Сравнение методов
Просматривайте выбранные методы рядом; строки с различиями подсвечены.
| Конфирматорный факторный анализ (КФА)× | Альфа Кронбаха (анализ надежности)× | Эксплораторный факторный анализ (ЭФА)× | |
|---|---|---|---|
| Область≠ | Психометрия | Статистика | Статистика |
| Семейство | Latent structure | Latent structure | Latent structure |
| Год появления≠ | 1969 | 1951 | — |
| Автор метода≠ | Karl Gustav Jöreskog | Lee J. Cronbach | — |
| Тип≠ | Hypothesis-testing latent variable model | Reliability / internal consistency coefficient | Latent variable / dimension reduction |
| Основополагающий источник≠ | Jöreskog, K. G. (1969). A general approach to confirmatory maximum likelihood factor analysis. Psychometrika, 34(2), 183–202. DOI ↗ | Cronbach, L. J. (1951). Coefficient alpha and the internal structure of tests. Psychometrika, 16(3), 297–334. DOI ↗ | 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(3), 272–299. DOI ↗ |
| Другие названия≠ | CFA, confirmatory FA, measurement model, restricted factor analysis | coefficient alpha, alpha reliability, internal consistency reliability, Güvenilirlik Analizi (Cronbach Alpha) | common factor analysis, açımlayıcı faktör analizi, factor analysis |
| Связанные | 4 | 4 | 4 |
| Сводка≠ | Confirmatory factor analysis tests a researcher-specified factor structure against observed data. Unlike exploratory approaches, the researcher decides in advance which indicators load on which latent factor, and the model is evaluated by how closely the implied covariance matrix reproduces the sample covariance matrix. CFA is central to scale validation, construct validity assessment, and measurement invariance testing. | Cronbach's alpha is a coefficient of internal consistency that quantifies the degree to which a set of items on a scale measures the same underlying construct. Introduced by Lee J. Cronbach in 1951, it remains the most widely reported reliability index in social-science, health, and educational research. | Exploratory factor analysis reduces a large set of observed variables into a smaller number of latent common factors. It is widely used in scale development and psychometrics to uncover the dimensional structure that underlies a set of correlated items, without specifying that structure in advance. |
| ScholarGateНабор данных ↗ |
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