My view is that they are complementary -- empiricism tells us what to observe, and reason tells us first what we may expect as observable and second how to make sense of the observable.
Empiricism -- "the theory that all knowledge is derived from sense-experience. Stimulated by the rise of experimental science, it developed in the 17th and 18th centuries, expounded in particular by John Locke, George Berkeley, and David Hume."
Reason (or Rationalism) -- "a belief or theory that opinions and actions should be based on reason and knowledge rather than on religious belief or emotional response"
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