Hypothesis Testing Using Factor Score Regression: A Comparison of Four Methods

Devlieger I, Mayer A, Rosseel Y (2016)
Educational and Psychological Measurement 76(5): 741-770.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
Download
Es wurden keine Dateien hochgeladen. Nur Publikationsnachweis!
Autor*in
Devlieger, Ines; Mayer, AxelUniBi; Rosseel, Yves
Abstract / Bemerkung
In this article, an overview is given of four methods to perform factor score regression (FSR), namely regression FSR, Bartlett FSR, the bias avoiding method of Skrondal and Laake, and the bias correcting method of Croon. The bias correcting method is extended to include a reliable standard error. The four methods are compared with each other and with structural equation modeling (SEM) by using analytic calculations and two Monte Carlo simulation studies to examine their finite sample characteristics. Several performance criteria are used, such as the bias using the unstandardized and standardized parameterization, efficiency, mean square error, standard error bias, type I error rate, and power. The results show that the bias correcting method, with the newly developed standard error, is the only suitable alternative for SEM. While it has a higher standard error bias than SEM, it has a comparable bias, efficiency, mean square error, power, and type I error rate.
Erscheinungsjahr
2016
Zeitschriftentitel
Educational and Psychological Measurement
Band
76
Ausgabe
5
Seite(n)
741-770
ISSN
0013-1644
eISSN
1552-3888
Page URI
https://pub.uni-bielefeld.de/record/2955601

Zitieren

Devlieger I, Mayer A, Rosseel Y. Hypothesis Testing Using Factor Score Regression: A Comparison of Four Methods. Educational and Psychological Measurement. 2016;76(5):741-770.
Devlieger, I., Mayer, A., & Rosseel, Y. (2016). Hypothesis Testing Using Factor Score Regression: A Comparison of Four Methods. Educational and Psychological Measurement, 76(5), 741-770. https://doi.org/10.1177/0013164415607618
Devlieger, I., Mayer, A., and Rosseel, Y. (2016). Hypothesis Testing Using Factor Score Regression: A Comparison of Four Methods. Educational and Psychological Measurement 76, 741-770.
Devlieger, I., Mayer, A., & Rosseel, Y., 2016. Hypothesis Testing Using Factor Score Regression: A Comparison of Four Methods. Educational and Psychological Measurement, 76(5), p 741-770.
I. Devlieger, A. Mayer, and Y. Rosseel, “Hypothesis Testing Using Factor Score Regression: A Comparison of Four Methods”, Educational and Psychological Measurement, vol. 76, 2016, pp. 741-770.
Devlieger, I., Mayer, A., Rosseel, Y.: Hypothesis Testing Using Factor Score Regression: A Comparison of Four Methods. Educational and Psychological Measurement. 76, 741-770 (2016).
Devlieger, Ines, Mayer, Axel, and Rosseel, Yves. “Hypothesis Testing Using Factor Score Regression: A Comparison of Four Methods”. Educational and Psychological Measurement 76.5 (2016): 741-770.

Export

Markieren/ Markierung löschen
Markierte Publikationen

Open Data PUB

Web of Science

Dieser Datensatz im Web of Science®

Quellen

PMID: 29795886
PubMed | Europe PMC

Suchen in

Google Scholar