পদ্ধতির তুলনা করুন
নির্বাচিত পদ্ধতিগুলো পাশাপাশি পর্যালোচনা করুন; যে সারিগুলোয় পার্থক্য আছে সেগুলো চিহ্নিত করা হয়।
| কনফার্মেটরি ফ্যাক্টর অ্যানালাইসিস (CFA)× | অনুসন্ধানী উপাদান বিশ্লেষণ (EFA)× | কাঠামোগত সমীকরণ মডেলিং (SEM)× | |
|---|---|---|---|
| ক্ষেত্র≠ | মনোমিতি | পরিসংখ্যান | পরিসংখ্যান |
| পরিবার | Latent structure | Latent structure | Latent structure |
| উদ্ভবের বছর≠ | 1969 | — | 1970 |
| প্রবর্তক≠ | Karl Gustav Jöreskog | — | Karl Jöreskog (LISREL framework, 1970s) |
| ধরন≠ | Hypothesis-testing latent variable model | Latent variable / dimension reduction | Latent variable / causal modeling |
| মৌলিক উৎস≠ | Jöreskog, K. G. (1969). A general approach to confirmatory maximum likelihood factor analysis. Psychometrika, 34(2), 183–202. 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 ↗ | Hair, J. F., Black, W. C., Babin, B. J. & Anderson, R. E. (2019). Multivariate Data Analysis (8th ed.). Cengage Learning. ISBN: 978-1473756540 |
| অপর নাম≠ | CFA, confirmatory FA, measurement model, restricted factor analysis | common factor analysis, açımlayıcı faktör analizi, factor analysis | Yapısal Eşitlik Modellemesi (SEM), structural equation modelling, covariance structure analysis, latent variable modeling |
| সম্পর্কিত≠ | 4 | 4 | 5 |
| সারসংক্ষেপ≠ | 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. | 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. | Structural equation modeling is a multivariate statistical framework that simultaneously estimates a measurement model — relating observed indicators to latent constructs — and a structural model specifying directional or reciprocal relationships among those constructs. Rooted in the LISREL tradition developed by Karl Jöreskog in the 1970s, SEM is the standard tool for testing complex theoretical models in the social, behavioural, and management sciences. |
| ScholarGateডেটাসেট ↗ |
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