You often hear the data being blamed when an analysis does not deliver the expected answers. I was recently reminded that the data chosen or collected for a specific analysis is determined by the analyst, so there is no such thing as bad data—only bad analysis.

This made me think about the steps an analyst can take to minimize the risk of producing an analysis that fails to answer the questions posed. Here are four tips I think are critical:

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