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Updated: Jan 23, 2026

Problem-Solving Before Instruction PS-I: A Protocol for Assessment and Intervention in Students with Different Abilities
Published on: September 11, 2021
Fluid Ability (Gf) and Complex Problem Solving (CPS)
Patrick Kyllonen1, Cristina Anguiano Carrasco2, Harrison J Kell3
1Academic to Career Research Center, Research & Development, Educational Testing Service, Princeton, NJ 08541, USA. pkyllonen@ets.org.
Complex problem solving (CPS) is strongly related to general fluid ability (Gf). Employers value CPS skills more than Gf, suggesting a need to explore domain knowledge
Area of Science:
- Cognitive Psychology
- Educational Psychology
- Occupational Psychology
Background:
- Complex problem solving (CPS) is increasingly recognized in education and the workforce.
- General fluid ability (Gf) is a key cognitive construct.
- Understanding the relationship between CPS and Gf is crucial for skill development and assessment.
Purpose of the Study:
- To conceptually and empirically examine the relationship between complex problem solving (CPS) and general fluid ability (Gf).
- To review different definitions and operationalizations of CPS.
- To investigate the occupational importance and employer valuation of CPS and Gf.
Main Methods:
- Conceptual analysis of definitions and tasks for CPS and Gf.
- Review of information processing analyses of problem-solving performance.
- Correlation analysis of expert ratings of CPS and Gf importance across 691 occupations from the O*NET database.
- Analysis of employer valuation of CPS and Gf skills, controlling for domain knowledge.
Main Results:
- Conceptual overlap exists between CPS and Gf.
- A high correlation (0.86) was found between expert ratings of CPS and Gf importance across occupations.
- Employers value both Gf and CPS skills, with CPS skills being rated more highly, even when controlling for domain knowledge.
Conclusions:
- CPS and Gf are closely related constructs.
- CPS skills are highly valued in the workplace, potentially due to the application of cognitive abilities within specific domains.
- Future research should investigate the role of domain knowledge in complex problem solving.
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