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Work-in-Progress: Student Dashboard for a Multi-agent Approach for Academic Advising

机译:工作进展:学生仪表板,用于学术建议的多功能方法

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The objective of this work is to demonstrate a mechanism to improve the advising of students in a nontraditional environment. Minority serving institutions, commuter campuses and institutions with a high percentage of student transfers are unable to keep a tightly controlled cohort of students progressing through the curriculum. Students usually have varied course loads and different priorities due to family, financial needs or other responsibilities. Therefore, it is critical an individualized approach to advising. The school administration faces more challenges scheduling courses and allocating diminishing resources to satisfy the student demand. In addition, the faculty needs to assess the efficacy of the curriculum in a program and collecting longitudinal student data is difficult. We are proposing the application of a multi-agent approach to allow the students to take more control over their individualized advising. In this context, the student tool becomes an agent and the school provides the environment with a desirable behavior for the system. We call the academic control objective the "Operator." This paper focuses on the agent system by building a simple dashboard tool that will collect students' information about their progress through the curriculum in a program and will generate advising recommendations. The agent logic employs principles used in project management tools designed to help the students complete their degree plan sooner. For example, it would provide a visualization map of course sequences, customized for each student, making advising adjustments that will optimize the time to obtain the degree under a constrained set of resources. At the same time, the agent system provides feedback to the Operator. The second tool will be the Operator dashboard that will consolidate the collected data from the agents through several semesters (historical data) plus the predicted effects of the recommended plans. This should enable a better resource allocation and deeper analysis of the curriculum effectiveness. This tool is still under development. Previous work has presented some limited insight into the multi-agent approach however research and mapping of the critical path to graduation has been done. The proliferation of mobile devices and cloud computing enables a larger scale application of the proposed methodology to be developed for mobile devices.
机译:这项工作的目标是展示一种改善非传统环境中学生的建议的机制。少数群体服务机构,通勤校园和高度学生转移的机构无法保留通过课程进展的紧密控制的学生队列。由于家庭,财务需求或其他职责,学生通常具有各种课程负荷和不同优先事项。因此,这是一个旨在提出个性化的方法。学校管理局面临更多挑战调度课程,并分配资源减少以满足学生需求。此外,教师需要评估课程在计划中的功效,并收集纵向学生数据是困难的。我们提出了一种多功能方法的应用,让学生更加控制他们个性化的建议。在此上下文中,学生工具成为代理商,学校为系统提供了一个可取的行为。我们呼吁学术控制目标“运营商”。本文通过构建一个简单的仪表板工具来专注于代理系统,该工具将通过计划中课程收集学生的信息,并将产生建议的建议。代理逻辑采用项目管理工具中使用的原则,旨在帮助学生越早完成学位计划。例如,它将提供为每个学生定制的课程序列的可视化映射,这使得可以提供优化时间以在受约束的资源集下获得时间的调整。同时,代理系统为运营商提供反馈。第二个工具将是操作员仪表板,可以通过多个学期(历史数据)加上代理商的收集数据(历史数据)加上建议计划的预测效果。这应该能够更好地进行资源分配和对课程效果的更深入分析。该工具仍在开发中。以前的工作已经提出了一些有限的洞察力,但是已经完成了毕业批判的关键路径的研究和映射。移动设备和云计算的增殖使得能够为移动设备开发所提出的方法的大规模应用。

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