Updating the DCC Curation Lifecycle Model

Sayeed Choudhury, Caihong Huang, C. Palmer
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引用次数: 3

Abstract

The DCC Curation Lifecycle Model has played a vital role in the field of data curation for over a decade. During that time, the scale and complexity of data have changed dramatically, along with the contexts of data production and use. This paper reports on a study examining factors impacting data curation practices and presents recommendations for updating the DCC Curation Lifecycle Model. The study was grounded in a review of other lifecycle models and informed by a site visit to the Digital Curation Centre and consultation with expert practitioners and researchers. Framed by contemporary conditions impacting the conduct of research and provision of data services, the analysis and proposed recommendations account for the prominence of machine-actionable data, the importance of machine learning for data processing and analytics, growth of integrated research workflows, and escalating concerns with fairness, accountability, and transparency of data and algorithms.
更新DCC策展生命周期模型
十多年来,DCC管理生命周期模型在数据管理领域发挥了至关重要的作用。在此期间,数据的规模和复杂性发生了巨大变化,数据生产和使用的背景也发生了变化。本文报告了一项研究,研究了影响数据管理实践的因素,并提出了更新DCC管理生命周期模型的建议。该研究基于对其他生命周期模型的回顾,并通过对数字管理中心的实地访问以及与专家从业者和研究人员的咨询获得了信息。在影响研究行为和数据服务提供的当代条件的框架下,分析和提出的建议说明了机器可操作数据的突出性,机器学习对数据处理和分析的重要性,集成研究工作流程的增长,以及对数据和算法的公平性,问责制和透明度的日益关注。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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