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Study on the Impact of Learning About Information Security Measures on Mental Models: Applying Cybersecurity Frameworks to Self-learning Materials

机译:学习信息安全措施对心理模型的影响研究:将网络安全框架应用于自学材料

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The shortage of information-security workers is a problem. Appropriate mental models are considered important to encourage learners to appropriately plan, understand, and act on security measures. We aim to create materials to help security staff members acquire the right mental model in their learning and improve the learning effect. To create such materials, it is important to investigate the current mental model of the staff, how the model changes through learning, and its impact on the learning efficiency.A preliminary experiment was conducted on individuals who had not received such education and individuals who had participated in security-related work for a few to several years. The participants self-studied both standard and revised materials on information security measures, and we conducted tests and semi-structured interviews to examine the changes in their performance and confidence as well as the changes to their mental models before and after self-learning.Four mental models were identified during the experiment: role-based, timeline/phase-based, framework-based, and unstructured models. After learning, for those with security-related work experience, we identified examples of changing to a framework-based model, and for groups with no security education, we identified examples of acquiring a role-based model. Instances when the model did not change were also noted. The test scores and degree of confidence of both groups improved after the self-learning, and a significant difference was shown for questions regarding which security measures contribute to which security function based on a small sample size.
机译:信息安全工人短缺是一个问题。适当的心理模式被认为是鼓励学习者妥善计划,理解和行动安全措施的重要性。我们的目标是创建材料,帮助安全人员在学习中获得正确的心理模型,提高学习效果。要创建此类材料,重要的是调查工作人员的当前心理模型,模型如何通过学习改变,以及它对学习效率的影响。对没有收到此类教育​​和个人的个人进行初步实验参加与安全有关的工作几年。参与者在信息安全措施上自学和修订的材料,我们进行了测试和半结构化访谈,以检查他们的性能和信心的变化以及自我学习前后的心理模型的变化.Four在实验期间确定了心理模型:基于角色,时间轴/相位,基于框架和非结构化模型。在学习后,对于具有与安全相关的工作经验的人,我们确定了改变基于框架的模型的示例,并且对于没有安全教育的组,我们确定了获取基于角色的模型的示例。还注意到模型没有改变的情况。在自学习之后,两组的测试分数和置信度改善,有关哪些安全措施有助于基于小样本大小的安全功能有关的问题。

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