Having a poor formatted data file. For instance, having CSV data with un-escaped newlines and commas in columns.

Having inconsistent and incomplete data can be frustrating.

Common Misspelling and Duplicate entries are a common data quality problem that most of the data analysts face.

Having different value representations and misclassified data.