According to inductivism, scientific research proceeds from observations to theories.
Scientists begin with experiments, finding out what happens in specific cases. They then use the results of these experiments to develop general theories about what happens in all cases.
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The difference is that naive is based on "Theory before observation" while sophisticated is "problem and hypothesis" driven.