Information Needs and Data Harmonization-Two Sides of the Same Coin?

Q2 Computer Science
Data Science Journal Pub Date : 2025-01-01 Epub Date: 2025-10-31 DOI:10.5334/dsj-2025-030
A J Million, Jenny Bossaller, Sanja Gidakovic
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引用次数: 0

Abstract

This article reports on a quality improvement project aimed at supporting the Community Firearm Violence Prevention (CFVP) network at the University of Michigan in the U.S. We examine the information and data needs of researchers in public health, medicine, and criminal justice. Semi-structured interviews with CFVP affiliates and researchers confirm the existence of significant limitations in existing datasets and resources to conduct firearm-violence prevention research. Study participants discussed (1) the infrastructure and research support that would improve their productivity; (2) benefits of using and combining datasets, (3) challenges when accessing data, and (4) data collection and harmonization strategies that increase research impact. We present findings highlighting data-related challenges in this space that concern researchers, data scientists, and policymakers. We conclude that researchers' information needs and data harmonization initiatives are interrelated phenomena. Our observation carries implications for large-scale data harmonization efforts in the social and behavioral sciences.

信息需求和数据协调——同一枚硬币的两面?
本文报道了一项旨在支持美国密歇根大学社区枪支暴力预防(CFVP)网络的质量改进项目。我们研究了公共卫生、医学和刑事司法领域研究人员的信息和数据需求。与CFVP附属机构和研究人员进行的半结构化访谈证实,现有数据集和资源在进行枪支暴力预防研究方面存在重大局限性。研究参与者讨论了(1)提高生产力的基础设施和研究支持;(2)使用和组合数据集的好处;(3)访问数据时的挑战;(4)提高研究影响的数据收集和协调策略。我们的研究结果突出了这一领域中与数据相关的挑战,这些挑战与研究人员、数据科学家和政策制定者有关。研究人员的信息需求与数据协调是相互关联的现象。我们的观察对社会和行为科学的大规模数据协调工作具有启示意义。
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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来源期刊
Data Science Journal
Data Science Journal Computer Science-Computer Science (miscellaneous)
CiteScore
5.40
自引率
0.00%
发文量
17
审稿时长
10 weeks
期刊介绍: The Data Science Journal is a peer-reviewed electronic journal publishing papers on the management of data and databases in Science and Technology. Details can be found in the prospectus. The scope of the journal includes descriptions of data systems, their publication on the internet, applications and legal issues. All of the Sciences are covered, including the Physical Sciences, Engineering, the Geosciences and the Biosciences, along with Agriculture and the Medical Science. The journal publishes papers about data and data systems; it does not publish data or data compilations. However it may publish papers about methods of data compilation or analysis.
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