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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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 |
work_keys_str_mv |
AT patrickkyllonen fluidabilitygfandcomplexproblemsolvingcps AT cristinaanguianocarrasco fluidabilitygfandcomplexproblemsolvingcps AT harrisonjkell fluidabilitygfandcomplexproblemsolvingcps |
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1725973097316614144 |