↓ Skip to main content

Sharing feelings online: studying emotional well-being via automated text analysis of Facebook posts

Overview of attention for article published in Frontiers in Psychology, July 2015
Altmetric Badge

About this Attention Score

  • In the top 25% of all research outputs scored by Altmetric
  • High Attention Score compared to outputs of the same age (83rd percentile)
  • Good Attention Score compared to outputs of the same age and source (74th percentile)

Mentioned by

twitter
14 X users

Citations

dimensions_citation
144 Dimensions

Readers on

mendeley
275 Mendeley
You are seeing a free-to-access but limited selection of the activity Altmetric has collected about this research output. Click here to find out more.
Title
Sharing feelings online: studying emotional well-being via automated text analysis of Facebook posts
Published in
Frontiers in Psychology, July 2015
DOI 10.3389/fpsyg.2015.01045
Pubmed ID
Authors

Michele Settanni, Davide Marengo

Abstract

Digital traces of activity on social network sites represent a vast source of ecological data with potential connections with individual behavioral and psychological characteristics. The present study investigates the relationship between user-generated textual content shared on Facebook and emotional well-being. Self-report measures of depression, anxiety, and stress were collected from 201 adult Facebook users from North Italy. Emotion-related textual indicators, including emoticon use, were extracted form users' Facebook posts via automated text analysis. Correlation analyses revealed that individuals with higher levels of depression, anxiety expressed negative emotions on Facebook more frequently. In addition, use of emoticons expressing positive emotions correlated negatively with stress level. When comparing age groups, younger users reported higher frequency of both emotion-related words and emoticon use in their posts. Also, the relationship between online emotional expression and self-report emotional well-being was generally stronger in the younger group. Overall, findings support the feasibility and validity of studying individual emotional well-being by means of examination of Facebook profiles. Implications for online screening purposes and future research directions are discussed.

X Demographics

X Demographics

The data shown below were collected from the profiles of 14 X users who shared this research output. Click here to find out more about how the information was compiled.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 275 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Spain 1 <1%
United States 1 <1%
Unknown 273 99%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 45 16%
Student > Master 42 15%
Student > Bachelor 36 13%
Researcher 27 10%
Student > Postgraduate 14 5%
Other 49 18%
Unknown 62 23%
Readers by discipline Count As %
Psychology 79 29%
Computer Science 28 10%
Social Sciences 25 9%
Medicine and Dentistry 16 6%
Business, Management and Accounting 13 5%
Other 34 12%
Unknown 80 29%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 10. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 13 June 2020.
All research outputs
#3,848,494
of 26,205,030 outputs
Outputs from Frontiers in Psychology
#7,177
of 35,088 outputs
Outputs of similar age
#46,078
of 275,784 outputs
Outputs of similar age from Frontiers in Psychology
#144
of 574 outputs
Altmetric has tracked 26,205,030 research outputs across all sources so far. Compared to these this one has done well and is in the 85th percentile: it's in the top 25% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 35,088 research outputs from this source. They typically receive a lot more attention than average, with a mean Attention Score of 13.7. This one has done well, scoring higher than 79% of its peers.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 275,784 tracked outputs that were published within six weeks on either side of this one in any source. This one has done well, scoring higher than 83% of its contemporaries.
We're also able to compare this research output to 574 others from the same source and published within six weeks on either side of this one. This one has gotten more attention than average, scoring higher than 74% of its contemporaries.