episcope

Definition

Responsibility shifting away from the human deployer when a failure is narrated as the AI's mistake, driven by how the system is named rather than by what it does.

What is at stake

One manipulated variable, 1,261 managers. The AI-employee framing cut personal accountability by 9 points and error detection by 18 percent, and adoption intent did not rise at all. Naming is a governance decision.

Where the word came from

  1. The responsibility gapMatthias, 2004
  2. Blurred accountabilityKropp et al., 2026, the first causal evidence under it

How episcope came to it

Kropp's AI-agent naming experiment, 2026.

What to watch for

BCG-authored, and named as such here for the same reason AI brain fry is.

Papers behind it

Kropp, M., Bedard, J., et al. (May 2026). Research: Why You Shouldn’t Treat AI Agents Like Employees. Harvard Business Review.

Practitioner articleBCG-authored. Effects are reported in HBR rather than in a full paper.

Matthias, A. (2004). The responsibility gap: Ascribing responsibility for the actions of learning automata. Ethics and Information Technology, 6(3), 175-183.

Peer reviewed

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