My contribution to this on the Analyst part has two basic pieces:
Can you answer the question(s) the analysis requests. (Simple Example: is there a difference between category X and Y when examining measure Z?)
Can you explain how the answer was derived to people that are not intimately involved with all aspects of the data? (and may not know or care what a hypergeometric distribution, or other buzz word, is or how it is used.)
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