设计视觉和交互式自我监测干预措施以促进学习:非正式学习者和专家的见解
IEEE transactions on visualization and computer graphics
|February 19, 2024
概括
非正式学习者需要更好的工具来自我监测计算技能的发展. 个性化过学习数据是反思和规划的关键,增强自我指导的学习.
科学领域:
- 计算机科学教育计算机科学教育
- 人与计算机的交互
- 学习科学 学习科学
背景情况:
- 非正规学习者在各种平台上的计算技能自主学习中扎.
- 从健康和生产力的自我监测干预提供了学习支持的模型.
- 现有的工具可能无法充分支持学习者反思和数据解释.
研究的目的:
- 确定对支持非正式计算技能学习者的自我监控工具的要求.
- 探索捕获和呈现学习者数据的设计方法.
- 了解学习者如何最好地反思和利用他们的学习历史.
主要方法:
- 使用基于文章和交互式探针进行了两项诱导研究.
- 探索手动,自动和半自动数据捕获和呈现方法.
- 收集了有关数据收集,反射设计和现场研究的专家见解.
主要成果:
- 自动生成的概述增加了意识,但需要学习者控制.
- 学习者更喜欢个性化过选项来处理数据.
- 专家的意见突出了现实世界自我监控工具设计的关键因素.
结论:
- 以学习者为中心的自我监测干预需要交互式和可定制的数据可视化.
- 有效的工具应该使学习者能够反思,计划和寻求反.
- 设计考虑必须包括数据收集,反思支持和实际实施.
相关概念视频
Self-Presentation: Self-Monitoring and Self-Handicapping
39.0K
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...
39.0K
Metacognition
157
Metacognition is a conscious process where individuals are aware of their cognitive and executive processes, such as planning before solving a problem or self-monitoring during reading. For instance, a writer may need help with composing a piece. The situation involves a writer who is working on a piece of writing, but while doing so, they realize that something is missing. They notice that their characters lack depth or details. This realization occurs because the writer is reflecting on their...
157
Cognitive Learning
243
Cognitive learning is based on purposive behavior, incidental learning, and insight learning.
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
243
Observational Learning
173
Albert Bandura's observational learning, also known as imitation or modeling, occurs when a person observes and imitates another's behavior. It is a quicker process than operant conditioning. A well-known example is the Bobo doll study, where children who saw an adult acting aggressively towards the doll were more likely to act aggressively when left alone, compared to those who observed a nonaggressive adult. Many psychologists view observational learning as a form of latent learning...
173
Steps in the Modeling Process
208
Albert Bandura's theory of observational learning identifies four critical processes: attention, retention, motor reproduction, and reinforcement or motivation.
Attention is the first necessary component for observational learning. It involves focusing on what the model is doing and saying. For example, if you decide to take a drawing class to enhance your skills, you need to pay close attention to the instructor's words and hand movements. The characteristics of the model significantly...
Attention is the first necessary component for observational learning. It involves focusing on what the model is doing and saying. For example, if you decide to take a drawing class to enhance your skills, you need to pay close attention to the instructor's words and hand movements. The characteristics of the model significantly...
208
The Sense of Self: Reflected Self-Appraisal and Social Comparison
49.9K
According to Charles Cooley, we base our image on what we think other people see (Cooley 1902). We imagine how we must appear to others, then react to this speculation. We don certain clothes, prepare our hair in a particular manner, wear makeup, use cologne, and the like—all with the notion that our presentation of ourselves is going to affect how others perceive us. We expect a certain reaction, and, if lucky, we get the one we desire and feel good about it. But more than that, Cooley...
49.9K


