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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

Ethical sensitivity, generally defined as a person's ability to recognize ethical issues and attribute importance to them, is considered to be a crucial competency in the life of professionals and academics and an essential prerequisite to…

Computers and Society · Computer Science 2024-05-07 Linda Battistuzzi , Lucrezia Grassi , Antonio Sgorbissa

There is wide agreement that ethical considerations are a valuable aspect of a data science curriculum, and to that end, many data science programs offer courses in data science ethics. There are not always, however, explicit connections…

Other Statistics · Statistics 2024-09-10 Sara Colando , Johanna Hardin

Embedding ethics modules within computer science courses has become a popular response to the growing recognition that CS programs need to better equip their students to navigate the ethical dimensions of computing technologies like AI,…

Bottom-up responsible innovation initiatives seek to empower technology development teams to engage in ethical reflection, yet such interventions frequently fail to achieve practitioner engagement. Why do some ethics interventions succeed…

Computers and Society · Computer Science 2026-04-14 Benjamin Lange , Geoff Keeling , Kyle Pedersen , Carmen Heringer , Susan B. Rubin , Ben Zevenbergen , Amanda McCroskery

Current ethical debates on the use of artificial intelligence (AI) in health care treat AI as a product of technology in three ways: First, by assessing risks and potential benefits of currently developed AI-enabled products with ethical…

Multiagent Systems · Computer Science 2023-05-02 Silke Schicktanz , Johannes Welsch , Mark Schweda , Andreas Hein , Jochem W. Rieger , Thomas Kirste

Workplace norms in computer science have received growing attention due to a series of recent ethical scandals. One type of response has been a push to improve the ethics education provided to computer science students. Evidence for the…

Computers and Society · Computer Science 2026-05-12 Mohamed Abdalla , Sahar Abdalla , Alicia Cappello , Kyrie Dowling , Danae Metaxa , David G. Widder , Catherine Stinson

As machine learning models are increasingly used for high-stakes decision making, scholars have sought to intervene to ensure that such models do not encode undesirable social and political values. However, little attention thus far has…

Machine Learning · Computer Science 2019-12-04 Ravit Dotan , Smitha Milli

Data sharing partnerships are increasingly an imperative for research institutions and, at the same time, a challenge for established models of data governance and ethical research oversight. We analyse four cases of data partnership…

Computers and Society · Computer Science 2023-01-31 Tsvetelina Hristova , Liam Magee , Emma Kearney

We present the motivation, design, outline, and lessons learned from an online course in scientific integrity, research ethics, and information ethics provided to over 2000 doctoral and engineering students in STEM fields, first at the…

Human-Computer Interaction · Computer Science 2022-04-07 Thomas Baudel

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

Large language models (LLMs) are increasingly deployed in domains requiring moral understanding, yet their reasoning often remains shallow, and misaligned with human reasoning. Unlike humans, whose moral reasoning integrates contextual…

Human-Computer Interaction · Computer Science 2025-06-19 Mohna Chakraborty , Lu Wang , David Jurgens

Teaching applied ethics in computer science has shifted from a perspective of teaching about professional codes of conduct and an emphasis on risk management towards a broader understanding of the impacts of computing on humanity and the…

Computers and Society · Computer Science 2025-02-18 Stacy A. Doore , Michelle Trim , Joycelyn Streator , Richard L. Blumenthal , Atri Rudra , Robert B. Schnabel

This 2024 chapter gives a brief overview of cognitive and educational sciences' perspectives on learning outcomes (LOs) to facilitate the integration of LOs specific to ethical reasoning into any mathematics or quantitative course. The…

History and Overview · Mathematics 2024-11-15 Rochelle E. Tractenberg

Context: Using student subjects in empirical studies has been discussed extensively from a methodological perspective in Software Engineering (SE), but there is a lack of similar discussion surrounding ethical aspects of doing so. As…

Software Engineering · Computer Science 2021-03-16 Grischa Liebel , Shalini Chakraborty

A broad current application of algorithms is in formal and quantitative measures of murky concepts -- like merit -- to make decisions. When people strategically respond to these sorts of evaluations in order to gain favorable decision…

Computers and Society · Computer Science 2023-10-06 Benjamin Laufer , Jon Kleinberg , Karen Levy , Helen Nissenbaum

The ability to make decisions based on data, with its inherent uncertainties and variability, is a complex and vital skill in the modern world. The need for such quantitative critical thinking occurs in many different contexts, and while it…

Physics Education · Physics 2015-08-21 N. G. Holmes , Carl E. Wieman , D. A. Bonn

In the past few years, calls for integrating ethics modules in engineering curricula have multiplied. Despite this positive trend, a number of issues with these embedded programs remains. First, learning goals are underspecified. A second…

Computers and Society · Computer Science 2024-02-06 Avigail Ferdman , Emanuele Ratti

With language technology increasingly affecting individuals' lives, many recent works have investigated the ethical aspects of NLP. Among other topics, researchers focused on the notion of morality, investigating, for example, which moral…

Computation and Language · Computer Science 2023-10-24 Karina Vida , Judith Simon , Anne Lauscher

Moral cognition is a crucial yet underexplored aspect of decision-making in AI models. Regardless of the application domain, it should be a consideration that allows for ethically aligned decision-making. This paper presents a multifaceted…

Computers and Society · Computer Science 2026-02-17 Aisha Aijaz , Raghava Mutharaju , Manohar Kumar
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