Linganisha mbinu
Pitia mbinu ulizochagua bega kwa bega; safu zinazotofautiana zinaangaziwa.
| Uchanganuzi wa Vipengele vya Uchunguzi kwa Ajili ya Uundaji wa Kipimo (EFA)× | Alpha ya Cronbach (Uchambuzi wa Kuegemeza)× | |
|---|---|---|
| Nyanja≠ | Saikometriki | Takwimu |
| Familia | Latent structure | Latent structure |
| Mwaka wa asili≠ | 1904 (foundational); contemporary scale-development practice from 1990s onward | 1951 |
| Mwanzilishi≠ | Primarily Spearman (1904); psychometric scale application formalised by Thurstone (1930s) | Lee J. Cronbach |
| Aina≠ | Latent variable / dimension reduction | Reliability / internal consistency coefficient |
| Chanzo asilia≠ | Costello, A. B. & Osborne, J. W. (2005). Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis. Practical Assessment, Research & Evaluation, 10(7), 1–9. link ↗ | Cronbach, L. J. (1951). Coefficient alpha and the internal structure of tests. Psychometrika, 16(3), 297–334. DOI ↗ |
| Majina mbadala≠ | Açımlayıcı Faktör Analizi — Ölçek Geliştirme (EFA), psychometric EFA, scale construction factor analysis | coefficient alpha, alpha reliability, internal consistency reliability, Güvenilirlik Analizi (Cronbach Alpha) |
| Zinazohusiana≠ | 5 | 4 |
| Muhtasari≠ | Exploratory Factor Analysis for Scale Development is the psychometric application of EFA in which an item pool is administered and the resulting response data are analysed to discover the latent factor structure underlying the items. Originating with Spearman's (1904) factor theory and formalised for applied scale construction by Costello and Osborne (2005) and Fabrigar and colleagues (1999), this variant imposes a stricter sample requirement (n ≥ 100, subject-to-item ratio ≥ 5) and a higher loading threshold (≥ 0.40) than general EFA, and it treats the recovered factor structure as a draft to be subsequently validated by confirmatory analysis. | 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. |
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