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Commonality In Two-Dimensions: An Empirical Investigation, Zhaoque Zhou

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In this thesis, I follow Hasbrouck and Seppi (2001)’s work and use reduced-rank regression to model the commonality in Chapter Two. The literature on the study of return commonality generally attributes its source to the order flow. But I find that return and order flows are endogenous and use the new exogenous Twitter sentiment dataset to show that return commonality may be due to sentiment and attention. Furthermore, I observe the non-linear (linear) relationship between sentiment (attention) and return commonality. Finally, I may export the non-linear relationship using the same reduced-rank regression framework in future research.

I also follow Korajczyk …