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AI tools are increasingly deployed in community contexts. However, datasets used to evaluate AI are typically created by developers and annotators outside a given community, which can yield misleading conclusions about AI performance. How…

Human-Computer Interaction · Computer Science 2024-02-23 Tzu-Sheng Kuo , Aaron Halfaker , Zirui Cheng , Jiwoo Kim , Meng-Hsin Wu , Tongshuang Wu , Kenneth Holstein , Haiyi Zhu

Publicly available data from open sources (e.g., United States Census Bureau (Census), World Health Organization (WHO), Intergovernmental Panel on Climate Change (IPCC)) are vital resources for policy makers, students and researchers across…

This study explores the shift from community networks (CNs) to community data in rural areas, focusing on combining data pools and data cooperatives to achieve data justice and foster and a just AI ecosystem. With 2.7 billion people still…

Computers and Society · Computer Science 2025-03-11 Jean Louis Fendji Kedieng Ebongue

Our analysis of recent AI4H publications reveals that, despite a trend toward utilizing open datasets and sharing modeling code, 74% of AI4H papers still rely on private datasets or do not share their code. This is especially concerning in…

Computers and Society · Computer Science 2026-03-05 John Wu , Zhenbang Wu , Jimeng Sun

This chapter provides a summarized, critical and analytical point of view of the data-centric solutions that are currently applied for addressing urban problems in cities. These solutions lead to the use of urban computing techniques to…

Information and communication technologies are permeating all aspects of industrial and manufacturing systems, expediting the generation of large volumes of industrial data. This article surveys the recent literature on data management as…

Networking and Internet Architecture · Computer Science 2019-08-02 Theofanis P. Raptis , Andrea Passarella , Marco Conti

There are many initiatives of transparency reported in the access and use of government open data for different purposes. This practice reveals an important requirement to accomplish the participatory governance. The literature has reported…

Computers and Society · Computer Science 2021-03-02 Rafael Antônio Lima Cardoso , Glauco de Figueiredo Carneiro , José Euclimar Xavier de Menezes

Open data are held to contribute to a wide variety of social and political goals, including strengthening transparency, public participation and democratic accountability, promoting economic growth and innovation, and enabling greater…

Computers and Society · Computer Science 2025-12-08 Frederik Zuiderveen Borgesius , Jonathan Gray , Mireille van Eechoud

California is challenged by its worst drought in 600 years and faces future water uncertainty. Pioneering new data infrastructure to integrate water use data across California's more than a thousand water providers will support water…

Computers and Society · Computer Science 2016-09-29 Patrick Atwater , Christopher Tull , Eric Schmitt , Joone Lopez , Drew Atwater , Varun Adibhatla

Data curation is a field with origins in librarianship and archives, whose scholarship and thinking on data issues go back centuries, if not millennia. The field of machine learning is increasingly observing the importance of data curation…

Computers and Society · Computer Science 2025-01-06 Eshta Bhardwaj , Harshit Gujral , Siyi Wu , Ciara Zogheib , Tegan Maharaj , Christoph Becker

City governments in the United States are increasingly pressured to adopt emerging technologies. Yet, these systems often risk biased and disparate outcomes. Scholars studying public sector technology design have converged on the need to…

Computers and Society · Computer Science 2025-05-29 Angie Zhang , Madison Liao , Elizaveta , Kravchenko , Marshanah Taylor , Angela Haddad , Chandra Bhat , S. Craig Watkins , Min Kyung Lee

Open-source data and tools are lauded as essential for replicable and usable social science, though little is known about their use in resource constrained human service provision. This paper examines the challenges and opportunities of…

Computers and Society · Computer Science 2025-12-16 Maria Y. Rodriguez , Ehren Dohler , Jon Phillips , Melissa Villodas , Voltaire Vegara , Kenny Joseph , Amy Wilson

Increasingly common open data and open application programming interfaces (APIs) together with the progress of data science -- such as artificial intelligence (AI) and especially machine learning (ML) -- create opportunities to build novel…

Software Engineering · Computer Science 2021-03-15 Juha-Pekka Joutsenlahti , Timo Lehtonen , Mikko Raatikainen , Elina Kettunen , Tommi Mikkonen

It is becoming common to archive research datasets that are not only large but also numerous. In addition, their corresponding metadata and the software required to analyse or display them need to be archived. Yet the manual curation of…

Digital Libraries · Computer Science 2011-08-24 Daniel Lemire , Andre Vellino

Software systems are increasingly depending on data, particularly with the rising use of machine learning, and developers are looking for new sources of data. Open Data Ecosystems (ODE) is an emerging concept for data sharing under public…

Software Engineering · Computer Science 2021-09-06 Per Runeson , Thomas Olsson , Johan Linåker

Data quality is paramount in today's data-driven world, especially in the era of generative AI. Dirty data with errors and inconsistencies usually leads to flawed insights, unreliable decision-making, and biased or low-quality outputs from…

Databases · Computer Science 2025-04-01 Wei Ni , Xiaoye Miao , Xiangyu Zhao , Yangyang Wu , Jianwei Yin

Rapidly evolving technology, data and analytic landscapes are permeating many fields and professions. In public health, the need for data science skills including data literacy is particularly prominent given both the potential of novel…

Computers and Society · Computer Science 2022-08-09 Nicholas Mirin , Heather Mattie , Latifa Jackson , Zainab Samad , Rumi Chunara

Social media platforms have empowered the democratization of the pulse of people in the modern era. Due to its immense popularity and high usage, data published on social media sites (e.g., Twitter, Facebook and Tumblr) is a rich ocean of…

Social and Information Networks · Computer Science 2020-02-24 Kushal Vaghani

Various stakeholders, such as researchers, government agencies, businesses, and research laboratories require a large volume of reliable scientific research outcomes including research articles and patent data to support their work. These…

Databases · Computer Science 2024-10-01 Xinran Wu , Hui Zou , Yidan Xing , Jingjing Qu , Qiongxiu Li , Renxia Xue , Xiaoming Fu

Open government and open (government) data are seen as tools to create new opportunities, eliminate or at least reduce information inequalities and improve public services. More than a decade of these efforts has provided much experience,…