TY - JOUR
T1 - Gender disparities and mental health manifestations in Twitter discourse on student loan debts
AU - Sinha, Gaurav R.
AU - Graaf, Genevieve
AU - Larrison, Christopher R.
AU - Brooks, Ian
N1 - Publisher Copyright:
© 2024 Taylor & Francis Group, LLC.
PY - 2024
Y1 - 2024
N2 - We sought to demonstrate social media’s efficacy as a unique data source to gain insights into people’s perceptions and beliefs. Leveraging Twitter data, we built a model for identifying language markers of mental illness, including depression, anxiety and stress. We explored associations between student loans, gender, and mental health, and investigated gender-specific differences in emotions and sentiments to understand the emotional toll of these disparities. Findings suggest the need for targeted interventions for those experiencing the coexisting burden of student loan and mental illness. This study highlights social media’s potential for studying human emotions and informing social work practices.
AB - We sought to demonstrate social media’s efficacy as a unique data source to gain insights into people’s perceptions and beliefs. Leveraging Twitter data, we built a model for identifying language markers of mental illness, including depression, anxiety and stress. We explored associations between student loans, gender, and mental health, and investigated gender-specific differences in emotions and sentiments to understand the emotional toll of these disparities. Findings suggest the need for targeted interventions for those experiencing the coexisting burden of student loan and mental illness. This study highlights social media’s potential for studying human emotions and informing social work practices.
KW - Mental health
KW - natural language processing (NLP)
KW - online emotions and sentiments analysis
KW - social media data
KW - student debt
UR - http://www.scopus.com/inward/record.url?scp=85209544471&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85209544471&partnerID=8YFLogxK
U2 - 10.1080/15332985.2024.2425306
DO - 10.1080/15332985.2024.2425306
M3 - Article
AN - SCOPUS:85209544471
SN - 1533-2985
JO - Social Work in Mental Health
JF - Social Work in Mental Health
ER -