A Dual-Process Diffusion Model

Carlos Alós-Ferrer

Research output: Contribution to journalArticle

Abstract

This paper presents a simple formal analytical model delivering qualitative predictions for response times in binary-choice experiments. It combines a dual-process/multi-strategy approach with the standard diffusion model, modeling a utility decision process and a heuristic decision process as diffusion processes of evidence accumulation. For experiments with objective alternatives (including many tasks in judgment and decision making), the model predicts that errors will be quicker than correct responses in case of process conflict and slower in case of alignment, capturing a well-documented asymmetry regarding slow or fast errors. Further, the model also predicts that correct responses are slower in case of conflict than in case of alignment, capturing the well-known Stroop effect. The model is also extended to cover experiments with subjective alternative evaluations, that is, preferential choice. In this case, results depend on whether trials are hard or easy, that is, on whether the heuristic can be interpreted as relatively automatic or not.

Original languageEnglish (US)
Pages (from-to)203-218
Number of pages16
JournalJournal of Behavioral Decision Making
Volume31
Issue number2
DOIs
StatePublished - Apr 2018

Keywords

  • diffusion model
  • dual processes
  • response times

ASJC Scopus subject areas

  • Decision Sciences(all)
  • Arts and Humanities (miscellaneous)
  • Applied Psychology
  • Sociology and Political Science
  • Strategy and Management

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