The Dunning–Kruger Effect (a common failure of metacognitive insight in which people who are incompetent in a given domain are unaware of their incompetence) seems applicable to face perception

Dunning–Kruger effects in face perception. Xingchen Zhou, Rob Jenkins. Cognition, Volume 203, October 2020, 104345. https://doi.org/10.1016/j.cognition.2020.104345

Abstract: The Dunning–Kruger Effect refers to a common failure of metacognitive insight in which people who are incompetent in a given domain are unaware of their incompetence. This effect has been found in a wide range of tasks, raising the question of whether there is any ‘special’ domain in which it is not found. One plausible candidate is face perception, which has sometimes been thought to be ‘special’. To test this possibility, we assessed participants' insight into their own face perception abilities (self-estimates) and those of other people (peer estimates). We found classic Dunning–Kruger Effects in matching tasks for unfamiliar identity, familiar identity, gaze direction, and emotional expression. Low performers overestimated themselves, and high performers underestimated themselves. Interestingly, participants' self-estimates were more stable across tasks than their actual performance. In addition, peer estimates revealed a consistent egocentric bias. High performers attributed higher accuracy to other people than did low performers. We conclude that metacognitive insight into face perception abilities is limited and subject to systematic biases. Our findings urge caution when interpreting self-report measures of face perception ability. They also reveal a fundamental source of uncertainty in social interactions.

Keywords: MetacognitionFace perceptionDunning–Kruger effectEgocentric bias