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Utilizing Social Media Data for Psychoanalysis to Study Human Personality.
Frank Emmert-Streib1,2, Olli Yli-Harja2, Matthias Dehmer3,4,5
1Predictive Society and Data Analytics Lab, Faculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland.
Social media data offers new insights into human personality through psychoanalysis. However, this capability raises significant privacy concerns for social media users.
Area of Science:
- Psychology
- Computer Science
- Sociology
Background:
- Social media platforms generate vast amounts of diverse data (text, image, video).
- The potential for extracting psychological insights from microblogging data is largely unexplored.
- Existing research has not fully investigated the scientific utility of social media for psychoanalysis.
Purpose of the Study:
- To discuss the capabilities of microblog data for psychoanalytic user profiling.
- To explore the potential for extracting principal knowledge about human personality from social media.
- To address the ethical implications and privacy concerns associated with such analyses.
Main Methods:
- Analysis of social media data characteristics (text, image, video).
- Discussion of psychoanalytic frameworks applicable to user data.
- Exploration of knowledge extraction techniques from microblogs.
Main Results:
- Social media data presents a unique, multimodal dataset for psychological study.
- Psychoanalysis of individual users may be feasible using microblogging content.
- Significant privacy risks are inherent in analyzing personal social media data.
Conclusions:
- Microblog data holds untapped potential for psychological analysis and personality assessment.
- The application of psychoanalysis to social media data necessitates careful ethical consideration.
- User privacy on social media platforms is a critical concern requiring robust safeguards.
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