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Related papers: A Non-Expert's Introduction to Data Ethics for Mat…

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Modern society is permeated with computers, and the software that controls them can have latent, long-term, and immediate effects that reach far beyond the actual users of these systems. This places researchers in Computer Science and…

General Literature · Computer Science 2007-06-05 David R. Wright

Background. As artificial intelligence and AI-powered systems continue to grow, the role of data scientists has become essential in software development environments. Data scientists face challenges related to managing large volumes of data…

Software Engineering · Computer Science 2025-01-30 Matheus de Morais Leça , Ronnie de Souza Santos

Ethics, or moral philosophy, have existed throughout civil human history. Ethics can be described simplistically as the study of what is good and bad or good and evil. More relevant for contemporary societal discourses, are behavioural…

Computers and Society · Computer Science 2023-08-29 Rebekah Rousi , Ville Vakkuri

Data science is not a science. It is a research paradigm with an unfathomed scope, scale, complexity, and power for knowledge discovery that is not otherwise possible and can be beyond human reasoning. It is changing our world practically…

Artificial Intelligence · Computer Science 2023-07-25 Michael L. Brodie

The mathematisation of the socio-economic sphere, where mathematics actively constructs social reality, presents a challenge for studies on ethics in mathematics and its education. While existing scholarship on ethics in mathematics offers…

History and Overview · Mathematics 2025-10-28 Dennis Müller

This is a critical response to some arguments and general recommendations presented in a discussion paper Four Levels of Ethical Engagement [EiM Discussion Paper 1/2018 University of Cambridge Ethics in Mathematics Project,…

History and Overview · Mathematics 2025-12-16 Roman Kossak

Data science is an emerging interdisciplinary field that combines elements of mathematics, statistics, computer science, and knowledge in a particular application domain for the purpose of extracting meaningful information from the…

Other Statistics · Statistics 2015-03-20 Ben Baumer

Using the National Academies report, {\em Data Science for Undergraduates: Opportunities and Options}, we connect data science curricula to the more familiar pedagogy used by many mathematical scientists. We use their list of ``data acumen"…

Other Statistics · Statistics 2025-06-13 Johanna Hardin

Stewards of social science data face a fundamental tension. On one hand, they want to make their data accessible to as many researchers as possible to facilitate new discoveries. At the same time, they want to restrict access to their data…

Computers and Society · Computer Science 2020-05-26 Ian Lundberg , Arvind Narayanan , Karen Levy , Matthew J. Salganik

In an era of increasing dependence on data science and big data, the voices of one set of major stakeholders - the world's children and those who advocate on their behalf - have been largely absent. A recent paper estimates one in three…

Computers and Society · Computer Science 2017-10-20 Gabrielle Berman , Kerry Albright

Putting data into the public domain is not the same thing as making those data accessible for intelligent analysis. A distinguished group of editors and experts who were already engaged in one way or another with the issues inherent in…

The proliferation of vast quantities of available datasets that are large and complex in nature has challenged universities to keep up with the demand for graduates trained in both the statistical and the computational set of skills…

Other Statistics · Statistics 2020-08-04 Mine Çetinkaya-Rundel , Victoria Ellison

A growing number of students are completing undergraduate degrees in statistics and entering the workforce as data analysts. In these positions, they are expected to understand how to utilize databases and other data warehouses, scrape data…

Other Statistics · Statistics 2020-07-21 Johanna Hardin , Roger Hoerl , Nicholas J. Horton , Deborah Nolan

This article offers a short guide to the steps scientists can take to ensure that their data and associated analyses continue to be of value and to be recognized. In just the past few years, hundreds of scholarly papers and reports have…

Case studies are typically used to teach 'ethics', but in quantitative courses it can seem distracting, for both instructor and learner, to introduce a case analysis. Moreover, case analyses are typically focused on issues relating to…

Other Statistics · Statistics 2024-12-12 Rochelle E. Tractenberg , Suzanne Thorton

Machine behavior that is based on learning algorithms can be significantly influenced by the exposure to data of different qualities. Up to now, those qualities are solely measured in technical terms, but not in ethical ones, despite the…

Computers and Society · Computer Science 2021-09-29 Thilo Hagendorff

Digitalization efforts are rapidly spreading across societies, challenging new and important ethical issues that arise from technological development. Software developers, designers and managerial decision-makers are ever more expected to…

Software Engineering · Computer Science 2022-03-28 Niina Zuber , Severin Kacianka , Jan Gogoll

Respect for persons is a cornerstone value for any conception of research ethics--though how to best realize respect in practice is an ongoing question. In the late 19th and early 20th centuries, "informed consent" emerged as a particular…

Computers and Society · Computer Science 2016-09-13 Elaine Sedenberg , Anna Lauren Hoffmann

Data science education provides tremendous opportunities but remains inaccessible to many communities. Increasing the accessibility of data science to these communities not only benefits the individuals entering data science, but also…

Ethical questions are discussed regularly in computer security. Still, researchers in computer security lack clear guidance on how to make, document, and assess ethical decisions in research when what is morally right or acceptable is not…

Cryptography and Security · Computer Science 2025-09-12 Harshini Sri Ramulu , Helen Schmitt , Bogdan Rerich , Rachel Gonzalez Rodriguez , Tadayoshi Kohno , Yasemin Acar