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Combinational regularity analysis (CORA): An introduction for psychologists.

Alrik Thiem1, Lusine Mkrtchyan1, Zuzana Sebechlebská1

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Psychologists can now uncover complex causal structures using Combinational Regularity Analysis (CORA), a new method extending configurational comparative methods (CCMs) like QCA and CNA. CORA analyzes multi-effect problems common in psychology.

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Area of Science:

  • Psychology
  • Methodology
  • Causal Inference

Background:

  • Psychologists increasingly use configurational comparative methods (CCMs) like QCA and CNA.
  • Existing CCMs struggle with complex causal structures and multi-effect problems prevalent in psychology (e.g., multimorbidity).

Purpose of the Study:

  • Introduce Combinational Regularity Analysis (CORA), a novel CCM.
  • Enable the uncovering of regularity-theoretic causal structures, including complex effects, in psychological data.

Main Methods:

  • CORA utilizes algorithms from electrical engineering for multi-output switching circuit analysis.
  • The study situates CORA within existing CCMs and details its technical foundations.
  • Demonstrates CORA's analytical and graphical capabilities with artificial and empirical data.

Main Results:

  • CORA effectively analyzes regularity-theoretic causal structures with complex effects.
  • CORA expands the reach of CCMs to address multi-effect problems in psychology.
  • Comparative analysis via the "method game" highlights CORA's utility against QCA and CNA.

Conclusions:

  • CORA is a valuable addition to the methodological toolkit for psychologists.
  • Facilitates configurational analysis of complex causal relationships in psychological research.
  • Enhances the ability to infer causal structures from psychological data, especially in complex scenarios.