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This video is part of Google Data Analytics certificate, offering job ready skills for careers in data analytics. Access practice exercises, quizzes, forums, job search help, and more on Coursera to earn an official certificate. Poor quality data costs businesses $3.1 trillion yearly in the US, with human error being the main cause. Dirty data can result from inaccuracies in spreadsheets.