...
  • 主题
高级搜索  >
历史搜索 清空历史
首页> 外文期刊>Wirtschaftsinformatik >Closing the Gap Between Experts and Novices Using Analytics-as-a-Service: An Experimental Study
【24h】

Closing the Gap Between Experts and Novices Using Analytics-as-a-Service: An Experimental Study

机译：使用“分析即服务”弥合专家和新手之间的鸿沟：一项实验性研究

获取原文
获取原文并翻译 | 示例
           
页面导航
  • 摘要
  • 著录项
  • 相似文献
  • 相关主题

摘要

Generating insights and value from data has become an important asset for organizations. At the same time, the need for experts in analytics is increasing and the number of analytics applications is growing. Recently, a new trend has emerged, i.e. analytics-as-a-service platforms, that makes it easier to apply analytics both for novice and expert users. In this study, the authors approach these new services by conducting a full-factorial experiment where both inexperienced and experienced users take on an analytics task with an analytics-as-a-service technology. The research proves that although experts in analytics still significantly outperform novices, these web-based platforms do offer an advantage to inexperienced users. Furthermore, the authors find that analytics-as-a-service does not offer the same benefits across different analytics tasks. That is, they observe better performance for supervised analytics tasks. Moreover, this study indicates that there are significant differences between novices. The most important distinction lies in the approach they take on the task. Novices who follow a more complex, although structured, workflow behave more similarly to experts and, thus, also perform better. The findings can aid managers in their hiring and training strategy with regards to both business users and data scientists. Moreover, it can guide managers in the development of an enterprise-wide analytics culture. Finally, the results can inform vendors about the design and development of these platforms.
机译：从数据中产生见解和价值已成为组织的重要资产。同时，对分析专家的需求在增加，分析应用程序的数量也在增长。最近，出现了一种新趋势，即“分析即服务”平台，这使得对新手和专家用户都更容易应用分析。在这项研究中，作者通过进行全要素实验来对这些新服务进行处理，在该实验中，无论是经验不足的用户还是经验丰富的用户都使用“分析即服务”技术来执行分析任务。这项研究证明，尽管分析专家的表现仍大大优于新手，但这些基于Web的平台确实为经验不足的用户提供了优势。此外，作者发现，分析即服务不能在不同的分析任务中提供相同的好处。也就是说，他们在监督分析任务中观察到更好的性能。此外，这项研究表明，新手之间存在显着差异。最重要的区别在于他们执行任务的方法。遵循更复杂（尽管结构化）的工作流程的新手的行为与专家相似，因此也表现更好。调查结果可以帮助经理制定有关业务用户和数据科学家的招聘和培训策略。此外，它可以指导管理人员发展企业范围的分析文化。最后，结果可以使供应商了解这些平台的设计和开发。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱：kefu@zhangqiaokeyan.com

京公网安备：11010802029741号 ICP备案号：京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有

  • 客服微信

  • 服务号