Use of Factor Analysis to Improve Questionnaire-Based Research Design

Article Sidebar

Main Article Content

R. Kanya Priya

Questionnaire-based research remains one of the most commonly used methods in social sciences, management, psychology, education, and health studies. However, the reliability and validity of the conclusions depend heavily on the quality of the questionnaire. Factor Analysis (FA), a multivariate statistical technique, provides a systematic approach to evaluate and refine questionnaires by identifying underlying latent constructs, reducing redundant items, and improving overall measurement accuracy. This article discusses the conceptual foundation of factor analysis, its methodological applications in questionnaire design, and practical guidelines for researchers to enhance instrument reliability and validity.

Use of Factor Analysis to Improve Questionnaire-Based Research Design. (2025). International Journal of Latest Technology in Engineering Management & Applied Science, 14(11), 195-199. https://doi.org/10.51583/IJLTEMAS.2025.1411000019

Downloads

References

Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2019). Multivariate Data Analysis. Pearson.

Field, A. (2018). Discovering Statistics Using SPSS. Sage Publications.

Tabachnick, B. G., & Fidell, L. S. (2020). Using Multivariate Statistics. Pearson.

DeVellis, R. F. (2016). Scale Development: Theory and Applications. Sage.

Byrne, B. M. (2016). Structural Equation Modeling with AMOS. Routledge.

Costello, A. B., & Osborne, J. (2005). “Best Practices in Exploratory Factor Analysis.” Practical Assessment, Research & Evaluation, 10(7).

MacCallum, R. C., Widaman, K. F., Zhang, S., & Hong, S. (1999). “Sample Size in Factor Analysis.” Psychological Methods, 4(1), 84–99.

Gorsuch, R. L. (2015). Factor Analysis: Classic Edition. Routledge.

Brown, T. A. (2015). Confirmatory Factor Analysis for Applied Research (2nd ed.). Guilford Press.

Jöreskog, K. G. (1969). “A General Approach to Confirmatory Maximum Likelihood Factor Analysis.” Psychometrika, 34, 183–202.

Article Details

How to Cite

Use of Factor Analysis to Improve Questionnaire-Based Research Design. (2025). International Journal of Latest Technology in Engineering Management & Applied Science, 14(11), 195-199. https://doi.org/10.51583/IJLTEMAS.2025.1411000019