AI-Related Layoffs Reduce Worker Productivity. Managers Report Surprise at This.

A company reduced its workforce to improve efficiency metrics. Efficiency declined instead. Managers have expressed surprise at this development. The decline appears traceable to the fact that the removed workers were performing labor that no longer gets performed.

This reflects a standard assumption in organizational management: that workers are interchangeable inputs whose removal affects only cost structures. The alternative view—that workers produce output—has been treated as a subsidiary concern. When output declines following workforce reduction, this is catalogued as unexpected rather than inevitable.

Productivity will be blamed on market conditions, employee morale, or economic headwinds. The workforce will not be restored. The surprise will persist indefinitely.