Beta
360987

Comparing Standard Regression and Multilevel Regression Model for Hierarchical Data in High School Grade Average Point (GPA)

Article

Last updated: 05 Jan 2025

Subjects

-

Tags

النمذجة
نظرية التقدير

Abstract

This paper compares the performance of multilevel regression model and traditional regression model of hierarchical data. Multilevel regression has been used to describe an analytical approach that allows the simultaneous examination of the effects of group-level and individual-level variables on individual level outcomes. The aim of this paper is to introduce the multilevel regression model that allow to explicitly incorporate the hierarchical nature of the data into the analysis, to incorporate variables measured at different levels of hierarchy, and to examine how regression relationships vary across clusters, and compare their performance with traditional regression model on a hierarchically dataset. The comparison is based on two main criteria: the bias of the estimated regression coefficients and the size of testing significance of each regression coefficient. The results suggest that the underestimation of standard error in standard regression artificially increases the significance of hypothesis tests, and the multilevel regression models had a better model fit than standard regression.   A multilevel model of this type is provided by many computer packages, including MLwin 2.36. 

DOI

10.21608/mskas.2015.360987

Keywords

Hierarchical data, multilevel linear model, Iterative generalized least square, three level regression models

Authors

First Name

Mona

Last Name

Mustafa El Biely

MiddleName

-

Affiliation

-

Email

-

City

-

Orcid

-

Volume

48

Article Issue

1

Related Issue

34432

Issue Date

2015-06-01

Receive Date

2024-06-19

Publish Date

2015-06-01

Page Start

66

Page End

78

Print ISSN

1110-1156

Online ISSN

2786-0078

Link

https://mskas.journals.ekb.eg/article_360987.html

Detail API

https://mskas.journals.ekb.eg/service?article_code=360987

Order

7

Publication Type

Journal

Publication Title

المجلة المصرية للسکان وتنظيم الأسرة

Publication Link

https://mskas.journals.ekb.eg/

MainTitle

Comparing Standard Regression and Multilevel Regression Model for Hierarchical Data in High School Grade Average Point (GPA)

Details

Type

Article

Created At

28 Dec 2024