The Competence Paradox Playbook: HRD Strategies for an Algorithmic World

The apps we carry now assign tasks, grade performance, and even decide who keeps a job. The promise is dazzling: flawless efficiency, real-time dashboards, and cost curves that drop like a stone. Yet many teams feel squeezed—watched by code, pressed for speed, and stripped of the very learning they will need next year. Welcome to the competence paradox: the strange moment when richer data can erode the human competence it first set out to enhance.

In The Competence Paradox Playbook, scholar-...