论文标题
数据策划的工艺和协调:使数据科学的“工作流程”视图复杂化
The craft and coordination of data curation: complicating "workflow" views of data science
论文作者
论文摘要
数据策划是使数据集拟合且可存档的过程。这对于数据密集型科学至关重要,因为它使复杂的数据管道成为可能,使研究可再现并使数据(重新)可用。然而,经常被忽视或轻描淡写的动手,技术和智力工作的复杂性。掩盖数据策划的工作不仅使数据策展人的劳动和贡献变得不可见;这也使得弄清策展人的工作对以后的可用性,可靠性和可重复性的影响更加困难。为了更好地了解数据策展的特定工作 - 从而探讨了展示策展人影响的方式 - 我们在大型社会科学数据存储库(政治和社会研究联盟(ICPSR))的大型社会科学数据存储库中进行了仔细检查。我们问,ICPSR的策展工作需要什么?在不同的利益相关者和不同情况下,哪些工作或多或少可见?而且,整个组织的策展工作如何协调?我们从JIRA门票中的访谈和策展记录中对数据策划进行三角陈述,以开发有关策展工作的丰富详细说明。我们发现策展人描述了执行其工作所需的许多手工艺实践,这违反了许多生命周期或工作流模型所隐含的事件序列。此外,我们展示了最佳实践和手工艺实践如何深入交织在一起。
Data curation is the process of making a dataset fit-for-use and archiveable. It is critical to data-intensive science because it makes complex data pipelines possible, makes studies reproducible, and makes data (re)usable. Yet the complexities of the hands-on, technical and intellectual work of data curation is frequently overlooked or downplayed. Obscuring the work of data curation not only renders the labor and contributions of the data curators invisible; it also makes it harder to tease out the impact curators' work has on the later usability, reliability, and reproducibility of data. To better understand the specific work of data curation -- and thereby, explore ways of showing curators' impact -- we conducted a close examination of data curation at a large social science data repository, the Inter-university Consortium of Political and Social Research (ICPSR). We asked, What does curatorial work entail at ICPSR, and what work is more or less visible to different stakeholders and in different contexts? And, how is that curatorial work coordinated across the organization? We triangulate accounts of data curation from interviews and records of curation in Jira tickets to develop a rich and detailed account of curatorial work. We find that curators describe a number of craft practices needed to perform their work, which defies the rote sequence of events implied by many lifecycle or workflow models. Further, we show how best practices and craft practices are deeply intertwined.