Analyzing Bragging Behavior on Twitter

核心概念

Bragging behavior on Twitter varies by demographics and popularity, with younger, more educated, and popular users more likely to engage in bragging.

摘要

The study analyzes bragging behavior on Twitter through a large-scale analysis. It explores the prevalence, temporal dynamics, and impact of demographic factors on bragging. The research uses computational sociolinguistics methods to uncover patterns in bragging behavior.

Abstract:

• Bragging is common on social media platforms.
• Little is known about the scale of online bragging.
• Computational methods are used to analyze bragging behavior on Twitter.

Introduction:

• Bragging involves self-praise for positive content.
• Social media provides a platform for self-presentation strategies.
• Users aim to build a positive social image through bragging.

Related Work:

• Bragging enhances one's social image.
• Pragmatic strategies help mitigate negative effects of bragging.
• Linguistic analysis reveals overlapping strategies in different contexts.

Measuring Bragging Prevalence:

• Data set includes over 1 million English tweets from U.S. users.
• A neural model is used to identify and classify bragging posts.
• User-level bragging scores are computed based on normalized distributions.

Analysis Data:

• Three data sets with user socio-demographic characteristics are combined.
• Filtering steps ensure original content for analysis.
• Text processing includes lower-casing and tokenizing tweets.

Results and Discussion:

• Bragging decreases over time within the same group of users.
• Different linguistic patterns observed during weekdays vs. weekends and times of day.
• Demographic traits like gender, age, education, income influence bragging behavior.

Conclusion:

The study sheds light on the prevalence and characteristics of online bragging behavior. Future work may explore cultural differences in online self-presentation strategies.

統計資料

Our main findings are as follows:
Bragging steadily decreases over time in the past 10 years within the same group of users.
Braggers are more prevalent among female users who are generally younger, more educated, have higher income, and are more popular on Twitter.

引述

"I’m so genuinely happy I witnessed that." - Male user celebrating an achievement
"My daughter is hands down the coolest person I know!" - Older user expressing pride in family

從以下內容提煉的關鍵洞見

Who is bragging more online? A large scale analysis of bragging in social media

by Mali... 於 arxiv.org 03-26-2024

https://arxiv.org/pdf/2403.16668.pdf

深入探究

How does cultural background influence online self-presentation behaviors?

Cultural background plays a significant role in shaping online self-presentation behaviors. Different cultures have varying norms, values, and expectations regarding humility, modesty, and self-promotion. For example, in some cultures, modesty is highly valued, and individuals may be more inclined to downplay their achievements or avoid overt bragging. On the other hand, in cultures where self-promotion is encouraged or seen as a way to gain respect and admiration, individuals may engage in more explicit bragging behavior online. Cultural differences also impact the use of language, emojis, and symbols to convey messages related to self-image.

Could excessive bragging lead to negative consequences for individuals?

Excessive bragging can indeed lead to negative consequences for individuals. While some level of self-promotion is common on social media platforms for building a positive image or gaining attention from others, too much boasting can backfire. It may result in alienating others who perceive the individual as arrogant or insincere. Excessive bragging can damage relationships by creating feelings of envy or resentment among peers. Moreover, it can diminish credibility and trustworthiness if the audience perceives the bragger as overly focused on themselves without considering others' perspectives.

What role does social validation play in shaping online self-image?

Social validation plays a crucial role in shaping online self-image by influencing how individuals present themselves on social media platforms. People often seek approval and recognition from their peers through likes, comments, shares, and followership on their posts. Positive feedback reinforces desired behaviors such as sharing accomplishments or experiences that portray them favorably. The number of likes or positive reactions serves as indicators of acceptance and popularity within one's social circle. As a result, individuals may tailor their content towards garnering social validation by showcasing aspects that are likely to elicit admiration or approval from others.