Introduction to Multi-Level Modeling

**A brief introduction to multilevel modelling****Dash, S.K. (2022, January 20).***A brief introduction to multilevel modelling.*Analytics Vidhya.

This article provides a good introduction to multilevel modeling and it discusses the advantages of using multilevel models, and when to use multilevel models.**Multilevel analysis for identifying factors influencing academic achievement of students in higher education institution: The case of Wollo University****Beyene, K.M. & Yimam, J.A. (2016). Multilevel analysis for identifying factors influencing academic achievement of students in higher education institution: The case of Wollo University.***Journal of Education and Practice.*

There are several factors which influence academic achievement of students in higher education, and these factors exist in multilevel nature. This article is based on a study to determine the key factors influencing students’ academic achievement of students at an institution of higher education, and this will give you an opportunity to develop a good understanding of the application of multilevel modeling in higher education.**What is multilevel modeling and why should I use it?****Robson, K., & Pevalin, D. (2016). What is multilevel modeling and why should I use it?***Multilevel modeling in plain language*(pp. 1-20). SAGE Publications Ltd.

This book covers multilevel technique without emphasizing all the statistical equations and strange notations that are typically associated with multilevel modeling. The book demystifies these types of approaches for people who are intimidated by technical language and mathematical symbols.

Read Chapter 1: What Is Multilevel Modeling and Why Should I Use It?**The need for multilevel modeling****Luke, D. (2020). Chapter 1. The need for multilevel modeling.***Multilevel modeling: Second Edition*(pp. 1-8). SAGE Publications, Inc.

This Chapter discusses the different types of multilevel theoretical constructs which require specialized analytic multilevel tools to analyze.

**Multilevel analysis: An introduction to basic and advanced multilevel modeling****Snijders, T. A. B. (1999).***Multilevel analysis : An introduction to basic and advanced multilevel modeling.*

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