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In early 2021, the stock prices of GameStop, AMC, Nokia and BlackBerry experienced dramatic increases, triggered by short-squeeze operations that have been largely attributed to Reddit's retail investors. Here, we shed light on the extent…

物理与社会 · 物理学 2025-02-04 Antonio Desiderio , Luca Maria Aiello , Giulio Cimini , Laura Alessandretti

Nowadays human interactions largely take place on social networks, with online users' behavior often falling into a few general typologies or "social roles". Among these, opinion leaders are of crucial importance as they have the ability to…

物理与社会 · 物理学 2024-03-12 Anna Mancini , Antonio Desiderio , Giovanni Palermo , Riccardo Di Clemente , Giulio Cimini

The surge of retail investor activity on social media, exemplified by the 2021 GameStop short squeeze, raised questions about the influence of online sentiment on stock prices. This paper explores whether sentiment derived from social media…

计算与语言 · 计算机科学 2025-08-01 Mateusz Kmak , Kamil Chmurzyński , Kamil Matejuk , Paweł Kotzbach , Jan Kocoń

Who actually expresses an intent to buy GameStop shares on Reddit? What convinces people to buy stocks? Are people convinced to support a coordinated plan to adversely impact Wall Street investors? Existing literature on understanding…

计算与语言 · 计算机科学 2022-03-17 Richard Alvarez , Paras Bhatt , Xingmeng Zhao , Anthony Rios

In January 2021, retail investors coordinated on Reddit to target short selling activity by hedge funds on GameStop shares, causing a surge in the share price and triggering significant losses for the funds involved. Such an effective…

Stock markets are impacted by a large variety of factors including news and discussions among investors about investment opportunities. With the emergence of social media, new opportunities for having financial discussions arose. The market…

社会与信息网络 · 计算机科学 2024-10-08 Zezhong Wang , Siyang Hao , Inez Maria Zwetsloot , Simon Trimborn

Spearheaded by retail traders on the website reddit, the GameStop short squeeze of early 2021 shows that social media embeds information that correlates with market movements. This paper seeks to examine this relationship by using daily…

社会与信息网络 · 计算机科学 2023-11-17 James Baker

The short squeeze of Gamestop (GME) has revealed to the world how retail investors pooling through social media can severely impact financial markets. In this paper, we devise an early warning signal to detect suspicious users' social…

交易与市场微观结构 · 定量金融 2022-03-28 Ilaria Gianstefani , Luigi Longo , Massimo Riccaboni

Reddit's WallStreetBets (WSB) community has come to prominence in light of its notable role in affecting the stock prices of what are now referred to as meme stocks. Yet very little is known about the reliability of the highly speculative…

统计金融 · 定量金融 2021-05-07 Tolga Buz , Gerard de Melo

Understanding collective decision making at a large-scale, and elucidating how community organization and community dynamics shape collective behavior are at the heart of social science research. In this work we study the behavior of…

社会与信息网络 · 计算机科学 2022-02-08 Abraham Israeli , Alexander Kremiansky , Oren Tsur

The creation and sharing of memes is a common modality of online social interactions. The goal of the present work is to better understand the collective dynamics of memes in this accelerating and competitive environment. By taking an…

社会与信息网络 · 计算机科学 2021-02-09 Trenton Ford , Rachel Krohn , Tim Weninger

This study investigates how social media sentiment derived from Reddit comments can be used to enhance investment decisions in a way that offers higher returns with lower risk. Using BERTweet we analyzed over 2 million Reddit comments from…

社会与信息网络 · 计算机科学 2025-08-05 Gatik Goyal , Sharvil Phadke , Arnav Sharma , Huifang Qin

We study the effect of the number of users on the activity of communities within the online content sharing and discussion platform Reddit, called subreddits. We found that comment activity on Reddit has a heavy-tailed distribution, where a…

物理与社会 · 物理学 2025-03-05 Guilherme Machado , Diogo Pacheco , Ronaldo Menezes , Gareth Baxter

The beginning of 2021 saw a surge in volatility for certain stocks such as GameStop company stock (Ticker GME under NYSE). GameStop stock increased around 10 fold from its decade-long average to its peak at \$485. In this paper, we…

机器学习 · 计算机科学 2021-03-10 Yigit Alparslan , Edward Kim

Millions of people use online social networks to reinforce their sense of belonging, for example by giving and asking for feedback as a form of social validation and self-recognition. It is common to observe disagreement among people…

社会与信息网络 · 计算机科学 2024-09-09 Diletta Goglia , Davide Vega

Can unstructured text data from social media help explain the drivers of large asset price fluctuations? This paper investigates how social forces affect asset prices, by using machine learning tools to extract beliefs and positions of…

综合经济学 · 经济学 2023-08-09 Valentina Semenova , Julian Winkler

Generative Artificial Intelligence is reshaping online communication by enabling large-scale production of Machine-Generated Text (MGT) at low cost. While its presence is rapidly growing across the Web, little is known about how MGT…

社会与信息网络 · 计算机科学 2025-10-09 Lucio La Cava , Luca Maria Aiello , Andrea Tagarelli

The aim of this paper is to present methods to systematically analyze individual and group behavioral patterns observed in community driven discussion platforms like Reddit where users exchange information and views on various topics of…

社会与信息网络 · 计算机科学 2018-09-20 Sachin Thukral , Hardik Meisheri , Tushar Kataria , Aman Agarwal , Ishan Verma , Arnab Chatterjee , Lipika Dey

This article presents a systematic analysis of the patterns of behavior of individuals as well as groups observed in community-driven platforms for discussion like Reddit, where users usually exchange information and viewpoints on their…

社会与信息网络 · 计算机科学 2020-01-01 Sachin Thukral , Arnab Chatterjee , Hardik Meisheri , Tushar Kataria , Aman Agarwal , Ishan Verma , Lipika Dey

A trite yet fundamental question in economics is: What causes large asset price fluctuations? A tenfold rise in the price of GameStop equity, between the 22nd and 28th of January 2021, demonstrated that herding behaviour among retail…

综合经济学 · 经济学 2023-08-21 Valentina Semenova , Dragos Gorduza , William Wildi , Xiaowen Dong , Stefan Zohren
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