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In addition to data quality issues, I think it's common for companies to face bad design issues and bad implementation issues. Organizations aren't necessarily good at making the right tradeoffs and up-front investments. They're tempted to curtail these investments - and get something for nothing. They tend to pay a technical debt up front that continues to accrue over time until problems escalate into a crisis.
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