混合SEM-ANN模型用于预测本科生基于感知到的教育和情感支持的电子学习继续意图
Shanshan Xu1, Yangxin Wang1, Wenbo Luo2
1School of Fine Arts, Yuzhang Normal University, Nanchang, Jiangxi, China.
PloS one
|December 13, 2024
概括
大学的学生大学生.
科学领域:
- 教育技术的教育技术
- 心理学 心理学 心理学
- 社会学 社会学 社会学
背景情况:
- 在全球范围内,电子学习的采用正在增长.
- 了解影响学生参与度的因素至关重要.
- 预期确认模型 (ECM) 为研究用户行为提供了一个框架.
研究的目的:
- 调查教育和情感支持对大学生继续电子学习的意图的影响.
- 分析感知到的有用性,确认和对延续意向的满意度的预测能力.
- 将预期确认模型 (ECM) 应用于高等教育电子学习的背景.
主要方法:
- 在368名大学生中进行了调查研究.
- 结构方程建模 (SEM) 和人工神经网络 (ANN) 用于数据分析.
- 测量六个关键构造:感知到的教育支持,感知到的情感支持,感知到的有用性,确认,满意度和继续意图.
主要成果:
- 满意度是持续意图的最强预测因素 (100%的正常化重要性).
- 确认 (29.9%) 和感知有用性 (28.3%) 也在很大程度上预测了继续工作的意图.
- 感知到的教育和情感支持直接影响了感知到的有用性,但通过其他因素间接影响了继续的意图.
结论:
- 满意度和确认是学生继续使用电子学习的关键驱动因素.
- 虽然直接支持的影响较小,但它的间接影响是显著的.
- 调查结果与联合国可持续发展目标4相一致,促进优质教育和终身学习.
相关概念视频
03:00Self-Evaluation: Self-Enhancement and Self-Verification
5.2K
Social psychologists have documented that feeling good about ourselves and maintaining positive self-esteem is a powerful motivator of human behavior (Tavris & Aronson, 2008). In the United States, members of the predominant culture typically think very highly of themselves and view themselves as good people who are above average on many desirable traits (Ehrlinger, Gilovich, & Ross, 2005). Often, our behavior, attitudes, and beliefs are affected when we experience a threat to our...
5.2K
01:12Hindsight Biases
3.4K
Hindsight bias leads you to believe that the event you just experienced was predictable, even though it really wasn’t. In other words, you knew all along that things would turn out the way they did. Can you relate this to the phrase "Hindsight is 20/20" now?
3.4K
01:25Models of Health Promotion and Illness Prevention I
2.0K
A model is a theoretical way to understand a concept or an idea. Models can overcome barriers to health regardless of diverse economic and cultural backgrounds. In addition, models make the task easier by providing different ways to approach complex issues. There are two major health promotion models: the health belief model and the health promotion model.
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
2.0K
02:06Social Exchange Theory
34.3K
We have discussed why we form relationships, what attracts us to others, and different types of love. But what determines whether we are satisfied with and stay in a relationship? One theory that provides an explanation is social exchange theory. According to social exchange theory, we act as naïve economists in keeping a tally of the ratio of costs and benefits of forming and maintaining a relationship with others (Rusbult & Van Lange, 2003).
34.3K
02:16Surveys
14.7K
Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
14.7K
02:05Self-Presentation: Self-Monitoring and Self-Handicapping
38.8K
People can go to great lengths to protect their self-image and present themselves in ways that they want others to see them. Sociologist Erving Goffman presented the idea that a person is like an actor on a stage. Calling his theory dramaturgy, Goffman believed that we use “impression management” to present ourselves to others as we hope to be perceived. Each situation is a new scene, and individuals perform different roles depending on who is present (Goffman, 1959). Think about...
38.8K