Paul Welty, PhD AI, WORK, AND STAYING HUMAN

AI Slop: The Hidden Cost of Poor Integration

This article argues that “job crafting” prevents AI slop. I’d flip that completely.

Job crafting doesn’t prevent slop. Clear integration strategy does.

When you tell people to “craft their own roles around AI,” you’re admitting you haven’t done the work of understanding what AI should actually do in your organization. You’re outsourcing strategy to individual workers who lack the context, authority, or time to make those decisions well.

The result isn’t empowerment. It’s chaos with a progressive label.

AI slop comes from unclear purpose, not insufficient crafting. Fix the strategy first. Then let people adapt within that clarity.

The secret to avoiding ‘AI slop’ - let workers ‘job craft’ their own roles around AI tools, researchers say


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