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This video is part of the Google Data Analytics certificate, providing job ready skills to start or advance in data analytics. Access practice exercises, quizzes, job search help, and more on Coursera to earn an official certificate. According to IBM, poor quality data costs US businesses $3.1 trillion yearly, mostly due to human error. A spreadsheet from a law office shows customer data and services purchased, highlighting the impact of dirty data.