佛罗里达国际大学如何预测未来以帮助困境学生
公司规模
1,000+
地区
- America
国家
- United States
产品
- DataRobot
- Tableau
技术栈
- Machine Learning
- Predictive Analytics
- Data Visualization
实施规模
- Enterprise-wide Deployment
影响指标
- Customer Satisfaction
- Productivity Improvements
技术
- 分析与建模 - 机器学习
- 分析与建模 - 预测分析
- 应用基础设施与中间件 - 数据可视化
适用行业
- 教育
适用功能
- 人力资源
用例
- 质量预测分析
- 补货预测
服务
- 数据科学服务
关于客户
佛罗里达国际大学 (FIU) 是佛罗里达州和美国最大的大学之一，在迈阿密戴德县设有两个主要校区。它是一所正式指定为少数族裔和西班牙裔服务的机构，为迈阿密市的当地社区提供世界一流的教育。许多学生来自存在障碍的环境，例如来自低收入地区、是家庭中第一个上大学的人，或者是家庭中第一个进入美国的人。
挑战
佛罗里达国际大学 (FIU) 是佛罗里达州最大的大学之一，它在识别和帮助高风险学生方面面临挑战。该校许多学生来自低收入地区，是家里第一个上大学的人，或者是家里第一个移民到美国的人。这些因素往往会给这些学生的进步带来障碍。该校的分析更多的是被动的，而不是主动的，它识别的是那些已经面临学业或经济障碍的学生。该校希望更主动地利用数据来更好地为学生服务。
解决方案
FIU 采用自动化机器学习作为强大的洞察、分析和决策手段。他们开始使用 DataRobot，这产生了立竿见影的效果并产生了显著的成果。凭借数十种准确预测和实时识别学生的模型，该团队与大学各个部门共享这些报告，包括管理人员、学术顾问和财务顾问。为了弥合分析与可能帮助挽救高危学生的行动之间的差距，他们将 DataRobot 与 Tableau 仪表板和过滤器配对。这种组合将机器学习的力量交到了更多人手中，而他们无需面对机器学习的任何复杂性。
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