开发一种用于数据探索的设计查询方法

IxD&A Pub Date : 2020-08-20 DOI:10.55612/s-5002-045-008
P. Kun, I. Mulder, Gerd Kortuem
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引用次数: 2

摘要

传感器数据或社交媒体数据等大规模数据集的可用性越来越高,数据科学工具的可访问性越来越高,为设计创造了独特的机会。然而,数据科学实践和设计方法之间的关系仍然不发达。在本文中,我们提出数据探索活动可以有效地嵌入到更广泛的设计探究框架中,并定义了一种新的设计方法,即设计的数据探索,以支持有系统的设计师式数据探索。该设计方法解决了新手的学习曲线,并支持通过程序和精心策划的工具开发数据探索探究思维。经验评价强调了对产生值得额外技术努力的勘探结果的支持。我们通过在设计方法论文献中定位发现和激励设计探究的数据探索原则来结束论文。这些原则敦促承认数据收集中的偏见,花时间处理数据,使用可视化作为达到目的的手段,设计师是数据收集的一部分。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Developing a Design Inquiry Method for Data Exploration
The increasing availability of large-scale datasets such as sensor data or social media data and increasingly accessible data science tools create unique opportunities for design. However, the relationship between data science practices and design methods is still underdeveloped. In this paper, we propose that data exploration activities can be effectively embedded within a broader design inquiry framework and define a new design method, coined Data Exploration for Design, to support methodical designerly data exploration. The design method addresses the novice’s learning curve and supporting developing a data exploration inquiry mindset with procedures and curated tools. The empirical evaluation highlights support for producing exploration outcomes that are worth the additional technical effort. We close the paper by positioning the findings in design methodology literature and motivating data exploration principles for design inquiry.The principles urge to acknowledge biases in data collection, spending time with the data, using visualizations as a means-to-an-end, and designers being part of the data collection.
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