data reviewed Jul 2026. Ranges vary by city, company, and level.

50 job scans shared publicly. Browse them →8d ago someone scanned a AI Product Analyst posting. See it →

Reference roles

Start with the role you have in mind.

Loading 7 reference roles…

How to read a row

What each number means, and what it does not.

AI exposure

Our 0–100% estimate of how much AI changes the role, set when the reference data was last reviewed. Over 70% is high, 30–70% is medium, under 30% is low. It describes the role in general, not your job or a specific posting.

Typical US range

An approximate annual pay band for the role in the US, not a quote from live postings. City, company, and level move it in both directions.

Demand outlook

The projected change in the number of these jobs over several years. It is not a raise and not a yearly figure.

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Related: Public scan directory

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