Dirty data leads to costly mistakes. Here’s how to prevent them Defining Dirty Data Dirty or unclean data is loosely defined as poorly entered, yielding inaccurate records; improperly maintained, leading to out-of-date information; non-normalized, leading to redundancy; loaded with misspelled