On ignoring the random effects assumption in multilevel models: Review, critique, and recommendations

J Antonakis, N Bastardoz… - Organizational Research …, 2021 - journals.sagepub.com
… Unobserved Heterogeneity in Hierarchical Datasets … , industry) to have a separate intercept
and slope is indicated by … The likelihood ratio test can be used for comparing nested models

Latent class structures: taste heterogeneity and beyond

S Hess - Handbook of choice modelling, 2024 - elgaronline.com
… to separate scale heterogeneity from other heterogeneity. … specific random coefficients
captures additional heterogeneity … continuous heterogeneity in the non-zero coefficient values, …

[HTML][HTML] The application of meta-analytic (multi-level) models with multiple random effects: A systematic review

B Fernández-Castilla, L Jamshidi, L Declercq… - Behavior research …, 2020 - Springer
… in an attempt to explain the heterogeneity between studies, that is, to … in separate variance
estimates for each random effect. … Looking at odds ratio, we can see that the variance values in …

Discretizing unobserved heterogeneity

S Bonhomme, T Lamadon, E Manresa - Econometrica, 2022 - Wiley Online Library
… Intuitively, injectivity guarantees that one can separate the types of two … of GFE in models
where heterogeneity follows a nonlinear factor structure, we present the results of a small-scale

Robustness of linear mixed‐effects models to violations of distributional assumptions

H Schielzeth, NJ Dingemanse… - Methods in ecology …, 2020 - Wiley Online Library
… , homogeneity of the residuals, independence of the random … data ranges, the latent scale
values were divided by 2 before … models or if two levels are nearly identical in their factor

Spatial homogeneity pursuit of regression coefficients for large datasets

F Li, H Sang - Journal of the American Statistical Association, 2019 - Taylor & Francis
random effect. The effects of explanatory variables in such … regression modeling approach,
called spatially clustered coefficient (… locations, resulting in isolated points. In such a case, (2) …

[HTML][HTML] Fixed and random effects models: making an informed choice

A Bell, M Fairbrother, K Jones - Quality & quantity, 2019 - Springer
… the standard RE model (without separated within and between … As long as we interpret any
coefficient estimates with these … from models that assume homogeneity incorrectly will suffer …

Fixed effects individual slopes: Accounting and testing for heterogeneous effects in panel data or other multilevel models

T Rüttenauer, V Ludwig - Sociological Methods & Research, 2023 - journals.sagepub.com
… by estimating both coefficient vectors in a common model. Second, we … between the coefficients
by simulation. Both of them … Note that we include a random slopes model here, because …

Modeling correlation and heterogeneity in crash rates by collision types using full Bayesian random parameters multivariate Tobit model

Y Guo, Z Li, P Liu, Y Wu - Accident Analysis & Prevention, 2019 - Elsevier
… ) model is proposed in our study by setting the coefficients ( β … separate models by divergence
type are warranted will bring … coefficient and the Kendall’s tau-b correlation coefficient

Meta-analysis in sociological research: Power and heterogeneity

G Tong, G Guo - Sociological Methods & Research, 2022 - journals.sagepub.com
… For example, depression can be measured by different scales … (under the homogeneity
assumption) divided by a constant a: … It applies when a study-level factor of interest is categorical (…