Empirical data on refactoring?

Are there any empirical studies showing the effect of refactoring (or lack of refactoring) on ​​the productivity of a development team?

(NOTE: I am only looking for empirical data. From my own experience, I personally know that refactoring works, but I was wondering if there were any hard data to support this statement).

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