Farrow Study (2020)

Elissa Farrow's 2020 study, "Mindset Matters: How Mindset Affects the Ability of Staff to Anticipate and Adapt to Artificial Intelligence," published in AI & Society, is the foundational empirical study connecting Dweck's growth-mindset framework to AI-era workforce adaptation. The study documented that employees with dominant fixed mindsets responded to AI integration scenarios with what Farrow characterized as "shock, denial, anger, blame/bargaining" — the language of grief, the vocabulary of loss. Employees with dominant growth mindsets responded with "later stages of psychological adjustment — more to do with adapting, testing, acceptance." Same scenario, same technology, same organizational context; fundamentally different psychological response, determined by internal framework rather than external circumstances. The Dweck volume treats the Farrow study as empirical confirmation that mindset orientation is the most reliable predictor of adaptive capacity in the AI transition.