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This video is part of the Google Data Analytics certificate, offering job-ready skills to start or advance a career in data analytics. Access practice exercises, quizzes, discussion forums, job search help, and more on Coursera to earn an official certificate. Inaccurate or bad data costs businesses $3.1 trillion yearly in the US, with human error being the main cause of poor quality data. A spreadsheet from a law office demonstrates the impact of dirty data.