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Keep Calm and Learn Multilevel Linear Modeling: A Three-Step Procedure Using SPSS, Stata, R, and Mplus Cover

Keep Calm and Learn Multilevel Linear Modeling: A Three-Step Procedure Using SPSS, Stata, R, and Mplus

Open Access
|Sep 2021

Abstract

This piece is meant to help you understand and master two-level linear modeling in an accessible, swift, and fun way (while being based on rigorous and up-to-date research). It is divided into four parts:

  • PART 1 presents the three key principles of two-level linear modeling.
  • PART 2 presents a three-step procedure for conducting two-level linear modeling using SPSS, Stata, R, or Mplus (from centering variables to interpreting the cross-level interactions).
  • PART 3 presents the results from a series of simulations comparing the performances of SPSS, Stata, R, and Mplus.
  • PART 4 gives a Q&A addressing multilevel modeling issues pertaining to statistical power, effect sizes, complex design, and nonlinear two-level regression.

The empirical example used in this tutorial is based on genuine data pertaining to ʼ90s and post-ʼ00s boy band member hotness and Instagram popularity. In reading this paper, you will have the opportunity to win a signed picture of Justin Timberlake.

DOI: https://doi.org/10.5334/irsp.555 | Journal eISSN: 2397-8570
Language: English
Submitted on: Dec 23, 2020
Accepted on: Jul 8, 2021
Published on: Sep 9, 2021
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2021 Nicolas Sommet, Davide Morselli, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.