episcope

Definition

A validated trait measuring how much a person enjoys and seeks effortful thinking. The only person-level trait in this glossary.

What is at stake

Designed friction does not land the same on everyone. In Buçinca's study the benefit ran at d = 0.57 for high need for cognition against 0.15 for low. If the trait does the work, an augmentation programme is selecting rather than teaching.

Where the word came from

  1. First useCohen, Stotland and Wolfe, 1955
  2. The validated scaleJohn Cacioppo and Richard Petty, 1982, who together built the Elaboration Likelihood Model
  3. Reaches episcope by three independent routesBuçinca on who benefits from designed friction, Yu on who misjudges what AI saved them and an Atlantic essay by Brooks

How episcope came to it

Cacioppo and Petty, 1982.

Papers behind it

Cacioppo, J. T., & Petty, R. E. (1982). The need for cognition. Journal of Personality and Social Psychology, 42(1), 116-131.

Peer reviewed

Buçinca, Z., Malaya, M. B., & Gajos, K. Z. (2021). To Trust or to Think: Cognitive Forcing Interventions Can Reduce Overreliance on AI in AI-assisted Decision-making. Proceedings of the ACM on Human-Computer Interaction, 5(CSCW1), article 188.

Peer reviewed

Yu, S., Jurafsky, D., Hawkins, R. D., et al. (2026). The efficiency-gain illusion: People underestimate the rate of AI use and overestimate its benefits on simple tasks. arXiv:2605.22687.

PreprintPreprint. All tasks ran under five minutes.

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