3. Will I learn to document my cleaning process so others can reproduce or validate my results?

  • Teaches structured documentation of data cleaning steps using spreadsheets and SQL comments.
  • Encourages maintaining step-by-step notes and logs of changes made.
  • Reinforces the importance of reproducibility for team projects or professional reporting.
  • Provides guidance to create audit-ready datasets, essential in professional environments.
  • Prepares learners for collaborative analytics tasks and workflow transparency.

Course | Career Focused Learning Platform
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