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The Invariance Problem in Factor Analysis

Bibliographic Data

ID20282003
AuthorsJ P Guilford (University of Southern California, corresponding author)
Year1977
Volume37
Issue1
Pages11-19
Publication date1977-04-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueEducational and Psychological Measurement (JOURNAL)
Journal identifiersISSN: 0013-1644 • E-ISSN: 1552-3888
PublisherSAGE Publications (PUBLISHER • US)
DOI10.1177/001316447703700102
OpenAlexW2089386776
LanguageEN
Citations received4
References cited6

The aim was to determine how accurately the varimax and promax methods of rotation of axes would reproduce known factor matrices. Thirteen factor matrices were contrived, varying widely in percentage of univocal tests. It was found that only when all tests are univocal, or nearly so, could one be reasonably confident that an obtained factor matrix faithfully reproduces a contrived matrix. In some analyses, the pictures of factor structures were distorted and a few factors were entirely lost. Implications for empirical factor analyses are pointed out, with some suggested remedies

Cronbach's alpha · Econometrics · Factor (programming language) · Factor analysis · Geometry · Matrix (chemical analysis) · Psychometrics · Rotation (mathematics) · Statistics · Varimax rotation · Computer Science · Mathematics · Multi-Criteria Decision Making · Optimal Experimental Design Methods · Psychology · Statistical and numerical algorithms

  • Factor Analysis (R-Technique) of Ipsatized Data May Be Misleading

    Open Access•Todd M Davis, Brad S Chissom et al.•Psychological Reports•1981

  • The Factor Structure and Internal Consistency of the Self-Concept and Motivation Inventory

    Open Access•Todd M Davis, Patricia Sellers et al.•Educational and Psychological…•1988

  • Some Behaviorial Science Measurement Concerns and Proposals

    John R Nesselroade, Peter C M Molenaar•Multivariate Behavioral Research•2016

  • Alternative Factorial Solutions and Urban Social Structure

    Open Access•W K D Da Vies•Canadian Geographies /…•1978

  • Orthogonal Rotation to Congruence

    Open Access•Norman Cliff•Psychometrika•1966

  • The Varimax Criterion for Analytic Rotation in Factor Analysis

    Open Access•Henry F Kaiser•Psychometrika•1958

  • Comparisons of Varimax Rotations with Rotations to Theoretical Targets

    Open Access•J P Guilford, Ralph Hoepfner•Educational and Psychological…•1969

  • On the subjective character of the empirical base of Guilford's structure-of-intellect model

    John L Horn, John R Knapp•Psychological Bulletin•1973

  • Factors and factors of personality

    J P Guilford•Psychological Bulletin•1975

Unique citing works4
Citations per year0,08
Citation span1978 - 2016 (39)
Citation velocityhistorical
Highly citedNo
Citation typesNeutral: 4

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