CLiREN-LMS
Data Cleaning and Preparation in R

The Purpose of Data Cleaning and Preparation

Reflection Question

30-45 minutes Applied Step 11 of 14
Reflection

Reflection Question

11 / 14
Reflection

Reflection Question

Prompt: Have you seen a spreadsheet become the unofficial source of truth after someone manually edited exported data? What risks did that create?

Consider audit trails, repeatability, version control, data protection, and whether another team member could reproduce the final dataset.