Inescapable Media: The Role of Social Media Data Mining in Understanding American Adolescent Media Engagement
With social media as the frontier of many American adolescent lives, there seems to be a shift in experiences of the new generation. This paper delves into the impacts of American adolescent media engagement, with a priority of the role of social media data mining in understanding behaviour and tren...
Saved in:
| Main Author: | |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
EDP Sciences
2025-01-01
|
| Series: | ITM Web of Conferences |
| Online Access: | https://www.itm-conferences.org/articles/itmconf/pdf/2025/01/itmconf_dai2024_04002.pdf |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1825206542688845824 |
|---|---|
| author | Peng Cheryl Siyuan |
| author_facet | Peng Cheryl Siyuan |
| author_sort | Peng Cheryl Siyuan |
| collection | DOAJ |
| description | With social media as the frontier of many American adolescent lives, there seems to be a shift in experiences of the new generation. This paper delves into the impacts of American adolescent media engagement, with a priority of the role of social media data mining in understanding behaviour and trends. This study utilizes innovative data mining techniques such as sentiment analysis, trend detection, and network analysis; it allows insights into how social interactions impact psychological and emotional growth. The discovery of the twofold nature of the media provides opportunities for affirmative individualism and likewise, perils such as cyberbullying. By applying social media data mining, it contributes to an innate understanding of the effects of the media on youth development. The paper highlights the progress of tactics to mitigate the undesirable effects of social media whilst enriching its progressive influences on growth and welfare. |
| format | Article |
| id | doaj-art-0ffb67252c5c42b5a7662e4f4b7a955f |
| institution | Kabale University |
| issn | 2271-2097 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | ITM Web of Conferences |
| spelling | doaj-art-0ffb67252c5c42b5a7662e4f4b7a955f2025-02-07T08:21:13ZengEDP SciencesITM Web of Conferences2271-20972025-01-01700400210.1051/itmconf/20257004002itmconf_dai2024_04002Inescapable Media: The Role of Social Media Data Mining in Understanding American Adolescent Media EngagementPeng Cheryl Siyuan0Yew Chung International School of ChongqingWith social media as the frontier of many American adolescent lives, there seems to be a shift in experiences of the new generation. This paper delves into the impacts of American adolescent media engagement, with a priority of the role of social media data mining in understanding behaviour and trends. This study utilizes innovative data mining techniques such as sentiment analysis, trend detection, and network analysis; it allows insights into how social interactions impact psychological and emotional growth. The discovery of the twofold nature of the media provides opportunities for affirmative individualism and likewise, perils such as cyberbullying. By applying social media data mining, it contributes to an innate understanding of the effects of the media on youth development. The paper highlights the progress of tactics to mitigate the undesirable effects of social media whilst enriching its progressive influences on growth and welfare.https://www.itm-conferences.org/articles/itmconf/pdf/2025/01/itmconf_dai2024_04002.pdf |
| spellingShingle | Peng Cheryl Siyuan Inescapable Media: The Role of Social Media Data Mining in Understanding American Adolescent Media Engagement ITM Web of Conferences |
| title | Inescapable Media: The Role of Social Media Data Mining in Understanding American Adolescent Media Engagement |
| title_full | Inescapable Media: The Role of Social Media Data Mining in Understanding American Adolescent Media Engagement |
| title_fullStr | Inescapable Media: The Role of Social Media Data Mining in Understanding American Adolescent Media Engagement |
| title_full_unstemmed | Inescapable Media: The Role of Social Media Data Mining in Understanding American Adolescent Media Engagement |
| title_short | Inescapable Media: The Role of Social Media Data Mining in Understanding American Adolescent Media Engagement |
| title_sort | inescapable media the role of social media data mining in understanding american adolescent media engagement |
| url | https://www.itm-conferences.org/articles/itmconf/pdf/2025/01/itmconf_dai2024_04002.pdf |
| work_keys_str_mv | AT pengcherylsiyuan inescapablemediatheroleofsocialmediadatamininginunderstandingamericanadolescentmediaengagement |