从航空机组人员对幸福感的看法中出现的象征:使用情感文本挖掘进行语言分析
Alessia Renzi1, Matteo Reho2, Manuela Tomai1
1Department of Dynamic and Clinical Psychology and Health Studies, "Sapienza" University of Rome, Rome, Italy.
Frontiers in psychology
|July 3, 2025
概括
航空机组人员通过物质稳定,自我发展和社会联系来看待福祉,而工作是次要因素. 职业变量没有影响这些感知.
科学领域:
- 航空心理学 航空心理学
- 职业健康 职业健康 职业健康
- 文本挖掘 (Text Mining) 是一个很好的方法.
背景情况:
- 幸福感是航空中的一个复杂的构造,通常通过自我报告来衡量.
- 本研究使用新的方法探讨了航空机组人员对幸福感的看法.
研究的目的:
- 通过使用情感文本挖掘 (ETM) 探索航空机组人员对幸福感的表述.
- 检查福利表示与职业变量之间的关联.
主要方法:
- 一项在线调查收集了492名航空人员的数据.
- 使用情感文本挖掘 (ETM) 分析了描述幸福感知的文本.
- 还收集了社会职业变量进行分析.
主要成果:
- 福利代表的三个不同的集群出现了:物质和家庭稳定,个人自我发展,联系和社会实现.
- 这些集群被映射到个人与社会以及静态与动态维度之间.
- 没有发现福利代表和职业变量之间有显著的关联.
结论:
- 航空机组人员的福利概念仅限于包括工作,主要是为了经济价值,而不是个人满足.
- 由于工作场所的环境和对后果的恐惧,潜在的社会可取性偏见可能影响了反应.
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