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Data Shape — Trusting Your Numbers Starts with Understanding Your Sources When most people think about data quality, they focus on two obvious dimensions: Is the data accurate?  Is the data complete? But there’s a third dimension that frequently gets overlooked:  Is the data captured in the right shape ?  And it’s the difference between surface-level analysis and genuine insight.  Take the following example; Imagine you want to understand what matters most to your customers.