Statistical Alchemy – the Misuse of Factor Scores in Linear Regression

Anderson T.W. (1963) Asymptotic theory for principal component analysis. Annals of Mathematics and Statistics, 34, pp. 122–148.

Anderson T.W. , & Rubin H. (1956) Statistical inference in factor analysis. Proceedings of the Third Berkeley Symposium of Mathematical Statistics and Probability, 5, pp. 111–150.

Bartlett M.S. (1954) A note on the multiplying factors for various χ² approximations. Journal of the Royal Statistical Society. Series B (Methodological), 16, 2, pp. 296–298.

Baumann C. , Burton S. , Elliott G. , & Kehr H.M. (2007) Prediction of attitude and behavioural intentions in retail banking. International Journal of Bank Marketing, 25, 2, pp. 102–116.

Buttle F. (1996) SERVQUAL: review, critique, research agenda. European Journal of Marketing, 30, 1, pp. 8–31.

Cattell R.B. , & Jaspers J. (1967) A general plasmode for factor analytic exercises and research. Multivariate Research Monographs, 67, 3, pp. 1–212.

Dillon W.R. , & Goldstein M. (1984) Multivariate Analysis: Methods and Applications. New York: John Wiley & Sons.

Eastwood D.B. , Brooker J.R. , & Smith J.D. (2005) Developing marketing strategies for green grocers: an application of SERVQUAL. Agribusiness, 21, 1, pp. 81–97.

Fabrigar L.R. , Wegener D.T. , MacCallum R.C. , & Strahan E.J. (1999) Evaluating the use of exploratory factor analysis in psychological research. Psychological Methods, 4, pp. 272–299.

Harman H.H. (1976) Modern Factor Analysis. Chicago, IL: Chicago University Press.

Horn J.L. (1965) A rationale and test for the number of factors in factor analysis. Psychometrica, 30, pp. 179–200.

Johnson R.A. , & Wichern D.W. (2002) Applied Multivariate Statistical Analysis (5th edn). New Jersey: Prentice Hall.

Jöreskog K.G. (1979) Analyzing psychological data by structural analysis of covariance matrices. In: Madgison J. (ed.) Advances in Factor Analysis and Structural Equation Models. Lanham: University Press of America.

Kline R.B. (2005) Principles and Practice of Structural Equation Modeling. New York: Guilford Press.

Kong M. , & Jogaratnam G. (2007) The influence of culture on perceptions of service employee behavior. Managing Service Quality, 17, 3, pp. 275–297.

Long M. , & McMellon C. (2004) Exploring the determinants of retail service quality on the internet. Journal of Services Marketing, 18, 1, pp. 78–90.

Ma Y.J. , & Niehm L.S. (2006) Service expectations of older generation Y customers: an examination of apparel retail settings. Managing Service Quality, 16, 6, pp. 620–640.

Najjar L. , & Bishu R.R. (2006) Service quality: a case study of a bank. Quality Management Journal, 13, 3, pp. 35–45.

Parasuraman A. , Zeithaml V.A. , & Berry L.L. (1988) SERVQUAL: a multiple-item scale for measuring consumer perceptions of service quality. Journal of Retailing, 64, 1, pp. 12–40.

Sheng Y.P. , Pearson M.J. , & Crosby L. (2003) Organizational culture and employees' computer self-efficacy: an empirical study. Information Resources Management Journal, 16, 3, pp. 42–58.

Taylor S.A. (1997) Assessing regression-based importance weights for quality perceptions and satisfaction judgments in the presence of higher order and/or interaction effects. Journal of Retailing, 73, 1, pp. 135–159.

Taylor S.A. , & Baker T.L. (1994) An assessment of the relationship between service quality and customer satisfaction in the formation of customers' purchase intentions. Journal of Retailing, 70, 2, pp. 163–178.

Thurstone L.L. (1947) Multiple Factor Analysis. Chicago, IL: University of Chicago Press.