为什么人工智能不是数据工作者的万能药? 关于人类-人工智能在数据讲故事中的合作的采访研究
IEEE transactions on visualization and computer graphics
|March 17, 2025
概括
数据工作者希望人工智能为数据讲故事提供协作,在规划,实施和沟通阶段寻求特定的角色和自动化水平. 这项研究指导了未来的人工智能工具的开发,以加强数据洞察力沟通.
科学领域:
- 人与计算机的交互
- 数据科学数据科学数据科学
- 人工智能的人工智能
背景情况:
- 数据讲故事对数据工作者至关重要,有助于团队协作和公众沟通.
- 创建引人注目的数据故事需要在概述和造型等任务中付出大量努力.
- 现有的关于人工智能在数据叙事中的研究往往侧重于孤立的任务,而不是整体的协作偏好.
研究的目的:
- 探索数据工作者在数据讲故事中对人类-人工智能合作的偏好.
- 了解整个数据讲故事工作流程中对人工智能角色和自动化水平的期望.
- 确定数据工作者设计有效的人工智能数据讲故事工具的需求.
主要方法:
- 对18名数据工作者进行了采访研究.
- 探索了跨规划,实施和沟通阶段的合作偏好.
- 分析了定性数据,以对AI角色和自动化期望进行分类.
主要成果:
- 制定了一个框架,概述了人工智能合作者在数据讲故事中的预期角色.
- 分类数据员工对各种任务的自动化水平的期望.
- 确定了推动这些预期的根本原因和偏好.
结论:
- 人与人工智能在数据讲故事中的合作是理想的,对人工智能角色和自动化有特定的偏好.
- 结果为设计未来的AI工具提供了有价值的见解,这些工具是根据数据工作者的需求量身定制的.
- 这项研究弥合了理解数据讲故事过程中整体的人类-人工智能协作的差距.
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