User interaction (UI) logs are high-resolution event logs that record low-level activities performed by a user during the execution of a task in an information system. Each event in a UI log corresponds to a single interaction between the user and the interface, such as clicking a button or entering a string into a text field. UI logs are used for purposes like task mining or robotic process automation (RPA), but each study and tool relies on a different conceptualization and implementation of the elements and attributes that constitute user interactions. This lack of standardization makes it difficult to integrate UI logs from different sources and to combine tools for UI data collection with downstream analytics or automation solutions. To address this, we propose a universally applicable reference data model for process-related UI logs. Based on a review of scientific literature and industry solutions, this model includes the core attributes of UI logs, but remains flexible with regard to the scope, level of abstraction, and case notion. We provide an implementation of the model as an extension to the XES interchange standard for event logs and demonstrate its practical applicability in a real-life RPA scenario.
翻译:用户互动日志(UI) 用户互动日志是记录用户在信息系统中执行任务期间开展的低水平活动的高分辨率事件日志。在用户与界面之间,每个UI日志都对应一个单一的相互作用,如点击按钮或将字符串输入文本字段。用户互动日志用于任务采矿或机器人程序自动化等目的,但每项研究和工具都依赖于构成用户互动的要素和属性的不同概念化和实施。由于缺乏标准化,因此难以将不同来源的用户的UI日志与下游分析或自动化解决方案相结合。为此,我们提议了一个通用的与流程相关的UI日志参考数据模型。根据对科学文献和行业解决方案的审查,这一模型包括UI日志的核心属性,但在范围、抽象程度和案例概念方面仍然保持灵活。我们提供该模型的实施,作为事件日志XES交换标准的扩展,并展示其在真实的 RPA情景中的实际适用性。