Visualizing and Reporting Educational Data with R
Abstract
Visualizing data is central in learning analytics research, underpins learning dashboards, and is a prime method for reporting results and insights to stakeholders. In this chapter, the reader will be guided through the process of generating meaningful and aesthetically pleasing visualizations of different types of student data using well-known R packages. The main visualization types will be demonstrated with an explanation of their usage and use cases. Furthermore, learning-related examples will be discussed in detail. For instance, readers will learn how to visualize learners’ logs extracted from learning management systems to show how trace data can be used to track students’ learning activities. In addition to creating compelling plots, readers will also be able to generate professional-looking tables with summary statistics.
Main Authors
Format
Books
Book part
Published
2024
Subjects
Publication in research information system
Publisher
Springer
The permanent address of the publication
https://urn.fi/URN:NBN:fi:jyu-202407125239Use this for linking
Parent publication ISBN
978-3-031-54463-7
Review status
Peer reviewed
DOI
https://doi.org/10.1007/978-3-031-54464-4_6
Language
English
Is part of publication
Learning Analytics Methods and Tutorials : A Practical Guide Using R
Citation
- López-Pernas, S., Misiejuk, K., Tikka, S., Kopra, J., Heinäniemi, M., & Saqr, M. (2024). Visualizing and Reporting Educational Data with R. In M. Saqr, & S. López-Pernas (Eds.), Learning Analytics Methods and Tutorials : A Practical Guide Using R (pp. 151-194). Springer. https://doi.org/10.1007/978-3-031-54464-4_6
Copyright© The Author(s) 2024