Methoden vergleichen
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| Robuste Pfadanalyse× | Pfadanalyse× | |
|---|---|---|
| Fachgebiet | Statistik | Statistik |
| Familie | Latent structure | Latent structure |
| Entstehungsjahr≠ | 1998 | 1921 |
| Urheber≠ | Yuan & Bentler (robust SEM/path framework); Huber (M-estimation foundation) | Sewall Wright |
| Typ≠ | Causal path modeling with robust estimation | Causal / mediation model |
| Wegweisende Quelle≠ | Yuan, K.-H. & Bentler, P. M. (1998). Robust mean and covariance structure analysis. British Journal of Mathematical and Statistical Psychology, 51(1), 63–88. DOI ↗ | Wright, S. (1921). Correlation and causation. Journal of Agricultural Research, 20(7), 557–585. link ↗ |
| Aliasnamen | robust PA, path analysis with robust standard errors, robust causal path modeling, robust structural path modeling | PA, path coefficient analysis, observed-variable SEM, causal path modeling |
| Verwandt≠ | 6 | 5 |
| Zusammenfassung≠ | Robust path analysis applies robust estimation — such as sandwich standard errors or M-estimation — to path models that specify directed causal relationships among observed variables. It preserves valid inference about path coefficients and indirect effects when data violate normality, contain outliers, or exhibit heteroscedasticity that would distort conventional standard errors. | Path analysis tests a researcher-specified causal diagram among observed variables by decomposing their intercorrelations into direct effects, indirect (mediated) effects, and spurious associations. Developed by Sewall Wright in 1921, it is the observed-variable special case of structural equation modeling and remains a standard tool for theory-driven multivariate causal inference. |
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