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The Effects of Sample Size, Correlation Technique, and Factor Extraction Method on Reliability Coefficients

Cilt: 26 Sayı: 3 15 Mayıs 2018
Nuri Doğan , Abdullah Faruk Kılıç
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The Effects of Sample Size, Correlation Technique, and Factor Extraction Method on Reliability Coefficients

Öz

This study aims to compare reliability coefficients according to sample size (250, 500, 1,000, 2,500, 5,000, and 9,773), EFA factor extraction methods (PCA, PA, ULS, WLS, and MLE), CFA estimation methods (UL, ML, and GL), and correlation matrices (Pearson, phi, and tetrachoric). Therefore, it employs a basic research method. The study was conducted with real data, and the data were collected from students’ answers to a Turkish sub-test in the Test for Transition from Basic Education into Secondary Education administered in 2014. Within the scope of the study, McDonald ω, McDonald ωh, maximal reliability, Armor Ɵ, Heise and Bohrnstedt Ω, Revelle β, and standardized alpha coefficients were compared. Consequently, it was found that sample size in the same correlation matrices did not lead to serious changes. It was also found that McDonald ωh and Revelle β coefficients calculated with a tetrachoric correlation were bigger than 1 in some conditions. It was recommended in consequence that those coefficients should be calculated through phi correlations for congeric one-factor structures. Other findings obtained support the literature, and necessary suggestions are made. 

Anahtar Kelimeler

: reliability, McDonald ω, maximal reliability, Armor Ɵ, Heise and Bohrnstedt Ω, Revelle β, standardized alpha

Kaynakça

  1. AERA, APA, NCME, American Educational Research Association (AERA), American Psychological Association (APA), & National Council on Measurement In Education (NCME). (2014). Standards for educational and psychological testing. Washington, DC: American Educational Research Association.
  2. Allen, M. J., & Yen, W. M. (1979). Introduction to measurement theory. Monterey: Brooks/Cole Publishing Company.
  3. Armor, D. J. (1974). Theta reliability and factor scaling. Sociological Methodology, 5, 17–50.
  4. Carmines, E. G., & Zeller, R. A. (1987). Reliability and validity assessment (9th ed.). Beverly Hills, California: SAGE.
  5. Chou, C. P., & Bentler, P. M. (1995). Estimates and tests in structural equation modeling. In R. H. Hoyle (Ed.), Structural equation modeling: Concepts, issues, and applications. Thousand Oaks, CA: SAGE.
  6. Comrey, A. L. (1988). Factor-analytic methods of scale development in personality and clinical psychology. Journal of Consulting and Clinical Psychology, 56(5), 754–761. https://doi.org/10.1037/0022-006X.56.5.754
  7. Crocker, L., & Algina, J. (2008). Introduction of classical and modern test theory. Ohio: Cengage Learning.
  8. Curran, P. J., West, S. G., & Finch, J. F. (1996). The robustness of test statistics to nonnormality and specification error in confirmatory factor analysis. Psychological Methods, 1(1), 16–29. https://doi.org/10.1037/1082-989X.1.1.16
  9. Ercan, I., Yazici, B., Sigirli, D., Ediz, B., & Kan, I. (2007). Examining Cronbach alpha, theta, omega reliability coefficients according to sample size. Journal of Modern Applied Statistical Methods, 6(1), 291–303. Retrieved from http://digitalcommons.wayne.edu/jmasm/vol6/iss1/27
  10. Fox, J. (2016). polycor: Polychoric and polyserial correlations. Retrieved from https://cran.r-project.org/package=polycor

Kaynak Göster

APA
Doğan, N., & Kılıç, A. F. (2018). The Effects of Sample Size, Correlation Technique, and Factor Extraction Method on Reliability Coefficients. Kastamonu Education Journal, 26(3), 697-706. https://doi.org/10.24106/kefdergi.413303
AMA
1.Doğan N, Kılıç AF. The Effects of Sample Size, Correlation Technique, and Factor Extraction Method on Reliability Coefficients. Kastamonu Eğitim Dergisi. 2018;26(3):697-706. doi:10.24106/kefdergi.413303
Chicago
Doğan, Nuri, ve Abdullah Faruk Kılıç. 2018. “The Effects of Sample Size, Correlation Technique, and Factor Extraction Method on Reliability Coefficients”. Kastamonu Education Journal 26 (3): 697-706. https://doi.org/10.24106/kefdergi.413303.
EndNote
Doğan N, Kılıç AF (01 Mayıs 2018) The Effects of Sample Size, Correlation Technique, and Factor Extraction Method on Reliability Coefficients. Kastamonu Education Journal 26 3 697–706.
IEEE
[1]N. Doğan ve A. F. Kılıç, “The Effects of Sample Size, Correlation Technique, and Factor Extraction Method on Reliability Coefficients”, Kastamonu Eğitim Dergisi, c. 26, sy 3, ss. 697–706, May. 2018, doi: 10.24106/kefdergi.413303.
ISNAD
Doğan, Nuri - Kılıç, Abdullah Faruk. “The Effects of Sample Size, Correlation Technique, and Factor Extraction Method on Reliability Coefficients”. Kastamonu Education Journal 26/3 (01 Mayıs 2018): 697-706. https://doi.org/10.24106/kefdergi.413303.
JAMA
1.Doğan N, Kılıç AF. The Effects of Sample Size, Correlation Technique, and Factor Extraction Method on Reliability Coefficients. Kastamonu Eğitim Dergisi. 2018;26:697–706.
MLA
Doğan, Nuri, ve Abdullah Faruk Kılıç. “The Effects of Sample Size, Correlation Technique, and Factor Extraction Method on Reliability Coefficients”. Kastamonu Education Journal, c. 26, sy 3, Mayıs 2018, ss. 697-06, doi:10.24106/kefdergi.413303.
Vancouver
1.Nuri Doğan, Abdullah Faruk Kılıç. The Effects of Sample Size, Correlation Technique, and Factor Extraction Method on Reliability Coefficients. Kastamonu Eğitim Dergisi. 01 Mayıs 2018;26(3):697-706. doi:10.24106/kefdergi.413303