**Overview** This repository contains the data and analysis scripts for the manuscript titled "Beyond Words: Investigating Nonverbal Indicators of Collaborative Engagement in a Virtual Synchronous CSCL Environment." submitted to Frontiers in Psychology: Educational Psychology. **Repository Contents** *Data* QCGE Rating: In this folder, the data for the qualitative sequential rating of the groups regarding the QCGE construct is stored in a csv for each group. Nonverbal Codes: In this folder, the data for the qualitative sequential coding of the groups regarding the nonverbal behavior is stored in a csv for each group. QCGE Interrater Reliability Analysis: In this folder, the two test ratings for the interrater reliability analysis for the QCGE ratings are stored in two separate csv. Nonverbal Interrater Realibility Analysis: In this folder, the two test ratings for the interrater reliability analysis for the Nonverbal Codings are stored in two separate csv. *Analysis Scripts* 20240612.Rmd: The R script used to perform the statistical analyses reported in the manuscript.