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Work in Progress: Year Two of Analysis of the Impact of a Web-based Student Dashboard for a Multi-agent Approach to Academic Advising

机译:正在进行中的工作:一年分析了一个基于网络的学生仪表板的影响,以多智能经纪人的学术建议

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The objective of this research is to demonstrate the performance of a new mechanism to improve the advising of students in a nontraditional college environment, specifically the University of Texas at El Paso (UTEP). 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, there is a need for an individualized approach to advising. The school's administration faces challenges scheduling courses and allocating diminishing resources to satisfy student demand. In addition, faculty needs to assess the efficacy of their curriculum in a program, and collecting longitudinal student data is difficult. A web application system (mobile compatible) using a multi-agent approach has been developed to allow the students (agents) 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. This research will identify the school's administrators as the academic control objective and will be referred to as the "Operator". This paper focuses on the agent system by building a dashboard tool that collects each individual student's information regarding their progress through the curriculum in a program, and then generates advising recommendations. The agent logic employs principles used in project management tools designed for resource of schedule optimization. The tool helps students optimize their resources to complete their degree sooner. It provides a visualization map of course sequences, customized for each student based on their history of courses completed and then 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 real-time feedback to the department administration. The second tool is the department administration dashboard that consolidates the collected data from the students through several semesters (historical data) plus the predicted effects of the recommended plans. This enables a better resource allocation from the administration and deeper analysis of the curriculum effectiveness. Previous work during year one of the research has presented some insight into the multi-agent approach and the critical path methods. However, the proliferation of mobile devices and Cloud computing enables a larger scale application of the proposed methodology. The results acquired at this point from year one show a very high acceptance of the system by the students. The complete dataset from year one and year two will be discussed extensively in the results section as data from year two is compiled and added to this paper during the Spring 2017 semester, as more students use the system.
机译:该研究的目的是展示一种新机制,以改善非传统大学环境,特别是德克萨斯大学在埃尔帕索(UTEP)的建议。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,需要一个个性化的方法来建议。学校的政府面临挑战调度课程,并分配资源减少以满足学生需求。此外,教师需要评估其课程在程序中的功效,并收集纵向学生数据很难。已经开发出使用多智能体方法的Web应用系统(移动兼容),以允许学生(代理人)对其个性化的建议进行更多控制。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理想的行为。本研究将识别学校的管理员作为学术控制目标,并将被称为“运营商”。本文通过构建一个仪表板工具来专注于代理系统,该工具通过计划中课程收集各个学生的信息,然后产生建议。代理逻辑采用用于项目管理工具中使用的原理,该工具用于计划优化资源。该工具可帮助学生优化他们的资源,以便更快地完成学位。它提供了课程序列的可视化图,根据他们的课程历史,为每个学生定制,然后做出了优化时间以获得约束资源集中获得程度的调整。与此同时,代理系统为部门管理提供实时反馈。第二个工具是部门管理仪表板,通过若干学期(历史数据)加上学生的收集数据加上建议计划的预测效果。这使得来自管理的更好资源分配和对课程效果的更深入分析。以前的工作一年中的一项研究已经介绍了对多智能经纪人方法和关键路径方法的一些洞察力。然而,移动设备和云计算的增殖使得可以更大的规模应用所提出的方法。从一年的这一点获得的结果表现出学生对系统的非常高的接受。从一年年份的完整数据集将在结果部分中广泛讨论,因为在2017年春季学期编制并添加到本文中的数据,随着更多学生使用该系统。

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