hebel. today · 13 November 202611 / 80
AI at Work · AI and Jobs
Does AI replace the worker or the task?
Optimists argue that AI acts as a complement rather than a substitute for human labor. Developers at Microsoft report that 45% of their AI usage involves accelerating existing tasks, while 49% of their time…
From 6 newsletters · 1 min read · one thing to try
Optimists argue that AI acts as a complement rather than a substitute for human labor. Developers at Microsoft report that 45% of their AI usage involves accelerating existing tasks, while 49% of their time is redirected toward new projects that were previously impossible or neglected (Jakob Nielsen on UX). This perspective suggests that productivity gains expand the total volume of work, preventing mass unemployment as seen in previous technological shifts. The Dallas Fed observes that wages in AI-exposed sectors like computer systems design have risen by 16.7% since 2022, suggesting that AI increases the value of tacit knowledge and experienced judgment (Michael Heumann from The Fusion Report).
Skeptics point to the erosion of entry-level opportunities as evidence of structural displacement. Stanford’s Digital Economy Lab found that employment for 22-to-25-year-olds in highly exposed roles like software development and accounting is 19% lower than expected, as firms reduce hiring rather than firing staff. IESE research supports this, showing starting wages for new hires in these sectors down by 10.8% (Michael Heumann from The Fusion Report). Meanwhile, recruiters note that AI certification courses fail to influence hiring decisions, as firms prioritize traditional skills and experience over tool-specific proficiency (Kristof Schoenaerts from Job Search Unlocked).
The disagreement centers on whether AI enables growth or creates a hollow pipeline. While experienced workers leverage AI to handle larger client volumes and improve efficiency, the reduction in junior hiring threatens the long-term development of expertise. Ultimately, the market appears to be shifting toward valuing deep domain experience that can guide and verify AI-generated output, leaving those without a proven track record to navigate a more competitive, lower-wage entry environment.
- Nearly 20% of US adults surveyed by SHL report being replaced by AI before their employer asked them to return to their positions (Scott Abel from The Content Wrangler).
- Executive search firm data shows that AI proficiency is almost never a decisive factor in hiring for director or vice president roles (Kristof Schoenaerts from Job Search Unlocked).
- Voters in 40 of 41 local ballot measures recently rejected new data center developments, signaling public concern over the physical footprint of AI infrastructure ([).
Try today · 30 min
Audit your last AI-assisted project for accountability and judgment.
List the assumptions the AI made and verify the figures against your own business context.