CEU eTD Collection (2023); Zhumagaziyev, Sherkhan: Can Reddit Sentiment Predict Bitcoin Returns?

CEU Electronic Theses and Dissertations, 2023
Author Zhumagaziyev, Sherkhan
Title Can Reddit Sentiment Predict Bitcoin Returns?
Summary The goal of this study is to test whether Reddit sentiment can predict Bitcoin returns. I choose an available dataset that has all posts and comments from the Reddit platform containing ‘Bitcoin’ between 2016 and 2019. Using VADER, a language model pre-trained on the large corpora of social media text, I quantify the collected text and compute a daily sentiment score over the period. Then I conduct Granger causality tests to explore the relationship between Reddit sentiment and Bitcoin returns. In contrast to similar studies on Twitter sentiment and Bitcoin performance, I find that there is not enough evidence to state that Reddit sentiment has predictive power for Bitcoin returns.
Supervisor Lee, Tomy
Department Economics MA
Full texthttps://www.etd.ceu.edu/2023/zhumagaziyev_sh.pdf

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