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9 Common Data Quality Problems and How to Fix Them in 2026

Understanding how to spot and fix these issues can save hours of troubleshooting — and help analysts build trust in their insights. Data formatting determines how values are structured,...

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What are some common challenges with formatting data in spreadsheets and how can we avoid them? Recognise and resolve common spreadsheet formatting problems. This episode is used as a reference for discussion as learners identify issues with the messy dataset discussed in the previous episode.

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How to Handle Incorrectly Formatted Data in Data Science

Learn some tips and techniques to deal with incorrectly formatted data during the data cleaning process. Find out how to identify, fix, validate, document, and test the format errors in...

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