Article published In:
Narrative Inquiry: Online-First ArticlesA quantitative analysis of semantic characteristics and success of personal narratives on social media
Due to limitations in data and methodologies, few quantitative analyses have been conducted on large-scale
personal narratives. This paper addresses this gap by quantifying the semantic progression of personal narratives on Twitter and
examining its relationship with narrative success. Our findings reveal significant variations in the factors influencing the
success of personal narratives in politics, entertainment, and sports categories. This study deepens our understanding of the
semantic characteristics and success of personal narratives, inspiring further exploration into the influence of the
characteristics and success of personal narratives on self-identity.
Keywords: personal narratives, social media, word embeddings, culture success, semantic characteristics
Article outline
- Introduction
- Methods
- Data collection
- Measures
- Dependent variable
- Independent variables
- Speed
- Volume
- Circuitousness
- Analytical strategies
- Results
- Discussion
- Notes
-
References
Published online: 22 November 2024
https://doi.org/10.1075/ni.24031.sun
https://doi.org/10.1075/ni.24031.sun
References (53)
Bail, C. A. (2016). Cultural
carrying capacity: Organ donation advocacy, discursive framing, and social media
engagement. Social science &
medicine, 1651, 280–288.
Barbatsis, G. (2004). Narrative
theory. In K. L. Smith, S. Moriarty, & K. Kenney (Eds.), Handbook
of visual
communication (pp. 351–372). Routledge.
Berkencotter, C. (2011). A
Patient’s Tale of Incarceration in a Victorian Lunatic Asylum. International Journal of English
Studies, 11(1), 1–14.
Bredikhina, N., Gupta, K., & Kunkel, T. (2023). Superboosting
the athlete social media brand: events as an opportunity for follower growth. European Sport
Management
Quarterly, 23(6), 1819–1842.
Bullock, O. M., & Hubner, A. Y. (2020). Candidates’
use of informal communication on social media reduces credibility and support: Examining the consequences of expectancy
violations. Communication Research
Reports, 37(3), 87–98.
Dolby-Stahl, S. K. (1985). A
Literary Folkloristic Methodology for the Study of Meaning in Personal Narrative. Journal of
Folklore
Research, 22(1), 45–69. [URL]
Doyle, J. P., Su, Y., & Kunkel, T. (2022). Athlete
branding via social media: Examining the factors influencing consumer engagement on
Instagram. European Sport Management
Quarterly, 22(4), 506–526.
Early, E. A. (1985). Catharsis
and Creation: The Everyday Narratives of Baladi Women of Cairo. Anthropological
Quarterly, 58(4), 172–181.
Edwards, R., Weller, S., Davidson, E., & Jamieson, L. (2023). Small
Stories of Home Moves: A Gendered and Generational Breadth-and-Depth
Investigation. Sociological Research
Online, 28(1), 210–227.
Fisher, W. R. (1984). Narration
as a human communication paradigm: The case of public moral argument. Communication
Monographs, 51(1), 1–22.
Frank, A. W. (1997). Narrative
Witness to Bodies: A Response to Alan Radley. Body &
Society, 3(3), 103–109.
Gibson, D. R. (2005). Taking
Turns and Talking Ties: Networks and Conversational Interaction. American Journal of
Sociology, 110(6), 1561–1597.
Griswold, W. (1987). The
Fabrication of Meaning: Literary Interpretation in the United States, Great Britain, and the West
Indies. American Journal of
Sociology, 92(5), 1077–1117. [URL].
Grysman, A., & Mansfield, C. D. (2017). What
Do We Have When We Have a Narrative? Imagination, Cognition and
Personality, 37(2), 105–126.
Harman, R., Filová, L., & Richtárik, P. (2020). A
Randomized Exchange Algorithm for Computing Optimal Approximate Designs of Experiments. Journal
of the American Statistical
Association, 115(529), 348–361.
Hutto, C. J., Yardi, S., & Gilbert, E. (2013, April). A
longitudinal study of follow predictors on twitter. In Proceedings of
the sigchi conference on human factors in computing
systems (pp. 821–830).
Ingraham, C. (2017). The
scope and autonomy of personal narrative. Written
communication, 34(1), 54–74.
John, N. A., & Dvir-Gvirsman, S. (2015). “I
don’t like you any more”: Facebook unfriending by Israelis during the Israel–Gaza conflict of
2014. Journal of
Communication, 65(6), 953–974.
Keib, K., Himelboim, I., & Han, J. Y. (2018). Important
tweets matter: Predicting retweets in the #BlackLivesMatter talk on twitter. Computers in human
behavior, 851, 106–115.
Kozlowski, A. C., Taddy, M., & Evans, J. A. (2019). The
Geometry of Culture: Analyzing the Meanings of Class through Word Embeddings. American
Sociological
Review, 84(5), 905–949.
Kwak, H., Lee, C., Park, H., & Moon, S. (2010, April). What
is Twitter, a social network or a news media?. In Proceedings of the
19th international conference on World wide
web (pp. 591–600).
Langellier, K. M. (1989). Personal
narratives: Perspectives on theory and research. Text and Performance
Quarterly, 9(4), 243–276,
Leary, J. P. (1977). White
Guys’ Stories of the Night Street. Journal of the Folklore
Institute, 14(1/2), 59–71.
Makaros, A., & Blit-Cohen, E. (2022). Personal
Narrative as Shaping the Activist Identity of Religious Women in Israel. Journal of
International Women’s
Studies, 23(1), 140–155.
McAdams, D. P. (1985). Power,
intimacy, and the life story: Personological inquiries into identity. Homewood, IL: Dorsey Press.
(2018). Narrative
Identity: What Is It? What Does It Do? How Do You Measure It? Imagination, Cognition and
Personality, 37(3), 359–372.
McDonnell, T. E. (2014). Drawing
out culture: productive methods to measure cognition and resonance. Theory and
Society, 43(3/4), 247–274. [URL].
McDonnell, T. E., Bail, C. A., & Tavory, I. (2017). A
Theory of Resonance. Sociological
Theory, 35(1), 1–14.
Paxton, P., Velasco, K., & Ressler, R. W. (2020). Does
Use of Emotion Increase Donations and Volunteers for Nonprofits? American Sociological
Review, 85(6), 1051–1083.
Piper, A., & Toubia, O. (2023). A
quantitative study of non-linearity in
storytelling. Poetics, 981, 101793.
Richard, B. (1986). Story,
Performance, and Event: Contextual Studies of Oral Narrative. Cambridge University Press.
Riessman, C. K. (2000). Stigma
and everyday resistance practices: Childless women in South India. Gender &
Society, 14(1), 111–135.
(2005). Narrative
Analysis. In N. Kelly, C. Horrocks, K. Milnes, B. Roberts, & D. Robinson (Eds), Narrative,
Memory & Everyday
Life (pp. 1–7). University of Huddersfield, Huddersfield.
Rogers, B. A., Chicas, H., Kelly, J. M., Kubin, E., Christian, M. S., Kachanoff, F. J., … & Gray, K. (2023). Seeing
your life story as a Hero’s Journey increases meaning in life. Journal of Personality and
Social Psychology.
Schegloff, E. A. (2007). Sequence
Organization in Interaction: A Primer in Conversation Analysis. Cambridge University Press.
Simon, F. M. (2019). What
Determines a Journalist’s Popularity on Twitter? A case study of behaviour and
self-presentation. Journalism
Studies, 20(8), 1200–1220.
Smith, D. E. (1983). No
One Commits Suicide: Textual Analysis of Ideological Practices. Human
Studies, 6(4), 309–359.
Smith, S., & Watson, J. (Eds.). (1996). Getting
a Life: Everyday Uses of Autobiography. University of Minnesota Press.
Solnick, R. E., Chao, G., Ross, R. D., Kraft-Todd, G. T., & Kocher, K. E. (2021). Emergency
physicians and personal narratives improve the perceived effectiveness of COVID-19 public health recommendations on social
media: A randomized experiment. Academic Emergency
Medicine, 28(2), 172–183.
Somers, M. R. (1994). The
narrative constitution of identity: A relational and network approach. Theory and
society, 605–649.
Su, Y., Baker, B., Doyle, J., & Kunkel, T. (2020). The
rise of an athlete brand: Factors influencing the social media following of athletes. Sport
Marketing
Quarterly, 29(1), 33–46.
Toubia, O., Berger, J., & Eliashberg, J. (2021). How
quantifying the shape of stories predicts their success. Proceedings of the National Academy of
Sciences, 118(26), e2011695118.
Van Dijck, J. (2013). ‘You
have one identity’: performing the self on Facebook and LinkedIn. Media, Culture &
Society, 35(2), 199–215.
Van Doeselaar, L., & Reitz, A. K. (2023). Personal
narratives as a predictor of trait change and state fluctuations in self-esteem and life satisfaction during the transition
from education to
work. Identity, 23(1), 18–35.
Wang, Y. C., & Kraut, R. (2012, May). Twitter
and the development of an audience: those who stay on topic
thrive!. In Proceedings of the SIGCHI conference on human factors in
computing
systems (pp. 1515–1518).
Yang, Y., Zhang, C., Fan, C., Yao, W., Huang, R., & Mostafavi, A. (2019). Exploring
the emergence of influential users on social media during natural disasters. International
Journal of Disaster Risk
Reduction,
38
1, 101204.
Zhang, Y., Lukito, J., Su, M. H., Suk, J., Xia, Y., Kim, S. J., … & Wells, C. (2021). Assembling
the networks and audiences of disinformation: How successful Russian IRA Twitter accounts built their
followings, 2015–2017. Journal of
Communication, 71(2), 305–331.