Bringing Interdisciplinary Data Science Education Challenges into the Classroom

Authors: Zofia Bednarowska-Michaiel, Emma Uprichard

Source: Journal of Statistics and Data Science Education, Pp 1-29 (2025)
Journal of Statistics and Data Science Education, vol ahead-of-print, iss ahead-of

Subject Terms: Data science ethics, Education Systems, LC8-6691, Data science education, Statistics & Probability, Curriculum and pedagogy, Data Science, Statistics, Computational affordance, Interdisciplinarity, Special aspects of education, QA273-280, Education, Quality Education, Decolonization, Data science challenges, Probabilities. Mathematical statistics, Curriculum and Pedagogy

File Description: application/pdf

Access URL: https://doaj.org/article/2519b587efb347069021619497309d72
https://escholarship.org/content/qt82d9v3s3/qt82d9v3s3.pdf
https://escholarship.org/uc/item/82d9v3s3

Bibliometric Analysis of Machine Learning Ethics

Authors: Sekwatlakwatla, Sello Prince, Malele, Vusumuzi

Source: 2023 First International Conference on the Advancements of Artificial Intelligence in African Context (AAIAC) Advancements of Artificial Intelligence in African Context (AAIAC), 2023 First International Conference on the. :1-6 Nov, 2023

Relation: 2023 First International Conference on the Advancements of Artificial Intelligence in African Context (AAIAC)

The ethical wisdom of AI developers

Authors: Griffin, Tricia A.^{Aff1, IDs4368102400458x_cor1}, Green, Brian P., Welie, Jos V.M.^{Aff3, Aff4}

Source: AI and Ethics. 5(2):1087-1097

Identifying Characteristics of Reflection Triggers in Data Science Ethics Education

Authors: Linke, Diane, Müller-Birn, Claudia

Source: Proceedings of Mensch und Computer 2024. :466-473

Availability: http://dl.acm.org/doi/10.1145/3670653.3677486

EDI Town Hall Meeting - March 2025 - Presentations and Programme

Authors: Ethical Data Initiative, Research on Research Institute (RoRI), Harvard Data Science Review, MIRAI, Research Data Alliance, UNESCO Chair on Diversity and Inclusion in Global Science, Data Solidarity Project

Subject Terms: Data Management/ethics, Data Science/ethics, Data Curation/ethics, Privacy, Artificial Intelligence, Teaching/ethics, open science, Diversity, Equity, Inclusion

Relation: https://zenodo.org/communities/ethicaldata/; https://zenodo.org/records/15174049; oai:zenodo.org:15174049; https://doi.org/10.5281/zenodo.15174049

Availability: https://doi.org/10.5281/zenodo.15174049
https://zenodo.org/records/15174049

PreCoF: counterfactual explanations for fairness

Authors: Goethals, Sofie^{Aff1, IDs10994023063198_cor1}, Martens, David, Calders, Toon

Source: Machine Learning. 113(5):3111-3142

The ethical agency of AI developers

Authors: Griffin, Tricia A.^{Aff1, IDs43681022002563_cor1}, Green, Brian Patrick, Welie, Jos V. M.^{Aff1, Aff3}

Source: AI and Ethics. :1-10

MINKA Citation Guidelines

Authors: Soacha, Karen, orcid:0000-0002-4287-

Contributors: Berta, Companys, Lydia, Chaparro, Sonia, Liñán, Marina, Torres, Jaume, Piera, Xavier, Salvador

Subject Terms: Data Science/ethics, Data Science/standards, Citizen Science, Citizen Science/ethics, data governance, data provenance, data ethics

Relation: https://zenodo.org/communities/arsinoe_eu_project/; https://zenodo.org/communities/aneris/; https://zenodo.org/communities/europeancitizenscienceproject/; https://zenodo.org/communities/h2020-minke/; https://zenodo.org/communities/he-probleu/; https://zenodo.org/communities/eu/; https://zenodo.org/communities/embimos/; https://zenodo.org/records/14647613; oai:zenodo.org:14647613; https://doi.org/10.5281/zenodo.14647613

Availability: https://doi.org/10.5281/zenodo.14647613
https://zenodo.org/records/14647613

Five ethical principles data science students need to consider when creating infographics

Authors: Khan, Salma Banu Nazeer, Richards, Deborah, Bilgin, Ayse, Formosa, Paul

Source: Khan , S B N , Richards , D , Bilgin , A & Formosa , P 2024 , Five ethical principles data science students need to consider when creating infographics . in AMCIS 2024 proceedings . Association for Information Systems , Online , pp. 1-10 , Americas Conference on Information Systems 2024 , Salt Lake City , Utah , United States , 15/08/24 . < https://aisel.aisnet.org/amcis2024/dsa/dsa/19/ >

Subject Terms: Data science ethics, ethical principles, infographics, data visualisation, ethics

Relation: urn:ISBN:9781958200117

Availability: https://researchers.mq.edu.au/en/publications/99d3dc78-f7b8-4bdd-b66d-081b8cf2d7e8
http://www.scopus.com/inward/record.url?scp=85213047280&partnerID=8YFLogxK
https://aisel.aisnet.org/amcis2024/dsa/dsa/19/

Educating students about the ethical principles underlying the interpretation of infographics

Authors: Nazeer Khan, Salma Banu, Bilgin, Ayse Aysin, Richards, Deborah, Formosa, Paul

Source: Nazeer Khan , S B , Bilgin , A A , Richards , D & Formosa , P 2024 , ' Educating students about the ethical principles underlying the interpretation of infographics ' , Teaching Statistics , vol. 46 , no. 2 , pp. 69-94 . https://doi.org/10.1111/test.12362

Subject Terms: data science ethics, data visualisation, ethical AI, ethics, infographics, statistics education, teaching statistics

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Availability: https://researchers.mq.edu.au/en/publications/a06026f2-8b8f-47bf-9b83-1e1e07e525ef
https://doi.org/10.1111/test.12362
https://research-management.mq.edu.au/ws/files/431062679/316401905.pdf
http://www.scopus.com/inward/record.url?scp=85181230437&partnerID=8YFLogxK

Ethical awareness training for ethical decision-making by future producers of infographic data visualisations

Authors: Khan, Salma Banu Nazeer, Richards, Deborah, Bilgin, Ayse Aysin, Formosa, Paul

Source: Khan , S B N , Richards , D , Bilgin , A A & Formosa , P 2024 , Ethical awareness training for ethical decision-making by future producers of infographic data visualisations . in ACIS 2024 proceedings . Association for Information Systems , Atlanta, US , pp. 1-15 , Australasian Conference on Information Systems 2024 , Canberra , Australian Capital Territory , Australia , 4/12/24 . < https://aisel.aisnet.org/acis2024/40/ >

Subject Terms: data science ethics, AI4People ethical principles, higher education, Infographics, data visualisation

File Description: application/pdf

Availability: https://researchers.mq.edu.au/en/publications/2e25a892-15dc-496a-9e41-37aaf2231b03
https://research-management.mq.edu.au/ws/files/400605393/400361795.pdf
https://aisel.aisnet.org/acis2024/40/

ARIEL: Advanced Reinforcement Incentives & Emotions based Learning

Authors: Jason Langhorne, Mesiah Bishop

Subject Terms: Machine Learning/ethics, Artificial intelligence, Robotics/instrumentation, Artificial Intelligence/legislation & jurisprudence, Artificial Intelligence/statistics & numerical data, Swarm robotics, Quantum Dots/classification, Data Science/economics, Artificial Intelligence/standards, Robotics/economics, Probiotics/history, Unsupervised Machine Learning/classification, Data science, Machine Learning, Robotics/trends, Deep Learning/supply & distribution, Supervised Machine Learning/economics, Data Science/methods, Robotics/organization & administration, Deep Learning/economics, Machine Learning/standards, Robotics/methods, Artificial Intelligence/ethics, Supervised Machine Learning/ethics, Machine Learning/supply & distribution, Robotics/legislation & jurisprudence, Materials Science/statistics & numerical data, Robotics, Deep Learning/standards, Cognitive Science/statistics & numerical data, Robotics/history, Supervised Machine Learning/classification, Machine Learning/trends, Unsupervised Machine Learning/ethics, Robotics/classification, Machine Learning/history, Artificial Intelligence/classification, Data Science/classification, Supervised Machine Learning, Robotics/standards, Data Science/instrumentation, Deep Learning/statistics & numerical data, Artificial Intelligence/economics, Supervised Machine Learning/trends, Unsupervised Machine Learning/history, Data Science/trends, Soft robotics, Data Science/legislation & jurisprudence, Deep Learning/legislation & jurisprudence, Data Science/organization & administration, Artificial Intelligence/history, Military Science/statistics & numerical data, Deep Learning, Artificial Intelligence, Supervised Machine Learning/standards, Robotics/ethics, Machine learning, Machine Learning/classification, Environmental Science/statistics & numerical data, Deep Learning/history, Robotics/education, Quantum Theory/history, Artificial Intelligence/trends, Science/statistics & numerical data, Deep Learning/classification, Machine Learning/legislation & jurisprudence, Data Science/education, Robotics/statistics & numerical data, Probiotics, Data Science, Data Science/history, Quantum computers, Robotic surgery, Deep learning, Artificial Intelligence/supply & distribution, Machine Learning/economics, Deep Learning/ethics, Information Science/statistics & numerical data, Data Science/ethics, Data Science/standards, Quantum Theory, Data Science/statistics & numerical data, Neural Networks, Computer, Unsupervised Machine Learning, Deep Learning/trends

The Study on Data Science: Ethics and Privacy

Authors: Anisha Godse, Akanksha Kulkarni

Subject Terms: Data science, Ethics, Utility, Algorithmic bias, Machine learning, 16. Peace & justice

EDI Data Clinics: Information and Template for Collaborative Partners

Authors: Ethical Data Initiative

Subject Terms: Data Science/ethics, Teaching/ethics, Teaching Materials

Relation: https://zenodo.org/communities/ethicaldata/; https://zenodo.org/records/15182264; oai:zenodo.org:15182264; https://doi.org/10.5281/zenodo.15182264

Availability: https://doi.org/10.5281/zenodo.15182264
https://zenodo.org/records/15182264

Exploring the Ethical Dimensions Surrounding Data and Data Economy

Authors: Fernández Valls, Mireia, Fugardo Cortada, Albert, Gallardo Quesada, David, García López, Laura, García Ochoa, Alba, Gete Alejandro, Pablo, Gozalbo Barriga, Carlota, Grifell i Plana, Marina, Palou Masmartí, Lluc, Jovés, Georgina, Torres, Laia, Viladecans, Jaume

Contributors: Vidal López, Eva María, Nadeu Camprubí, Climent, Domingo Pascual, Jordi

Subject Terms: Àrees temàtiques de la UPC::Informàtica, Data Science Ethics, Data & AI Ethics, Data Collection Ethics, Data Privacy Ethics, Data Profiling Ethics, Data Monetization Ethics

File Description: application/pdf

Relation: http://hdl.handle.net/2117/413601

Availability: http://hdl.handle.net/2117/413601

Towards an 'Ethics by Design' Methodology for AI Research Projects

Authors: d'Aquin, Mathieu, Troullinou, Pinelopi, O'Connor, Noel E., Cullen, Aindrias, Faller, Gráinne, Holden, Louise

Source: Proceedings of the 2018 AAAI/ACM Conference on AI, Ethics, and Society. :54-59

Availability: http://dl.acm.org/doi/10.1145/3278721.3278765

Empowering minds to nurture ethical awareness on infographic integrity among students and educators

Authors: Khan, Salma Banu Nazeer, Bilgin, Ayse Aysin, Richards, Deborah, Formosa, Paul

Contributors: Doosti, Hassan

Source: Khan , S B N , Bilgin , A A , Richards , D & Formosa , P 2024 , Empowering minds to nurture ethical awareness on infographic integrity among students and educators . in H Doosti (ed.) , Ethics in statistics : opportunities and challenges . UK , pp. 292-344 .

Subject Terms: Infographics and Ethics, Ethical principles, Data Science ethics, Data Visualisation and Ethics

Relation: urn:ISBN:9781871891652

Availability: https://researchers.mq.edu.au/en/publications/cffa6900-d90d-40ae-96dc-c9de1386ab8a
https://ethicspress.com/products/ethics-in-statistics

Exploring the Ethical Dimensions Surrounding Data and Data Economy

Authors: Fernández Valls, Mireia, Fugardo Cortada, Albert, Gallardo Quesada, David, García López, Laura, García Ochoa, Alba, Gete Alejandro, Pablo, Gozalbo Barriga, Carlota, Grifell i Plana, Marina, Palou Masmartí, Lluc, Jovés, Georgina, Torres, Laia, Viladecans, Jaume

Contributors: Vidal López, Eva María, Nadeu Camprubí, Climent, Domingo Pascual, Jordi

Subject Terms: Àrees temàtiques de la UPC::Informàtica, Data Science Ethics, Data & AI Ethics, Data Collection Ethics, Data Privacy Ethics, Data Profiling Ethics, Data Monetization Ethics

File Description: application/pdf

Relation: http://hdl.handle.net/2117/413601

Availability: http://hdl.handle.net/2117/413601

Building a collaborative guide to ethical data science

Authors: Carter, Laura, Sharan, Malvika

Subject Terms: Genetics, Evolutionary Biology, Developmental Biology, Marine Biology, Cancer, Science Policy, Infectious Diseases, Information Systems not elsewhere classified, data science Abstract Data scientists, Human Rights-centred Design, Laura Carter Laura, Malvika Sharan Malvika, data science ethics, Ethics Guide collaborators, Turing Way, source book project, Alan Turing Institute, Turing Way guide, edu, socio

Relation: https://doi.org/10.5281/zenodo.4742232

Availability: https://doi.org/10.5281/zenodo.4742232

Exploring the Ethical Dimensions Surrounding Data and Data Economy

Authors: Vidal López, Eva María, Nadeu Camprubí, Climent, Domingo Pascual, Jordi, Fernández Valls, Mireia, Fugardo Cortada, Albert, Gallardo Quesada, David, García López, Laura, García Ochoa, Alba, Gete Alejandro, Pablo, Gozalbo Barriga, Carlota, Grifell i Plana, Marina, Palou Masmartí, Lluc, Jovés, Georgina, Torres, Laia, Viladecans, Jaume

Index Terms: Àrees temàtiques de la UPC::Informàtica, Data Science Ethics, Data & AI Ethics, Data Collection Ethics, Data Privacy Ethics, Data Profiling Ethics, Data Monetization Ethics, Coursework

URL: http://hdl.handle.net/2117/413601