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Determining the number of factors using parallel analysis and its recent variants.
16 references·16 citing·28 second hopsampled
Determining the number of factors using parallel analysis and its recent variants. (2019)Determining the number of factors using p…An empirical Kaiser criterion. (2016)An empirical Kaiser criterion.Dimensionality assessment of ordered polytomous items with parallel analysis. (2011)Dimensionality assessment of …Determining the number of factors to retain in an exploratory factor analysis using comparison data of known factorial structure. (2011)Determining the number of fac…Factor Retention Decisions in Exploratory Factor Analysis: a Tutorial on Parallel Analysis (2004)Factor Retention Decisions in…Repairing Tom Swift's Electric Factor Analysis Machine (2003)Repairing Tom Swift's Electri…Factor analysis and scale revision. (2000)Factor analysis and scale rev…Construct Explication through Factor or Component Analysis: A Review and Evaluation of Alternative Procedures for Determining the Number of Factors or Components (2000)Construct Explication through…Evaluating the use of exploratory factor analysis in psychological research. (1999)Evaluating the use of explora…Factor analysis in the development and refinement of clinical assessment instruments. (1995)Factor analysis in the develo…An Improvement on Horn's Parallel Analysis Methodology for Selecting the Correct Number of Factors to Retain (1995)An Improvement on Horn's Para…Remarks on Parallel Analysis (1992)Remarks on Parallel AnalysisComparison of five rules for determining the number of components to retain. (1986)Comparison of five rules for …Simulating Multivariate Nonnormal Distributions (1983)Simulating Multivariate Nonno…A Rationale and Test for the Number of Factors in Factor Analysis (1965)A Rationale and Test for the …The Application of Electronic Computers to Factor Analysis (1960)The Application of Electronic…Some Necessary Conditions for Common-Factor Analysis (1954)Some Necessary Conditions for…Revitalising Indigenous language: students’ attitudes and parental involvement in Balinese language learning (2025)Revitalising Indigenous langu…Operationalizing the Capabilities Approach to Understand Neighborhood Well-Being in a Participatory Action Research Study (2023)Operationalizing the Capabili…A systematic literature review of exploratory factor analyses in management (2023)A systematic literature revie…Inventario SISCO del estrés académico: revisión de sus propiedades psicométricas en estudiantes universitarios (2022)Inventario SISCO del estrés a…Factor Retention Using Machine Learning With Ordinal Data (2022)Factor Retention Using Machin…Evidence of validity of internal structure of the Functional Assessment of Chronic Illness Therapy-Spiritual Well-Being Scale (FACIT-Sp-12) in Brazilian adolescents with chronic health conditions (2022)Evidence of validity of inter…A review of exploratory factor analysis in tourism and hospitality research: Identifying current practices and avenues for improvement (2022)A review of exploratory facto…The psychology of morbid curiosity: Development and initial validation of the morbid curiosity scale (2021)The psychology of morbid curi…How many factors in factor analysis? New insights about parallel analysis with confidence intervals (2021)How many factors in factor an…Factor Retention in Exploratory Factor Analysis With Missing Data (2021)Factor Retention in Explorato…Exploratory Graph Analysis for Factor Retention: Simulation Results for Continuous and Binary Data (2021)Exploratory Graph Analysis fo…Exploratory factor analysis in transportation research: Current practices and recommendations (2021)Exploratory factor analysis i…ESG ratings: relevant information or misleading clue? Evidence from the S&P Global 1200 (2021)ESG ratings: relevant informa…Developing and Validating Clinical Questionnaires (2021)Developing and Validating Cli…Using the Standardized Root Mean Squared Residual (SRMR) to Assess Exact Fit in Structural Equation Models (2020)Using the Standardized Root M…One model to rule them all? Using machine learning algorithms to determine the number of factors in exploratory factor analysis. (2020)One model to rule them all? U…The Scree Test For The Number Of Factors (1966)The Sources of Four Commonly Reported Cutoff Criteria (2006)Best Practices in Exploratory Factor Analysis (2008)The authentic personality: A theoretical and empirical conceptualization and the development of the Authenticity Scale. (2008)The Handbook of Social Psychology (1969)Alternative Ways of Assessing Model Fit (1992)Handbook on Constructing Composite Indicators: Methodology and User Guide (2008)Bibliometric Methods in Management and Organization (2014)Assessing measurement model quality in PLS-SEM using confirmatory composite analysis (2019)Multiple Factor Analysis (2007)Understanding the Mechanisms Through Which an Influential Early Childhood Program Boosted Adult Outcomes (2013)Exploratory graph analysis: A new approach for estimating the number of dimensions in psychological research (2017)Significance tests and goodness of fit in the analysis of covariance structures. (1980)Comparative fit indexes in structural models. (1990)Multidimensional Assessment of Emotion Regulation and Dysregulation: Development, Factor Structure, and Initial Validation of the Difficulties in Emotion Regulation Scale (2003)Quality criteria were proposed for measurement properties of health status questionnaires (2006)Using Self-Report Assessment Methods to Explore Facets of Mindfulness (2006)Review of Psychometric theory (2nd ed.). (1979)El análisis factorial exploratorio de los ítems: una guía práctica, revisada y actualizada (2014)Relation of sample size to the stability of component patterns. (1988)Preliminary Psychometric Properties of the Acceptance and Action Questionnaire–II: A Revised Measure of Psychological Inflexibility and Experiential Avoidance (2011)Best Practices for Developing and Validating Scales for Health, Social, and Behavioral Research: A Primer (2018)A Personal Resource for Technology Interaction: Development and Validation of the Affinity for Technology Interaction (ATI) Scale (2018)Exploratory factor analysis: Current use, methodological developments and recommendations for good practice (2019)Development and Use of the Approaches to Teaching Inventory (2004)On exploratory factor analysis: A review of recent evidence, an assessment of current practice, and recommendations for future use (2013)Issues and recommendations for exploratory factor analysis and principal component analysis (2020)A Second Generation Little Jiffy (1970)
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References

  • 1960The Application of Electronic Computers to Factor Analysis12,390 cited
  • 1999Evaluating the use of exploratory factor analysis in psychological research.9,564 cited
  • 1965A Rationale and Test for the Number of Factors in Factor Analysis8,818 cited
  • 1995Factor analysis in the development and refinement of clinical assessment instruments.3,968 cited
  • 1986Comparison of five rules for determining the number of components to retain.3,135 cited
  • 2004Factor Retention Decisions in Exploratory Factor Analysis: a Tutorial on Parallel Analysis3,100 cited
  • 1954Some Necessary Conditions for Common-Factor Analysis1,695 cited
  • 2011Dimensionality assessment of ordered polytomous items with parallel analysis.1,632 cited
  • 2000Construct Explication through Factor or Component Analysis: A Review and Evaluation of Alternative Procedures for Determining the Number of Factors or Components894 cited
  • 2003Repairing Tom Swift's Electric Factor Analysis Machine865 cited
  • 2000Factor analysis and scale revision.855 cited
  • 1995An Improvement on Horn's Parallel Analysis Methodology for Selecting the Correct Number of Factors to Retain732 cited
  • 1992Remarks on Parallel Analysis563 cited
  • 2011Determining the number of factors to retain in an exploratory factor analysis using comparison data of known factorial structure.

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533 cited
  • 1983Simulating Multivariate Nonnormal Distributions447 cited
  • 2016An empirical Kaiser criterion.436 cited
  • Cited by

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    • 2021ESG ratings: relevant information or misleading clue? Evidence from the S&P Global 120095 cited
    • 2021Developing and Validating Clinical Questionnaires92 cited
    • 2020One model to rule them all? Using machine learning algorithms to determine the number of factors in exploratory factor analysis.64 cited
    • 2021Exploratory Graph Analysis for Factor Retention: Simulation Results for Continuous and Binary Data55 cited
    • 2021Factor Retention in Exploratory Factor Analysis With Missing Data53 cited
    • 2022Inventario SISCO del estrés académico: revisión de sus propiedades psicométricas en estudiantes universitarios44 cited
    • 2021How many factors in factor analysis? New insights about parallel analysis with confidence intervals41 cited
    • 2022Factor Retention Using Machine Learning With Ordinal Data41 cited
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    • 2023Operationalizing the Capabilities Approach to Understand Neighborhood Well-Being in a Participatory Action Research Study6 cited
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