Shift + Tab Research
Research on the latest skills, roles, and learning pathways of the AI era
Emergent role classification from skill mapping
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.
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.





