{"title":"Information Needs and Data Harmonization-Two Sides of the Same Coin?","authors":"A J Million, Jenny Bossaller, Sanja Gidakovic","doi":"10.5334/dsj-2025-030","DOIUrl":null,"url":null,"abstract":"<p><p>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.</p>","PeriodicalId":35375,"journal":{"name":"Data Science Journal","volume":"24 ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13451041/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Data Science Journal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5334/dsj-2025-030","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/10/31 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"Computer Science","Score":null,"Total":0}
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.
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.