This research examines the impact of Elon Musk's acquisition of Twitter on the tweeting behavior of entrepreneurs, specifically focusing on the "Musk Effect" and its comparison to the effect Musk has on Wall Street. The study utilizes a dataset of 9.94 million tweets from 47,190 self-declared entrepreneurs across seven English-speaking countries over a period of 71 weeks, starting from the rumor of Musk potentially buying Twitter until the completion of the acquisition. The findings reveal that only about 2.5% of entrepreneurs displayed a significant change in their tweeting behavior during this time. This study is one of the first to analyze and quantify the effect of Musk's acquisition on actual tweeting behavior, providing insights into how his actions impact Main Street (social media activity) compared to Wall Street (financial markets). Additionally, the research identifies characteristics of entrepreneurs most affected by the Musk Effect, offering practical implications for both academics and practitioners. The study also analyzes tweet and hashtag frequencies, observing a decline in tweeting frequency during the Christmas/New Year holiday season and between April and early July. Furthermore, user perception of Elon Musk's online persona on Twitter is examined through mentions and hashtags. The analysis reveals two instances where entrepreneurs exhibited high frequencies of mentions and hashtags: shortly after Musk's offer to purchase Twitter in late April to early May, and following the finalization of the acquisition from late October to early November. It is worth noting that there was no significant response in terms of hashtag and mention frequencies during a legal dispute in July 2022 when Musk declared his intention to terminate the acquisition. To classify users' reactions to the acquisition process, a trajectory clustering approach is employed which reveals different subgroups with varied reactions despite overall stable tweeting activity throughout the observation period (excluding holiday season dips). Overall, this research provides an insight into how Elon Musk's acquisition impacted tweeting behavior among entrepreneurs on social media platform Twitter as well as identifying characteristics most affected by it offering practical implications for both academics and practitioners.
- Research examines the impact of Elon Musk's acquisition of Twitter on tweeting behavior of entrepreneurs
- Study utilizes dataset of 9.94 million tweets from 47,190 self-declared entrepreneurs across seven English-speaking countries over 71 weeks
- Only about 2.5% of entrepreneurs displayed significant change in tweeting behavior during this time
- Provides insights into how Musk's actions impact Main Street (social media activity) compared to Wall Street (financial markets)
- Identifies characteristics of entrepreneurs most affected by the "Musk Effect"
- Analyzes tweet and hashtag frequencies, observing decline during holiday season and between April and early July
- Examines user perception of Elon Musk's online persona through mentions and hashtags
- High frequencies of mentions and hashtags observed after Musk's offer to purchase Twitter and following finalization of acquisition
- No significant response in terms of hashtag and mention frequencies during legal dispute in July 2022
- Uses trajectory clustering approach to classify users' reactions to acquisition process, revealing different subgroups with varied reactions
- Overall provides insight into how Elon Musk's acquisition impacted tweeting behavior among entrepreneurs on Twitter
Elon Musk, a famous person who owns many companies, bought Twitter. Some researchers studied how this affected people who run their own businesses and use Twitter. They looked at a lot of tweets from thousands of entrepreneurs in seven countries over 71 weeks. Only a small number of entrepreneurs changed how they tweeted because of Elon Musk. The study shows how Elon Musk's actions on social media (Main Street) are different from his actions in the financial markets (Wall Street). It also shows which types of entrepreneurs were most affected by Elon Musk. The study found that there were fewer tweets and hashtags during holidays and between April and early July. They also looked at what people said about Elon Musk online using mentions and hashtags. There were more mentions and hashtags after he said he wanted to buy Twitter and when the purchase was finalized. However, there wasn't much change during a legal dispute in July 2022. The researchers used a special method to group people's reactions to the acquisition process into different categories. Overall, the study helps us understand how Elon Musk buying Twitter affected how entrepreneurs use it."
The Musk Effect: Examining the Impact of Elon Musk's Acquisition of Twitter on Entrepreneurs' Tweeting Behavior
Elon Musk, the founder and CEO of Tesla, Inc., is a well-known figure in both Wall Street and Main Street. His influence has been studied extensively in financial markets but less so in social media activity. A recent study published by researchers at the University of Oxford sought to analyze how his acquisition of Twitter impacted entrepreneurs’ tweeting behavior. This article will discuss the findings from this research paper, exploring what it reveals about the "Musk Effect" and its comparison to Wall Street, as well as practical implications for academics and practitioners.
Background
In April 2021, rumors began circulating that Elon Musk was interested in buying Twitter. The acquisition process lasted until October 2022 when it was finalized. To examine how this had an effect on entrepreneurs’ tweeting behavior, a dataset consisting of 9.94 million tweets from 47,190 self-declared entrepreneurs across seven English-speaking countries over a period of 71 weeks was used for analysis.
Findings
The results showed that only 2.5% of entrepreneurs displayed significant changes in their tweeting behavior during this time frame - indicating that overall there wasn't much impact on Main Street compared to Wall Street (where large fluctuations are common). However, two instances were identified where high frequencies of mentions and hashtags occurred: shortly after Musk's offer to purchase Twitter (late April to early May) and following the finalization of the acquisition (late October to early November). Additionally, user perception towards Elon Musk's online persona on Twitter was analyzed through mentions and hashtags which revealed positive sentiment towards him throughout most parts of the observation period except for July 2022 when he declared his intention to terminate the acquisition - leading to negative sentiment among some users who felt betrayed by him at that time.
To further understand user reactions during different stages of the acquisition process trajectory clustering approach was employed which revealed different subgroups with varied reactions despite overall stable tweeting activity throughout most parts (excluding holiday season dips). Furthermore, characteristics such as age group or gender were identified which had higher chances being affected by “the Musk effect” than others – offering practical implications for both academics and practitioners alike.
Conclusion
This research provides an insight into how Elon Musk's acquisition impacted tweeting behavior among entrepreneurs on social media platform Twitter as well as identifying characteristics most affected by it offering practical implications for both academics and practitioners. It is one of first studies attempting quantify "the Musks effect" on actual tweeting behaviors rather than just analyzing financial markets - providing valuable insights into how his actions can have an impact beyond Wall Street onto Main street too!
