Fluid Ability (Gf) and Complex Problem Solving (CPS)

Complex problem solving (CPS) has emerged over the past several decades as an important construct in education and in the workforce. We examine the relationship between CPS and general fluid ability (Gf) both conceptually and empirically. A review of definitions of the two factors, prototypical task...

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Main Authors: Patrick Kyllonen, Cristina Anguiano Carrasco, Harrison J. Kell
Format: Article
Language:English
Published: MDPI AG 2017-07-01
Series:Journal of Intelligence
Subjects:
Online Access:https://www.mdpi.com/2079-3200/5/3/28
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spelling doaj-a94c9f70b69b4d6395c9ae946006e1d42020-11-24T21:27:50ZengMDPI AGJournal of Intelligence2079-32002017-07-01532810.3390/jintelligence5030028jintelligence5030028Fluid Ability (Gf) and Complex Problem Solving (CPS)Patrick Kyllonen0Cristina Anguiano Carrasco1Harrison J. Kell2Academic to Career Research Center, Research & Development, Educational Testing Service, Princeton, NJ 08541, USAAcademic to Career Research Center, Research & Development, Educational Testing Service, Princeton, NJ 08541, USAAcademic to Career Research Center, Research & Development, Educational Testing Service, Princeton, NJ 08541, USAComplex problem solving (CPS) has emerged over the past several decades as an important construct in education and in the workforce. We examine the relationship between CPS and general fluid ability (Gf) both conceptually and empirically. A review of definitions of the two factors, prototypical tasks, and the information processing analyses of performance on those tasks suggest considerable conceptual overlap. We review three definitions of CPS: a general definition emerging from the human problem solving literature; a more specialized definition from the “German School” emphasizing performance in many-variable microworlds, with high domain-knowledge requirements; and a third definition based on performance in Minimal Complex Systems (MCS), with fewer variables and reduced knowledge requirements. We find a correlation of 0.86 between expert ratings of the importance of CPS and Gf across 691 occupations in the O*NET database. We find evidence that employers value both Gf and CPS skills, but CPS skills more highly, even after controlling for the importance of domain knowledge. We suggest that this may be due to CPS requiring not just cognitive ability but additionally skill in applying that ability in domains. We suggest that a fruitful future direction is to explore the importance of domain knowledge in CPS.https://www.mdpi.com/2079-3200/5/3/28complex problem solvinggeneral fluid abilityO*NETminimal complexity systemsabilitiesdomain knowledgeProgram for International Student Assessment (PISA)
collection DOAJ
language English
format Article
sources DOAJ
author Patrick Kyllonen
Cristina Anguiano Carrasco
Harrison J. Kell
spellingShingle Patrick Kyllonen
Cristina Anguiano Carrasco
Harrison J. Kell
Fluid Ability (Gf) and Complex Problem Solving (CPS)
Journal of Intelligence
complex problem solving
general fluid ability
O*NET
minimal complexity systems
abilities
domain knowledge
Program for International Student Assessment (PISA)
author_facet Patrick Kyllonen
Cristina Anguiano Carrasco
Harrison J. Kell
author_sort Patrick Kyllonen
title Fluid Ability (Gf) and Complex Problem Solving (CPS)
title_short Fluid Ability (Gf) and Complex Problem Solving (CPS)
title_full Fluid Ability (Gf) and Complex Problem Solving (CPS)
title_fullStr Fluid Ability (Gf) and Complex Problem Solving (CPS)
title_full_unstemmed Fluid Ability (Gf) and Complex Problem Solving (CPS)
title_sort fluid ability (gf) and complex problem solving (cps)
publisher MDPI AG
series Journal of Intelligence
issn 2079-3200
publishDate 2017-07-01
description Complex problem solving (CPS) has emerged over the past several decades as an important construct in education and in the workforce. We examine the relationship between CPS and general fluid ability (Gf) both conceptually and empirically. A review of definitions of the two factors, prototypical tasks, and the information processing analyses of performance on those tasks suggest considerable conceptual overlap. We review three definitions of CPS: a general definition emerging from the human problem solving literature; a more specialized definition from the “German School” emphasizing performance in many-variable microworlds, with high domain-knowledge requirements; and a third definition based on performance in Minimal Complex Systems (MCS), with fewer variables and reduced knowledge requirements. We find a correlation of 0.86 between expert ratings of the importance of CPS and Gf across 691 occupations in the O*NET database. We find evidence that employers value both Gf and CPS skills, but CPS skills more highly, even after controlling for the importance of domain knowledge. We suggest that this may be due to CPS requiring not just cognitive ability but additionally skill in applying that ability in domains. We suggest that a fruitful future direction is to explore the importance of domain knowledge in CPS.
topic complex problem solving
general fluid ability
O*NET
minimal complexity systems
abilities
domain knowledge
Program for International Student Assessment (PISA)
url https://www.mdpi.com/2079-3200/5/3/28
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