Corpus ID: 46711710

Exploratory Factor Analysis ; Concepts and Theory

@inproceedings{Taherdoost2014ExploratoryFA,
  title={Exploratory Factor Analysis ; Concepts and Theory},
  author={Hamed Taherdoost and S. Sahibuddin and N. Jalaliyoon},
  year={2014}
}
Exploratory factor analysis is a complex and multivariate statistical technique commonly employed in information system, social science, education and psychology. This paper intends to provide a simplified collection of information for researchers and practitioners undertaking exploratory factor analysis (EFA) and to make decisions about best practice in EFA. Particularly, the objective of the paper is to provide practical and theoretical information on decision making of sample size… Expand

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References

SHOWING 1-10 OF 55 REFERENCES
Exploratory and Confirmatory Factor Analysis: Understanding Concepts and Applications
This volume presents the important concepts required for implementing two disciplines of factor analysis - exploratory factor analysis (EFA) and confirmatory factor analysis (CFA) with an emphasis onExpand
Best practices in exploratory factor analysis: four recommendations for getting the most from your analysis.
TLDR
Practical information on making decisions regarding (a) extraction, (b) rotation, (c) the number of factors to interpret, and (d) sample size is provided. Expand
Factor Retention Decisions in Exploratory Factor Analysis: a Tutorial on Parallel Analysis
TLDR
A step-by-step guide to performing parallel analysis is described, and an example is provided using data from the Minnesota Satisfaction Questionnaire, and recommendations for making factor retention decisions are discussed. Expand
Factor Analytic Evidence for the Construct Validity of Scores: A Historical Overview and Some Guidelines
Expectations for reporting factor analysis results as part of construct validation are explored in the context of emerging views of measurement validity. Desired practices are discussed regardingExpand
Use of Exploratory Factor Analysis in Published Research
Given the proliferation of factor analysis applications in the literature, the present article examines the use of factor analysis in current published research across four psychological journals.Expand
THE APPLICATION OF EXPLORATORY FACTOR ANALYSIS IN APPLIED PSYCHOLOGY: A CRITICAL REVIEW AND ANALYSIS
Although factor analysis has been a major contributing factor in advancing psychological research, a systematic assessment of how it has been applied is lacking. For this review we examined theExpand
Exploratory factor analysis: its role in item analysis.
  • R. Gorsuch
  • Psychology, Medicine
  • Journal of personality assessment
  • 1997
The special characteristics of items-low reliability, confounds by minor, unwanted covariance, and the likelihood of a general factor-and better understanding of factor analysis means that theExpand
Using Factor Analysis To Organize Student Services.
Exploratory factor analysis was used to provide an organizational framework for data collected from an entering class of students at a large eastern university. Results from the EFA on responses ofExpand
Construct Explication through Factor or Component Analysis: A Review and Evaluation of Alternative Procedures for Determining the Number of Factors or Components
TLDR
Factor analysis and component analysis are two very similar methods that facilitate the transition from dealing with a large number of observed variables to a smaller number of constructed or latent variables. Expand
The Quality of Factor Solutions in Exploratory Factor Analysis: The Influence of Sample Size, Communality, and Overdetermination
The purpose of this studywas to investigate the relationship between sample size and the quality of factor solutions obtained from exploratory factor analysis. This research expanded upon the rangeExpand
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