{"product_id":"estimation-methods-in-multilevel-structural-equation-modeling-von-jimmy-byrd","title":"ESTIMATION METHODS IN MULTILEVEL STRUCTURAL EQUATION MODELING","description":"\u003cp\u003eThe text examines multilevel regression models in  the context of multilevel structural equation  modeling (SEM) in terms of accuracy of parameter  estimates, standard errors, and fit indices in  normal and nonnormal data under various sample sizes  and differing estimators (maximum likelihood,  generalized least squares, and weighted least  squares). The finding revealed that the regression  coefficients were estimated with little to no bias  among the study design conditions investigated.  However, the number of clusters (group level)  appeared to have the greatest impact on bias among  the parameter estimate standard errors at both level- 1 and level-2.        Regarding fit statistics, negative bias was  noted among each of the fit indices investigated  when the number of clusters ranged from 30 to 50 and  cluster size was fixed at 10.  Recommendations for  the substantive researcher are presented and areas  of future research are discussed.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838347806\"\u003e\u003ch3\u003eUNDER CONDITIONS OF DATA NONNORMALITY AND VARIED SAMPLE SIZES\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783838347806","offer_id":39498996842589,"sku":"9783838347806","price":79.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/0adb1087-ec6c-4a8a-bdc9-8b075e0f168d.jpg?v=1769232426","url":"https:\/\/shop.autorenwelt.de\/products\/estimation-methods-in-multilevel-structural-equation-modeling-von-jimmy-byrd","provider":"Autorenwelt Shop","version":"1.0","type":"link"}