Common Data Quality Issues

Data Analytics 5 min min read Updated: Mar 08, 2026 Beginner
Common Data Quality Issues
Beginner Topic 2 of 10

Common Data Quality Issues

Real-world datasets often contain errors that affect analysis.

Typical Issues

  • Missing values
  • Duplicate records
  • Incorrect formatting
  • Outliers

Identifying these issues is the first step toward data cleaning.

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