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You are right: the "factors" stemming from the literature of CAPM anomalies and the "components" of PCA are not of the same nature as you underlined: factors are meant to have an economic sense (even if you have a factor like "betting against the beta", that are not that clear and have more a behavioral interpretation). whereas ...

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