Semenova, Valentina and Winkler, Julian (2021): Reddit's self-organised bull runs: Social contagion and asset prices.
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Abstract
This paper develops an empirical and theoretical case for how `hype' among retail investors can drive large asset fluctuations. We use the dataset of discussions on WallStreetBets (WSB), an online investor forum with over nine million followers as of April 2021, to show how excitement about trading opportunities can ripple through an investor community with large market impacts. This paper finds empirical evidence of psychological contagion among retail investors by exploiting differences in stock price fluctuations and discussion intensity. We show that asset discussions on WSB are self-perpetuating: an initial set of investors attracts a larger and larger group of excited followers. Sentiments about future stock performance also spread from one individual to the next, net of any fundamental price movements. Leveraging these findings, we develop a model for how social contagion impacts prices. The proposed model and simulations show that social contagion has a destabilizing effect on markets. Finally, we establish a causal relationship between WSB activity and financial markets using an instrumental variable approach.
Item Type: | MPRA Paper |
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Original Title: | Reddit's self-organised bull runs: Social contagion and asset prices |
English Title: | Reddit's self-organised bull runs: Social contagion and asset prices |
Language: | English |
Keywords: | Network Economics, Opinion Dynamics, Natural Language Processing, Behavioral Finance |
Subjects: | D - Microeconomics > D8 - Information, Knowledge, and Uncertainty > D85 - Network Formation and Analysis: Theory G - Financial Economics > G1 - General Financial Markets > G14 - Information and Market Efficiency ; Event Studies ; Insider Trading |
Item ID: | 107575 |
Depositing User: | Mr Julian Winkler |
Date Deposited: | 08 May 2021 07:29 |
Last Modified: | 08 May 2021 07:29 |
References: | Aral, S., Muchnik, L. & Sundararajan, A. (2009), ‘Distinguishing influence-based contagion from homophily-driven diffusion in dynamic networks’, Proceedings of the National Academy of Sciences 106(51), 21544–21549. Aral, S. & Nicolaides, C. (2017), ‘Exercise contagion in a global social network’, Nature communica- tions 8(1), 1–8. Barberis, N., Greenwood, R., Jin, L. & Shleifer, A. (2018), ‘Extrapolation and bubbles’, Journal of Financial Economics 129(2), 203–227. Barberis, N. & Huang, M. (2009), ‘Preferences with frames: A new utility specification that allows for the framing of risks’, Journal of Economic Dynamics and Control 33(8), 1555 – 1576. Bollen, J., Mao, H. & Zeng, X. (2011), ‘Twitter mood predicts the stock market’, Journal of Computa- tional Science 2(1), 1 – 8. Bouchaud, J.-P. (2013), ‘Crises and collective socio-economic phenomena: simple models and chal- lenges’, Journal of Statistical Physics 151(3), 567–606. Bouchaud, J.-P. & Potters, M. (2003), Theory of Financial Risk and Derivative Pricing: From Statistical Physics to Risk Management, 2 edn, Cambridge University Press. Christakis, N. A. & Fowler, J. H. (2008), ‘The collective dynamics of smoking in a large social net- work’, New England journal of medicine 358(21), 2249–2258. Deschatres, F. & Sornette, D. (2005), ‘Dynamics of book sales: Endogenous versus exogenous shocks in complex networks’, Physical Review E 72(1), 016112. Devlin, J., Chang, M.-W., Lee, K. & Toutanova, K. (2018), ‘Bert: Pre-training of deep bidirectional transformers for language understanding’, arXiv preprint arXiv:1810.04805 . Garcia, D. (2013), ‘Sentiment during recessions’, The Journal of Finance 68(3), 1267–1300. Gentzkow, M., Kelly, B. & Taddy, M. (2019), ‘Text as data’, Journal of Economic Literature 57(3), 535– 74. Hommes, C. (2013), Behavioral Rationality and Heterogeneous Expectations in Complex Economic Sys- tems, Cambridge University Press. Hommes, C. (2021), ‘Behavioral and experimental macroeconomics and policy analysis: A complex systems approach’, Journal of Economic Literature 59(1), 149–219. Kirman, A. (1993), ‘Ants, rationality, and recruitment’, The Quarterly Journal of Economics 108(1), 137–156. Lehmann, S. & Ahn, Y.-Y. (2018), Complex spreading phenomena in social systems, Springer. Leng, Y., Dong, X., Moro, E. & Pentland, A. S. (2018), The Rippling Effect of Social Influence via Phone Communication Network, Springer International Publishing, Cham, pp. 323–333. Liu, J. & Bharadwaj, A. (2020), ‘Drug abuse and the internet: Evidence from craigslist’, Management Science 66(5), 2040–2049. Ridenhour, B., Kowalik, J. M. & Shay, D. K. (2018), ‘Unraveling r 0: Considerations for public health applications’, American journal of public health 108(S6), S445–S454. Shiller, R. J. (1984), Stock prices and social dynamics, Technical Report 2, The Brookings Institution. Shiller, R. J. (2005), Irrational Exuberance: (Second Edition), Princeton University Press. Shiller, R. J. (2017), ‘Narrative economics’, American Economic Review 107(4), 967–1004. Tetlock, P. C. (2007), ‘Giving content to investor sentiment: The role of media in the stock market’, The Journal of finance 62(3), 1139–1168. Tucker, J. A., Guess, A., Barberá, P., Vaccari, C., Siegel, A., Sanovich, S., Stukal, D. & Nyhan, B. (2018), ‘Social media, political polarization, and political disinformation: A review of the scientific litera- ture’, Political polarization, and political disinformation: a review of the scientific literature (March 19, 2018) . Yan, X., Guo, J., Lan, Y. & Cheng, X. (2013), A biterm topic model for short texts, in ‘Proceedings of the 22nd International Conference on World Wide Web’, WWW ’13, Association for Computing Machinery, New York, NY, USA, p. 1445–1456. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/107575 |
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