A Shortage of Apples in Analytics

In analytics, we always strive for apples-to-apples comparisons. For example, if you say that turnover in Department A is bad compared to turnover in Department B, then that insight loses credibility if the jobs in Department A are call-center operators and those in Department B are accountants and hence are not comparable. 

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