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Data Science
Data science is a privilege, but it's a responsibility also. We need to be able to draw a line around what can or cannot be imputed. Some of the best industry practices that I've seen is like creating a synthetic or golden data sets and then you revisit them when you find the edge cases. Other thing we do is like scenario based testing to mitigate output or surprises.