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ERIC Number: EJ1346283
Record Type: Journal
Publication Date: 2022
Pages: 19
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-0022-0973
EISSN: EISSN-1940-0683
Available Date: N/A
Comparing Three Approaches for Handling a Fourth Level of Nesting Structure in Cluster-Randomized Trials
Glaman, Ryan; Chen, Qi; Henson, Robin K.
Journal of Experimental Education, v90 n3 p712-730 2022
This study compared three approaches for handling a fourth level of nesting when analyzing cluster-randomized trial (CRT) data. Although CRT data analyses may include repeated measures, individual, and cluster levels, there may be an additional fourth level that is typically ignored. This study examined the impact of ignoring this fourth level, accounting for it using a model-based approach, and accounting for it using a design-based approach on parameter and standard error ("SE") estimates. Several fixed effect and random effect variance parameters and "SE"s were biased across all three models. Results suggest if a meaningful fourth level exists, researchers should acknowledge it using a design-based approach. If the fourth level is not practically important, researchers may ignore it altogether, resulting in more accurate parameter and "SE" estimates.
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Publication Type: Journal Articles; Reports - Research
Education Level: N/A
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Grant or Contract Numbers: N/A
Author Affiliations: N/A