Using Mathlink Cubes to Introduce Data Wrangling with Examples in R

February 10, 2024 Β· Declared Dead Β· πŸ› Journal of Statistics and Data Science Education

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Authors Lucy D'Agostino McGowan arXiv ID 2402.07029 Category cs.HC: Human-Computer Interaction Cross-listed stat.AP, stat.CO, stat.OT Citations 1 Venue Journal of Statistics and Data Science Education Last Checked 4 months ago
Abstract
This paper explores an innovative approach to teaching data wrangling skills to students through hands-on activities before transitioning to coding. Data wrangling, a critical aspect of data analysis, involves cleaning, transforming, and restructuring data. We introduce the use of a physical tool, mathlink cubes, to facilitate a tangible understanding of data sets. This approach helps students grasp the concepts of data wrangling before implementing them in coding languages such as R. We detail a classroom activity that includes hands-on tasks paralleling common data wrangling processes such as filtering, selecting, and mutating, followed by their coding equivalents using R's `dplyr` package.
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