分析大学生心理性:一个决策树模型
1Department of Preschool and Early Education, Guiyang Preschool Education College, Guizhou, China.
Heliyon
|July 4, 2024
概括
了解大学生心理弹性是关键. 这项研究使用决策树模型确定了自尊,学校归属和亲环境行为作为顶级预测因素,为教育工作者提供了实用的见解.
科学领域:
- 心理学 心理学 心理学
- 高等教育研究 高等教育研究
- 社会学 社会学 社会学
背景情况:
- 大学生需要心理性来应对后流行社会挑战.
- 了解性因素对于学生的成功和福祉至关重要.
- 现有研究需要对高等教育中的弹性进行新的,数据驱动的观点.
研究的目的:
- 探索大学生心理弹性的主要影响因素.
- 利用决策树模型来识别重要的预测因素.
- 为教育领域的利益相关者提供实际指导.
主要方法:
- 调查了776名大学生.
- 收集了有关人口统计,自尊,学校归属,亲环境行为,主观福祉,互联网游戏成,生活自主性和学术拖延的数据.
- 应用决策树模型来分析心理性的预测因素.
主要成果:
- 根据重要性排列,确定了心理弹性的八个关键预测因素:自尊,学校归属感,亲环境行为,主观福祉,学术拖延,生活自主,互联网游戏成和学术成就.
- 决策树模型的准确度达到73.985%.
- 自尊和学校归属感是最重要的因素.
结论:
- 决策树模型提供了一种新的,数据驱动的方法来理解大学生心理弹性.
- 结果为开发干预措施提供了实际见解,以增强学生的性.
- 结果可以为高等教育机构的教育从业者和政策制定者提供信息.
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