使用Reddit和Twitter对学生贷款债务进行自然主义心理健康表达的比较
Gaurav R Sinha1, Christopher R Larrison2, Ian Brooks3
1School of Social Work, University of Georgia, Athens, Georgia, USA.
Journal of evidence-based social work (2019)
|July 18, 2023
概括
社交媒体帖子显示,学生贷款负担会影响心理健康,在患有精神疾病的用户中显示出更多悲伤和恐惧等负面情绪. 解决这些差距对于借款人来说至关重要. 关键词:学生贷款,心理健康,社交媒体,用户情绪.
科学领域:
- 社会科学 社会科学 社会科学
- 计算社会科学 计算社会科学
- 数字健康数字健康
背景情况:
- 学生贷款债务是一个重要的社会经济问题,影响全球数百万人.
- 社交媒体平台已成为关于个人财务和福祉的公共话语的关键舞台.
研究的目的:
- 识别社交媒体上关于学生贷款的自然主义用户表达的模式.
- 检查与学生贷款相关的情绪和情绪的差异,在有和没有精神疾病指标的个人的帖子中.
主要方法:
- 分析了85,664条来自Reddit和Twitter (2009-2020) 的帖子,使用学生贷款关键字和第一人称代词.
- 无监督和监督机器学习模型用于文本数据分析的应用.
主要成果:
- 在Reddit金融上确定了50个主题,在Reddit心理健康和Twitter上分别确定了40个.
- 在学生贷款讨论中发现精神疾病指标与负面情绪 (悲伤,恐惧) 之间存在显著联系.
结论:
- 社交媒体讨论强调了学生债务的学术和非学术后果,包括信息缺口.
- 对学生债务表达的负面情绪和情绪需要政策制定者的注意,以减轻借款人的认知负担.
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