Psychology and human development

Beyond Learned Helplessness: A Control-Response Fit Model of Agency, Persistence, and Adaptive Disengagement

Full abstract

Abstract

Perceived control is associated with persistence, affective resilience, and mental health, but more perceived control and more persistence are not uniformly adaptive. Withdrawal can preserve a false expectation of helplessness when effective action is available, while repeated direct effort can waste resources or obscure collective and alternative routes when personal leverage is low. This theory-guided integrative review proposes the Control-Response Fit (CRF) model. CRF separates three questions that are often blended: whether inferred leverage is calibrated to effective leverage, whether a selected response fits feasible access, values, costs, risks, uncertainty, and alternatives, and whether the response improves a prespecified outcome for a specified beneficiary and time horizon. Fit is defined prospectively as low policy regret, not retrospectively as whatever produced a favorable outcome. The model represents leverage by agency mode, distinguishes who acts from what is regulated, treats personality as a source of probabilistic priors and switching thresholds, and allows action to reshape future affordances. Eight falsifiable propositions and a five-study program specify experimental, computational, longitudinal, cross-cultural, and intervention tests. CRF’s proposed contribution is a dynamic architecture joining causal inference, feasible capacity, response selection, structural constraint, and affordance construction. Resilience, on this view, is the capacity to locate leverage, act through a fitting route, and redirect effort without globalizing the loss of one path.

Published
Version
1.0
Type
Working paper
Length
44 pages

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At a glance

What this paper contributes

  • Separates calibrated leverage, response fit, and outcome improvement rather than treating them as one construct.
  • Defines fit prospectively as low policy regret, not retrospectively as whatever happened to work.
  • Treats resilience as locating leverage, acting through a fitting route, and redirecting effort when needed.

Suggested citation

Cite this version

Michel, K. L. (2026). Beyond learned helplessness: A control-response fit model of agency, persistence, and adaptive disengagement (Working Paper, Version 1.0). Saint Lucia Centre for Psychological Science. https://doi.org/10.5281/zenodo.21863785

Index terms

Keywords

  • perceived control
  • learned helplessness
  • agency
  • coping flexibility
  • policy fit