CONCEPT
Effort Beliefs
The implicit theories people hold about what effort means — whether it signals the path to mastery or the mark of someone without sufficient innate ability — and the beliefs AI's effortless output systematically erodes.
Effort beliefs are the implicit frameworks people use to interpret their own effort and the effort of others. In fixed-mindset orientation, effort signals deficit: the need to try reveals the absence of the innate ability that would make effort unnecessary, and the person who must work hardest is the person who possesses the least talent. In growth-mindset orientation, effort signals the mechanism of development: the work required is the work by which capability is built, and struggle is the felt texture of learning rather than evidence of inadequacy. The Dweck volume identifies effort beliefs as perhaps the psychological resource most threatened by the AI transformation, because the machine's production of high-quality output without visible effort provides constant implicit reinforcement for the fixed-mindset interpretation — that genuine ability produces results without struggle, and that the person whose effort is visible lacks the quality that would make effort invisible.
In The You On AI Field Guide
The myth of the effortless genius