Dataiku > 实例探究 > 使用 Dataiku 转变控制测试:RBC CAE 集团案例研究

使用 Dataiku 转变控制测试:RBC CAE 集团案例研究

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技术
  • 分析与建模 - 机器学习
  • 平台即服务 (PaaS) - 应用开发平台
适用行业
  • 水泥
  • 金融与保险
适用功能
  • 产品研发
  • 质量保证
用例
  • 实验自动化
  • 时间敏感网络
服务
  • 系统集成
  • 测试与认证
关于客户
RBC 是加拿大最大的银行之一,也是北美领先的多元化金融服务公司。 RBC 内的 CAE 集团采用数据驱动的方法为客户提供保证。
挑战
加拿大皇家银行 (RBC) CAE 集团在控制测试过程中面临挑战,该过程需要大量手动操作并定期进行。该流程难以扩展和整合,导致工作流程繁琐且低效。
解决方案
RBC CAE Group 实施了 Dataiku 的一体化平台进行控制测试,该平台提供了标记、可编辑数据集和 Dataiku API 等功能。这使得数据科学家和分析师能够以最小的努力构建控制测试并上线。该平台还促进了数据治理以及数据质量和沿袭元数据的自动捕获。
运营影响
  • The new process has not only resulted in significant time savings but also increased the quality of assurance. It provides a more accurate view of business health at any given time, which gives decision-makers more time to react if needed. This has triggered a change in mindset around how analytics and data science may support the entire CAE Group, as they continue to pioneer and enable new ways to empower RBC employees to leverage data for their day-to-day activities. The ease of onboarding, accessing data, exploring previous work, and collaborating with teammates of all profiles is paving the way for organizational transformation around what data can help achieve. The scalable approach powered by the Dataiku platform will help the CAE Group build a data-driven perspective of the Audit universe and answer questions about the automated coverage of assurance work with traceable, quality data.
数量效益
  • Time saved on audits by 20-25%
  • Scalability: Data scientists and analysts are able to build control tests and onboard with minimal effort
  • Flexibility: Each control test can be updated iteratively as auditors review and refine the logic for outliers

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