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This video is part of the Google Data Analytics certificate on Coursera, offering job-ready skills for a career in data analytics. Poor quality data costs businesses $3.1 trillion annually in the US, primarily due to human error. A spreadsheet from a law office is used as an example of dirty data resulting from mistakes like incorrect payment methods.