澳大利亚学校利用人工智能提高学生成绩，减少 13% 的辍学率
公司规模
1,000+
地区
- Pacific
国家
- Australia
产品
- DataRobot AI Cloud
- AutoML
技术栈
- Machine Learning
- Predictive Analytics
- Alteryx
实施规模
- Enterprise-wide Deployment
影响指标
- Customer Satisfaction
- Productivity Improvements
- Revenue Growth
技术
- 分析与建模 - 机器学习
- 分析与建模 - 预测分析
适用行业
- 教育
适用功能
- 商业运营
- 人力资源
用例
- 预测性维护
- 质量预测分析
服务
- 数据科学服务
关于客户
帕拉马塔天主教教育教区 (CEDP) 是一家教育机构，服务于新南威尔士州发展最快的地区之一，在西悉尼和蓝山地区设有 80 所学校。该机构以其创新的教育方法而闻名，提供非常成功的贸易培训计划、26 个站点的职业教育和培训计划以及虚拟的“现在学校”。CEDP 致力于利用创新和新思维将学生与现实世界的机会联系起来。该机构拥有大量关于学生的数据，从成绩到出勤率再到人口统计。
挑战
帕拉马塔天主教教育教区 (CEDP) 是一家教育机构，在新南威尔士州拥有 80 所学校和 44,500 名学生。该机构拥有大量学生数据，从成绩到出勤率再到人口统计。然而，CEDP 缺乏内部资源来挖掘这些数据，以提高学生成绩并推进运营目标。他们寻求一种解决方案，帮助他们利用这些数据来提高学生的成功率和运营水平。
解决方案
CEDP 转向 DataRobot AI Cloud 进行自动化机器学习。该平台以其必不可少的可解释性、文档以及作为独立平台可以插入 CEDP 现有数据源（主要是 Alteryx）的事实脱颖而出。CEDP 开始应用 AutoML 来预测学生在高中最后一年的成绩。为此，CEDP 可以利用超过十年的数据。DataRobot AI Cloud 简化了整个生命周期，从模型准备到构建再到监控。该平台运行众多模型，使 Varanasi 博士和一小队分析师能够确定哪一个是最有效的。
运营影响
数量效益
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