Shift + Tab Research

Research on the latest skills, roles, and learning pathways of the AI era

Published Sep 09, 2026

Emergent role classification from skill mapping

Cory Hymel, Head of Research
Read full research
Published Sep 09, 2026

Emergent role classification from skill mapping

Cory Hymel, Head of Research
Executive summary

While it seems like everyone is hiring an AI Agent Developer, our data says the role has not fully formed yet. Andela analyzed 47,101 Fortune 500 software job postings and found new engineering roles taking shape before the market has words for them.

By tracking where skills bleed across the boundaries of established jobs, we uncovered that 53% of postings titled “AI Engineer” or “ML Engineer” list skills that belong elsewhere. Enterprises are looking for tomorrow’s talent but describing yesterday’s work. Read more about the 23 skill bundles we identified, including 8 genuinely new roles.

Read full research
Executive summary

While it seems like everyone is hiring an AI Agent Developer, our data says the role has not fully formed yet. Andela analyzed 47,101 Fortune 500 software job postings and found new engineering roles taking shape before the market has words for them.

By tracking where skills bleed across the boundaries of established jobs, we uncovered that 53% of postings titled “AI Engineer” or “ML Engineer” list skills that belong elsewhere. Enterprises are looking for tomorrow’s talent but describing yesterday’s work. Read more about the 23 skill bundles we identified, including 8 genuinely new roles.

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