Accenture. (2016). Building digital trust: The role of data ethics in the digital age (p. 12). Accenture.
Access Now. (2018). Human Rights in the Age of Artificial Intelligence.
Ackerman, E. (2019, November 10). My Fight With a Sidewalk Robot. CityLab.
Adobe Experience Cloud Team. (2020, January 23). Artificial Intelligence Unlocks The True Power Of Analytics.
Alan Faisandier, Ray Madachy, & Rick Adcock. (2019, October 28). System Analysis—SEBoK. Guide to the Systems Engineering Body of Knowledge [SEBoK].
Alankar Karpe. (2015, August 3). Being Ethical is Profitable. Project Management Institute [PMI].
Aldcroft, A. (2012, July 13). Measuring the Four Principles of Beauchamp and Childress. BMC Series Blog.
Allstate. (n.d.). Drivewise Overview | Allstate Insurance Canada. Allstate. Retrieved April 19, 2020, from
Almohammadi, K., Hagras, H., Alghazzawi, D., & Aldabbagh, G. (2012). A Survey of Artificial Intelligence Techniques Employed For Adaptive Educational Systems Within E-Learning Platforms. Journal of Artificial Intelligence and Soft Computing Research, 7(1), 47–64.
Altexsoft. (2019, April 24). Dynamic Pricing Explained: Machine Learning in Revenue Management and Pricing Optimization. Altexsoft Weblog.
Ameen, N. (2019, April 15). What robots and AI may mean for university lecturers and students. The Conversation.
Amigud, A., Arnedo-Moreno, J., Daradoumis, T., & Guerrero-Roldan, and A.-E. (2019). Using Learning Analytics for Preserving Academic Integrity. The International Review of Research in Open and Distributed Learning, 18(5).
Anagnostopoulou, P., Alexandropoulou, V., Lorentzou, G., Lykothanasi, A., Ntaountaki, P., & Drigas, A. (2020). Artificial Intelligence in Autism Assessment. International Journal of Emerging Technologies in Learning (IJET), 15(06), 95–107.
Anderson, R. E., Johnson, D. G., Donald Gotterbarn, & Judith Perrolle. (1993). Using the New ACM Code of Ethics in Decision Making. Communications of the ACM, 36(2), 98–107.
Andrejevic, M., & Selwyn, N. (2019). Facial recognition technology in schools: Critical questions and concerns. Learning, Media and Technology, 1–14.
Andresi, M. (2019, February 25). Expert Interview: The Covenant of Quiet Enjoyment Explained. RENTCafé.Com.
Ansolabehere, S. D., & Iyengar, S. (1994). Of Horseshoes and Horse Races: Experimental Studies of the Impact of Poll Results on Electoral Behavior. Political Communication, 4(11), 413–430.
Aristotle. (2014). Nicomachean Ethics. http
Armstrong, K., & Sheckler, C. (2019, December 7). Why Are Cops Around the World Using This Outlandish Mind-Reading Tool? Pro Publica.
Arthur, R. (2016, March 9). We Now Have Algorithms To Predict Police Misconduct. FiveThirtyEight.
Association for Computing Machinery [ACM]. (n.d.). ACM Code of Ethics and Professional Conduct. Association for Computing Machinery. Retrieved April 21, 2020, from
Association of Information Technology Professionals [AITP]. (2017, July 11). Ethics , Code of Conduct & Conflict of Interest. Wayback Machine.
Athabasca University [AU]. (2020). Computer Science (COMP) 361—Systems Analysis and Design (Revision 8). Courses, Athabasca University.
Azad-Manjiri, M. (2014). A New Architecture for Making Moral Agents Based on C4.5 Decision Tree Algorithm. International Journal of Information Technology and Computer Science, 6, 60–67.
Bagley, C. E. (2003, February). The Ethical Leader’s Decision Tree.
Bannan, K. J. (2019, April). Georgia State Tackles Racial Disparities with Data-Driven Academic Support. Ed Tech Magazine.
Barneveld, A. van, Arnold, K., & Campbell, J. (2012). Analytics in Higher Education: Establishing a Common Language (EDUCAUSE Learning Initiative (ELI) Collection(s): ELI Papers and Reports). EDUCAUSE.
Baron Cohen, S. (2019, November 21). Keynote Address at ADL’s 2019 Never Is Now Summit on Anti-Semitism and Hate.
Barron, B. (2018, April 10). AI and WordPress: How Artificial Intelligence Can Help Your Website. WPExplorer.
Barshay, J., & Aslanian, S. (2019, August 6). Colleges are using big data to track students in an effort to boost graduation rates, but it comes at a cost. The Hechinger Report.
Beard, A. (2020, March 19). Can computers ever replace the classroom? The Guardian.
Beer, J. M., Fisk, A. D., & Rogers, W. A. (2019). Toward a framework for levels of robot autonomy in human-robot interaction. Journal of Human-Robot Interaction, 3(2), 74–99.
Behavior Analyst Certification Board [BACB]. (2014). Professional and Ethical Compliance Code for Behavior Analysts (p. 24). Behavior Analyst Certification Board [BACB].
Bell, E. (2020, January 12). Facebook’s refusal to fact-check political ads is reckless. The Guardian, January 12.
Benkler, Y. (2006). The Wealth of Networks: How Social Production Transforms Markets and Freedom.
Berkeley Online Advising [BOA]: A Cohort-Based Student Success & Learning Analytics Platform | Research, Teaching, and Learning. (n.d.). Retrieved March 4, 2020, from
Beschizza, R. (2019, November 11). Ethnicity detection camera. BoingBoing.
Betsy Foresman. (2020, May 4). AI can help higher ed, but biased data can harm, warns data scientist. EdScoop.
Bodle, R. (2013). The Ethics of Online Anonymity or Zuckerberg vs “Moot”“. Computers and Society, 43(1), 23–35.
Bossmann, J. (2016, October 21). Top 9 ethical issues in artificial intelligence. World Economic Forum.
Bostrom, N., & Yudkowsky, E. (2014). The ethics of artificial intelligence. In K. Frankish & W. M. Ramsey (Eds.), The Cambridge Handbook of Artificial Intelligence (pp. 316–334). Cambridge University Press; Cambridge Core.
Boulton, C. (2019, August 29). 6 data analytics success stories: An inside look. CIO Magazine.
Bowker, G. C., & Star, S. L. (2019). Sorting Things Out: Classification and Its Consequences. MIT Press.
Boyd, K. (2019). The concise argument: Consistency and moral uncertainty. Journal of Medical Ethics, 45(7), 423–424.
Boyer, A., & Bonnin, G. (2019). Higher Education and the Revolution of Learning Analytics (International Council For Open And Distance Education).
Bozdag, E., & Timmermans, J. (2011). Values in the filter bubble: Ethics of Personalization Algorithms in Cloud Computing. 6–15.
Brandom, R. (2018, May 16). New Toronto Declaration calls on algorithms to respect human rights. The Verge, 2018.
Brandon, S., Arthur, J., Ray, D., Meissner, C., Kleinman, S., Russano, M., & Wells, S. (2019). The High-Value Detainee Interrogation Group (HIG): Inception, evolution, and impact. In S. C. Harvey & M. A. Staal (Eds.), Operational psychology: A new field to support national security and public safety (pp. 263–285). Praeger.
Bresnick, J. (2017, June 7). Artificial Intelligence Could Take Over Surgical Jobs by 2053. Health IT Analytics.
Bresnick, J. (2018a, June 28). Artificial Intelligence Tool Passes UK Medical Diagnostics Exam. Health IT Analytics.
Bresnick, J. (2018b, September 17). Arguing the Pros and Cons of Artificial Intelligence in Healthcare. Health IT Analytics.
Brodsky, A., Shao, G., Krishnamoorthy, M., Narayanan, A., Menascé, D., & Ak, R. (2015). Analysis and Optimization in Smart Manufacturing based on a Reusable Knowledge Base for Process Performance Models. 1418–1427.
Brown, R. (2017, November 1). People program AI, so what happens when they get hacked? Create.
Cadwalladr, C., & Graham-Harrison, E. (2018, March 17). Revealed: 50 million Facebook profiles harvested for Cambridge Analytica in major data breach. The Guardian.
Campbell, J., DeBlois, P., & Oblinger, D. (2007, August). Academic Analytics: A New Tool for a New Era. EDUCAUSE Review, 42, 40–57.
Canadian Broadcasting Corporation [CBC]. (1967, December 21). Trudeau: ‘There’s no place for the state in the bedrooms of the nation.’ CBC News.
Canadian Nurses Association [CNA]. (2017). Code of Ethics for Registered Nurses 2017 Edition.
Canadian Psychological Association [CPA]. (2017). Canadian Code of Ethics for Psychologists. Miscellaneous Agency.
Canellis, D. (2019, May 8). Who are the creators of AI-generated art—Programmers or machines? The Next Web.
Carpenter, T. A. (2020, February 12). If My AI Wrote this Post, Could I Own the Copyright? The Scholarly Kitchen.
Castillo, M. del. (2015, August 26). Knewton launches ‘robot tutor in the sky’ that learns how students learn. New York Business Journal.
Cavoukian, A. (2013). Information and Privacy Commissioner, Ontario, Canada.
CFA Institute. (2017, October). Ethics and the Investment Industry. CFA Institute.
Cha, S. (2020, January 12). “Smile with your eyes”: How to beat South Korea’s AI hiring bots and land a job. Reuters.
Chakrabarti, S. (2009). Data mining: Know it all. Morgan Kaufmann.
Chesney, R., & Citron, D. K. (2018). Deep Fakes: A Looming Challenge for Privacy, Democracy, and National Security. 107 California Law Review,1753-1819 (2019).
Clement-Jones, T. F., & House of Lords Select Committee. (2018). AI in the UK: ready, willing and able? House of Lords Select Committee on Artificial Intelligence: Report of Session 2017–19 (House of Lords, Vol. 36).
Code of Ethics & Professional Conduct. (2020). Project Management Institute [PMI].
Code of Ethics and Standards of Professional Conduct. (2019). CFA Institute.
Cohen-Addad, V., Klein, P. N., & Young, N. E. (2018). Balanced power diagrams for redistricting. ArXiv:1710.03358 [Cs].
Coldicutt, R. (2018, November 21). Ethics won’t make software engineering better. Doteveryone.
Committee on Standards in Public Life [CSPL]. (1995, May 31). The 7 principles of public life—GOV.UK. GOV.UK.
Conger, B. K., Fausset, R., & Kovaleski, S. F. (2019, May 14). San Francisco Bans Facial Recognition Technology. New York Times.
Contact North. (2018). Ten Facts About Learning Analytics.
Cooper, A. (2012). What is Analytics? Definition and Essential Characteristics (No. 2051–9214; CETIS Analytics Series). Jisc.
Cooper, T. L. (1998). The Responsible Administrator: An Approach to Ethics in the Administrative Role (4th ed.). Jossey-Bass Publishers.
Coppins, M. (2020, March). The Billion-Dollar Disinformation Campaign to Reelect the President: How new technologies and techniques pioneered by dictators will shape the 2020 election. The Atlantic.
Corbí, A., & Solans, D. B. (2014). Review of Current Student-Monitoring Techniques used in eLearning-Focused recommender Systems and Learning analytics: The Experience API & LIME model Case Study. International Journal of Interactive Multimedia and Artificial Intelligence, 2(7), 44–52.
Coughlan, T., Lister, K., Seale, J., Scanlon, E., & Weller, M. (2019). Accessible Inclusive Learning: Futures. In R. Ferguson, A. Jones, & E. Scanlon (Eds.), Educational visions: The lessons from 40 years of innovation.
Couros, A., & Hildebrandt, K. (2016, June 30). Are you being catfished? Open Thinking.
Courtney, H., Lovallo, D., & Clarke, C. (2013, November). Deciding How to Decide. Harvard Business Review Website.
Craig, E. (2018, October 13). Say hello to Mica – Magic Leap’s Mixed Reality AI. Digital Bodies.
Craig, E. (2020, January 15). Samsung’s Neon Project – Artificial Humans or Chatbots? Digital Bodies.
Cullinane, S. (2018, April 24). Monkey does not own selfie copyright, appeals court rules. CNN.
Danzig, L. (2020, January 6). The Road to Artificial Intelligence: An Ethical Minefield. InfoQ.
Das, A. (2019, January 20). Clearview AI Can Identify You With The Help Of Your Photo. Ubergizmo.
Data Ethics Framework. (n.d.). GOV.UK. Retrieved March 5, 2020, from
Davenport, T. H., & Harris, J. (2007, May). The Dark Side of Customer Analytics. Harvard Business Review.
David F. Linowes, & (1977). Personal Privacy in an Information Society: The Report of The Privacy Protection Study Commission. Department of Health, Education, and Welfare, United States.
De Bruijn, B., Désillets, A., Fraser, K., Kiritchenko, S., Mohammad, S., Vinson, N., Bloomfield, P., Brace, H., Brzoska, K., Elhalal, A., Ho, K., Kinsey, L., McWhirter, R., Nazare, M., & Ofori-Kuragu, E. (2019). Applied AI ethics: Report 2019 (p. 38). National Research Council Canada.
Demiaux, V., & Abdallah, Y. S. (2017). How Can Humans Keep the Upper hand? The ethical matters raised by algorithms and artificial intelligence (French Data Protection Authority). Commission Nationale Informatique & Libertés [CNIL].
Department of Denfense [DoD]. (2012). Directive Number 3000.09: Autonomy in Weapon Systems. United States.
Department of Health, E. and W. [DHEW]. (1978). The Belmont Report: Ethical Principles and Guidelines for the Protection of Human Subjects of Research, Report of the National Commission for the Protection of Human Subjects of Biomedical and Behavioral Research.
Desrochers, D. M., & Staisloff, R. L. (2017). Technology-enabled Advising and the Creation of Sustainable Innovation: Early Learnings from iPASS (RPK Group).
Dickens, B. M. (2009). Unethical Protection of Conscience: Defending the Powerful against the Weak. AMA Journal of Ethics.
Dittrich, T., & Star, S. (2018). Introducing Voice Recognition into Higher Education. 4th International Conference on Higher Education Advances (HEAd’18).
D’Mello, S. K. (2017). Chapter 10: Emotional Learning Analytics. In C. Lang, G. Siemens, A. Wise, & D. Gašević (Eds.), In The Handbook of Learning Analytics (pp. 115–127). The Society for Learning Analytics Research [SoLAR].
Dolianiti, F. S., Iakovakis, D., Dias, S. B., Hadjileontiadou, S., Diniz, J. A., & Hadjileontiadis, L. (2019). Sentiment Analysis Techniques and Applications in Education: A Survey. In M. Tsitouridou, J. A. Diniz, & T. A. Mikropoulos (Eds.), Technology and Innovation in Learning, Teaching and Education (pp. 412–427). Springer International Publishing.
Donald J. Trump. (2019, February 14). Maintaining American Leadership in Artificial Intelligence. Federal Register.
Dooley, J. (2019, July 26). Guide to call tracking and the power of AI for analyzing phone data. Search Engine Watch.
Dressel, J., & Farid, H. (2018). The accuracy, fairness, and limits of predicting recidivism. Science, 2018.
Drew, C. (2018). Design for data ethics: Using service design approaches to operationalize ethical principles on four projects. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 376(2128), 20170353.
Drigas, A. S., & Ioannidoun, R.-E. (2012). Artificial Intelligence in Special Education: A Decade Review. International Journal of Engineering Education, 28(6), 1366–1372.
Dringus, L. P. (2012). Learning Analytics Considered Harmful. Journal of Asynchronous Learning Networks, 16(2), 87–100.
Duong, V., Pham, P., Bose, R., & Luo, J. (2020). #MeToo on Campus: Studying College Sexual Assault at Scale Using Data Reported on Social Media. ArXiv:2001.05970 [Cs].
Duval, E. (2011). Attention Please! Learning Analytics for Visualization and Recommendation. 9–17.
Eckersley, P., Gillula, J., & Williams, J. (2017). Electronic Frontier Foundation – Written evidence (AIC0199) (House of Lords Select Committee on Artificial Intelligence).
Eicher, B., Polepeddi, L., & Goel, A. (2018). Jill Watson Doesn’t Care if You’re Pregnant: Grounding AI Ethics in Empirical Studies. 88–94.
Eisenbeiß, S. A., & Brodbeck, F. (2014). Ethical and Unethical Leadership: A Cross-Cultural and Cross-Sectoral Analysis. Journal of Business Ethics, 122(2), 343–359.
Ekbia, H., Mattioli, M., Kouper, I., Arave, G., Ghazinejad, A., Bowman, T., Suri, V. R., Tsou, A., Weingart, S., & Sugimoto, C. R. (2015). Big data, bigger dilemmas: A critical review. Journal of the Association for Information Science and Technology, 66(8), 1523–1545.
Ekowo, M., & Palmer, I. (2016). The Promise and Peril of Predictive Analytics in Higher Education: A Landscape Analysis.
Emory University Libraries. (2019). Policy on the Collection, Use, and Disclosure of Personal Information.
Eric Niiler. (n.d.). An AI Epidemiologist Sent the First Alerts of the Coronavirus. Wired. Retrieved April 17, 2020, from
European Commission’s High-Level Expert Group on Artificial Intelligence. (2019). Ethics Guidelines for Trustworthy AI.
European Union. (2016). General Data Protection Regulation.
European University Institute [EUI]. (2019). Code of Ethics in Academic Research.
Evans, L. J. (n.d.). 25 Years of the Committee on Standards in Public Life—Committee on Standards in Public Life. GOV.UK. Retrieved March 9, 2020, from
Facebook. (2019). Deepfake Detection Challenge [DFDC]. Accessed January 19, 2020.
FAIRsFAIR. (2019, November 18). Outcomes from FAIRsFAIR Focus Group: Universidad Carlos III de Madrid | FAIRsFAIR. FAIRsFAIR Focus Group: Universidad Carlos III de Madrid.
FAIRsFAIR. (2020). FAIRsFAIR – Fostering Fair Data Practices in Europe.
Farr, M. (2020, January 24). U of T’s Citizen Lab reaches out to academics targeted by spyware. University Affairs.
Federal  Reserve  System [FRS]. (2011). SR Letter 11-7: Supervisory Guidance on Model Risk Management. Board of Governors of the Federal Reserve System, Office of the Comptroller of the Currency.
Feffer, M. (2017). Ethical vs. Legal Responsibilities for HR Professionals (SHRM).
Ferguson, Rebecca, Andrew Brasher, Doug Clow, Adam Cooper, Garron Hillaire, Jenna Mittelmeier, Bart Rienties, Thomas Ullmann, Riina Vuorikari, Riina Vuorikari, & Jonatan Castaño Muñoz. (2016). Research Evidence on the Use of Learning Analytics: Implications for Education Policy (No. 978-92-79-64441–2). Publications Office of the European Union.
Field, H., & Lapowsky, I. (2020, March 19). Coronavirus is AI moderation’s big test. Don’t expect flying colors. Protocol.
Fjeld, J., Achten, N., Hilligoss, H., Nagy, A., & Srikumar, and M. (2020). Principled Artificial Intelligence: Mapping Consensus in Ethical and Rights-based Approaches to Principles for AI (Berkman Klein Center for Internet & Society).
Fleming, N. (2018). How artificial intelligence is changing drug discovery. Nature, 557, S55–S57.
Fleming, R. (2020, January 20). QBot is here – Creating learning communities supporting inclusion and social learning in Teams for Education! Microsoft Education.
Floridi, L., Cowls, J., Beltrametti, M., Chatila, R., Chazerand, P., Dignum, V., Luetge, C., Madelin, R., Pagallo, U., Rossi, F., Schafer, B., Valcke, P., & Vayena, E. (2018). AI4People—An Ethical Framework for a Good AI Society: Opportunities, Risks, Principles, and Recommendations. Minds and Machines, 28(4), 689–707.
Floridi, L., & Taddeo, M. (2016). What is data ethics? Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 374(2083), 20160360.
Flynn, J., Neulander, I., Philbin, J., & Snavely, N. (2015). DeepStereo: Learning to Predict New Views from the World’s Imagery. Computer Vision and Pattern Recognition.
Folan, B. (2020, January 20). OASPA Webinar: PhD students take on openness and academic culture – webinar key takeaways and answers to attendee questions. Open Access Scholarly Publishers Association.
Foot, P. (1967). The Problem of Abortion and the Doctrine of the Double Effect in Virtues and Vices (Oxford: Basil Blackwell, 1978) (originally appeared in the Oxford Review, Number 5, 1967.).
Forth, S. (2019, November 18). Getting Past Competency Model PTSD. TeamFit.
Friedberg, B., & Donovan, J. (2019). The Platform Is the Problem (Center for International Governance Innovation).
Fruhlinger, J. (2019, October 14). Equifax data breach FAQ: What happened, who was affected, what was the impact? CSO; International Data Group [IDG].
Fusset, P., & Murray, D. (2019). Independent Report on the London Metropolitian Police Service’s Trial of Live Facial Recognition Technology (Human Rights Centre Pb  – University of Essex).
Gadde, V., & Derella, M. (2020, March 16). An update on our continuity strategy during COVID-19. Twitter Blog.
Galeon, D. (2016, December 16). Human or AI: Can You Tell Who Composed This Music? Futurism.
Gan, S. H. (2018, December 16). How To Design A Spam Filtering System with Machine Learning Algorithm. Towards Data Sciencemag.
Garrett, B. M., & Roberts, G. (2004). Employing Intelligent and Adaptive Methods for Online Learning. In C. Ghaoui (Ed.), E-Education Applications: Human Factors and Innovative Approaches, Chapter XII (pp. 208–219).
Gašević, D., Dawson, S., & Siemens, G. (2015, February). Let’s not forget: Learning analytics are about learning. TechTrends, 59.
Gellman, B., & Adler-Bell, S. (2017). The Disparate Impact of Surveillance. The Century Foundation.
Genova, F., Hudson, R. L., & Moran, N. (2014). The Data Harvest: How sharing research data can yield knowledge, jobs and growth (p. 40). Research Data Alliance [RDA] Europe.
Germany. (2018). Artificial Intelligence Strategy.
Gilbert, S., & Lynch, N. (2002). Brewer’s conjecture and the feasibility of consistent, available, partition-tolerant web services. ACM SIGACT News, 33(2), 51–59.
Gilman, S. C. (2005). Ethics Codes and Codes of Conduct as Tools for Promoting an Ethical and Professional Public Service: Comparative Successes and Lessons (p. 76). World Bank.
GoFAIR. (2020). FAIR Principles—GO FAIR.
Goldstein, P. J. (2005, December). Academic Analytics: The Uses of Management  Information and Technology in Higher Education. ECAR Key Findings.
Google Assembler. (2020). Website.
Government of Japan [Japan]. (2019). Social Principles of Human-centric AI. Cabinet Office, Government of Japan.
Government of New Zealand. (2018, April 24). Professional ethics and codes of conduct. Immigration Advisers Authority.
Greene, P. (2019, December 9). Ed Tech Giant Powerschool Keeps Eating the World. Curmudgucation.
Griffiths, D., Drachsler, H., Kickmeier-Rust, M., Steiner, C., Hoel, T., & Greller, W. (2016). Is Privacy A Show-Stopper For Learning Analytics? A Review Of Current Issues And Solutions. Learning Analytics Review, 6(15).
Griggs, M. B. (2019, November 14). Google reveals ‘Project Nightingale’ after being accused of secretly gathering personal health records. The Verge.
Gruzd, A. (2020, April 24). Hospitals Around the World are Being Targeted by Conspiracy Theorists | Social Media Lab.
Guillaud, H. (2020, February 28). Des limites du recrutement automatisé.
Hamel, S. (2016, June 28). The Elasticity of Analytics Ethics. Radical Analytics.
Hamon, R., Junklewitz, H., & Sanchez, I. (2020). Robustness and Explainability of Artificial Intelligence—From technical to policy solutions (No. 978-92-79-14660–5). Publications Office of the European Union.
Hattie, J. (2008). Visible learning: A synthesis of over 800 Meta-analyses relating to achievement. Routledge.
Hayley Peterson. (2020, April 20). Amazon-owned Whole Foods is quietly tracking its employees with a heat map tool that ranks which stores are most at risk of unionizing. Business Insider.
Heaton, R. (2017, November 24). Identity Graphs: How online trackers follow you across devices. Weblog.
Heilweil, R. (2020, May 4). Paranoia about cheating is making online education terrible for everyone. Vox.
Hern, A. (2019, February 14). New AI fake text generator may be too dangerous to release, say creators. The Guardian.
Heyer, O., & Kaskiris, V. (n.d.). BOA Platform Overview. University of California at Berkeley. Retrieved March 4, 2020, from
Hoffman, J. (2019, September 23). How Anti-Vaccine Sentiment Took Hold in the United States. The New York Times.
Hoffstetter, M. (2019, September 27). La pépite suisse qui démêle le fake du vrai. Bilan.
Horan, R., & DePetro, J. (2019). Public Health and Personal Choice: The Ethics of Vaccine Mandates and Parental Refusal in the United States. 2019 Awards for Excellence in Student Research and Creative Activity – Documents.
Hotchkiss, K. (2019, April 6). With Great Power Comes Great (Eco) Responsibility – How Blockchain is Bad for the Environment. Georgetown Law.
Housing and Human Services [HHS]. (2018). Code of Federal Regulations.
Hudson, W. D. (1969). The Is/Ought Question: A Collection of Papers on the Central Problem in Moral Philosophy. Macmillan.
Human Behaviour, & Machine Intelligence (HUMAINT). (2020, January 23). European Commission > JRC Science Hub. Website (Visited.
Hume, D. (1888). PART I: Of virtue and vice in general. Section 1: Moral distinctions not deriv’d from reason. In Treatise of Human Nature/Book 3: Of morals. Clarendon Press; Wikisource.
IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems. (2016). Ethically Aligned Design: A Vision for Prioritizing Human Well-Being with Autonomous and Intelligent Systems. IEEE.
Ifenthaler, D., & Widanapathirana, C. (2014). Development and Validation of a Learning Analytics Framework: Two Case Studies Using Support Vector Machines. Tech Know Learn, 19, 221–240.
Iglesias, M., Shamuilia, S., & Anderberg, A. (2019). Intellectual Property and Artificial Intelligence – A literature review. EUR 30017 EN.
Insights Association [IA]. (n.d.). IA Code of Standards and Ethics for Marketing Research and Data Analytics | Insights Association. Insights Association. Retrieved April 12, 2020, from
Insights Association [IA]. (2017, January 5). Historic CASRO and MRA Merger Complete | Insights Association. Insights Association.
Institute of Electrical and Electronics Engineers [IEEE]. (n.d.). IEEE Policies. In IEEE Governing Documents. Retrieved April 24, 2020, from
Institute of Electrical and Electronics Engineers [IEEE]. (2014). Code of Conduct.
Institute of Electrical and Electronics Engineers [IEEE]. (2017). IEEE Guidelines for Working With Children.
International Union of Psychological Science [IUPSYS]. (2008). Universal Declaration of Ethical Principles for Psychologists—International Union of Psychological Science.
Introna, L. D., & Nissenbaum, H. (2000). Shaping the Web: Why the Politics of Search Engines Matters. The Information Society, 16, 169–185.
I.V. Aided Dreams—Caroline Polachek—Google Play Music. (n.d.). Retrieved April 21, 2020, from
Jamal, K., & Bowie, N. E. (1995). Theoretical considerations for a meaningful code of professional ethics. Journal of Business Ethics, 14(9), 703–714.
James, J. E. (2020). Pirate open access as electronic civil disobedience: Is it ethical to breach the paywalls of monetized academic publishing? Journal of the Association for Information Science and Technology, n/a(n/a), 1–5.
Jarre, J.-M., & Snowden, E. (2016, April 28). Exit.Exit. In YouTube.
Jaschik, S. (2016, January 20). Are At-Risk Students Bunnies to Be Drowned? Inside Higher Ed.
Johri, A., Han, E.-H. (Sam), & Mehta, D. (2016). Domain Specific Newsbots: Live Automated Reporting Systems involving Natural Language Communication. 2016 Computation+Journalism Symposium, Stanford University (CJ2016).
Jones, H. (20110). Working Paper 330:Taking responsibility for complexityHow implementation can achieve results in the face of complex problems. Overseas Development Institute.
Julia Angwin, Jeff Larson, Surya Mattu, & Lauren Kirchner. (2016, May 23). Machine Bias ( [Text/html]. ProPublica; ProPublica.
Julie Ireton. (2017, October 10). An inside look at the chaos at the Phoenix pay centres—Is anyone’s pay right? CBC News.
Jun, L. (2018, May 19). Facial Recognition Used to Analyze Students’ Classroom Behaviors. People’s Daily Online.
Kaggle. (2012). The Hewlett Foundation: Automated Essay Scoring.
Kay, D., Korn, N., & Oppenheim, C. (2012). Legal, Risk and Ethical Aspects of Analytics in Higher Education. JISC CETIS Analytics Series, 1(6).
Kelly, H. (2019, October 29). School apps track students from classroom to bathroom, and parents are struggling to keep up. Washington Post.
Kemp, D. S. (2013, February 11). When Conscience and Duty Conflict: A Health Care Provider’s Moral Dilemma. Verdict.
Keppler, N. (2020, February 12). Cost Cutting Algorithms Are Making Your Job Search a Living Hell. Vice.
Kevan, J. M., & Ryan, P. R. (2016, April). Experience API, Flexible, Decentralized and Activity-Centric Data Collection. Technology, Knowledge and Learning, 21, 143–149.
Khalil, M., & Ebner, M. (2015). Learning Analytics: Principles and Constraints. 1789–1799.
Kharif, O. (2014, May 2). Privacy Fears Over Student Data Tracking Lead to InBloom’s Shutdown. Bloomberg Website; Bloomberg.
Kiciman, E., Counts, S., & Gasser, M. (2018, June 15). Using Longitudinal Social Media Analysis to Understand the Effects of Early College Alcohol Use. Twelfth International AAAI Conference on Web and Social Media. Twelfth International AAAI Conference on Web and Social Media.
Kleber, S. (2018, July 31). 3 Ways AI Is Getting More Emotional. Harvard Business Review.
Klein, A. (2020, January 3). N.Y. District Will Use Facial Recognition Software, Despite Big Privacy Concerns. Education Week.
Kottke, J. (2020). Recording All the Melodies. Kottke.Org.
Kramer, A. D. I., Guillory, J. E., & Hancock, J. T. (2014). Experimental evidence of massive-scale emotional contagion through social networks. 111, 8788–8790.
Krawitz, M., Law, J., & Litman, S. (2018). How higher-education institutions can transform themselves using advanced analytics. McKinsey.
Kristof, N., & Thompson, S. A. (2020, March 13). Opinion | How Much Worse the Coronavirus Could Get, in Charts. The New York Times.
Kymlicka, W. (2020, March 5). Why human rights are not enough. New Statesman.
Levin, S. (2017, May 1). The Guardian. May 1, 2017.
Li, Y., & Lyu, S. (2019). Exposing DeepFake Videos By Detecting Face Warping Artifacts. IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops 2019.
Liberman, M. (2019). AI is brittle. Language Log (Weblog).
Lin, J., Yu, H., Pan, Z., Shen, Z., & Cui, L. (2018). Towards data-driven software engineering skills assessment. International Journal of Crowd Science, 2(2), 123–135.
Linda Kinstler. (2020, March 8). Researcher danah boyd on how to protect the census and fix tech. Protocol.
Liu, J., Tom  Magrino, Owen Arden, Michael D. George, & Andrew C. Myers. (2014, July 27). Warranties for Faster Strong Consistency. SlideServe.
Lodge, J. M., Panadero, E., Broadbent, J., & de Barba, P. G. (2018). Supporting Self-Regulated Learning With Learning Analytics. In Jason M. Lodge, Jared Cooney Horvath, & Linda Corrin (Eds.), Learning Analytics in the Classroom: Translating Learning Analytics Research for Teachers. Routledge.
Long, P., & Siemens, G. (2011). Penetrating the fog: Analytics in learning and education. Educause Review, 46, 5,31-40, 46(5), 31–40.
Loutfi, E. (2019, November 25). What does the future hold for AI-enabled coaching? Chief Learning Officer.
Lu, X. (2019). An Empirical Study on the Artificial Intelligence Writing Evaluation System in China CET. Big Data, 7(2).
Luckin, R., Holmes, W., Griffiths, M., & Forcier, L. B. (2016). Intelligence unleashed—An argument for AI in education. Pearson.
Lunden, I. (2018, October 4). ZipRecruiter picks up $156M, now at a $1B valuation, for its AI-based job-finding marketplace. TechCrunch.
Lyon, D. (2017). Surveillance Culture: Engagement, Exposure, and Ethics in Digital Modernity. International Journal of Communication, 11, 824–842.
Mackie, J. L. (J. L. ). (1983). Ethics: Inventing right and wrong. Penguin Books.
Majumdar, R., Akçapınar, A., Akçapınar, G., Ogata, H., & Flanagan, B. (2019). LAView: Learning Analytics Dashboard Towards Evidence-based Education. Companion Proceedings of the 9th International Conference onLearning Analytics and Knowledge (2019).
M.Alberola, J., Val, E. del, Sanchez-Anguix, V., Palomares, A., & Teruel, M. D. (101 C.E.). An artificial intelligence tool for heterogeneous team formation in the classroom. Knowledge-Based Systems, 101(1 June 2016), 1–14.
Malik, K. (2019, May 19). As surveillance culture grows, can we even hope to escape its reach? The Guardian.
Malouff, J., & Thorsteinsson, E. (2016). Bias in grading: A meta-analysis of experimental research findings. Australian Journal of Education, 60, 1–12.
Manjunath, T. N., Hegadi, R. S., Umesh, I. M., & Ravikumar, G. (2011). Design and Analysis of DWH and BI in Education Domain. International Journal of Computer Science, International Journal of Computer Science, 545–551.
Manulife. (2020). Manulife Vitality. Manulife.
Marczak, B., Scott-Railton, J., McKune, S., Razzak, B. A., & Deibert, and R. (2018). Hide and Seek: Tracking NSO Group’s Pegasus Spyware to Operations in 45 Countries. Citizen Lab.
Martineau, P. (2019, May 2). Facebook Bans Alex Jones, Other Extremists—But Not as Planned. Wired.
Marx, J. (2020, February 3). The Mission Creep of Smart Streetlights. Voice of San Diego.
Masnick, M. (2008, March 25). Turnitin Found Not To Violate Student Copyrights. TechDirt.
McLaughlin, T. (2018, December 12). How WhatsApp Fuels Fake News and Violence in India. Wired.
McMurtree, B. (2000, May 12). A Christian Fellowship’s Ban on Gay Leaders Splits 2 Campuses. Chronicle of Higher Educational.
Medhat, W., Hassan, A., & Korashy, H. (2014). Sentiment analysis algorithms and applications: A survey. Ain Shams Engineering Journal, 5(4), 1093–1113.
Meinecke, S. (2018, July 16). AI could help us protect the environment—Or destroy it. DW.
Melissa Woo. (2017, March 27). Ethics and the IT Professional. EDUCAUSE Review.
Mercier, H., & Sperber, D. (2017). The Enigma of Reason. Harvard University Press.
Merett, K. (2020, February 3). Russell Group sign the Sorbonne Declaration on research data rights – Open Research at Bristol. Open Research at Bristol.
Metcalf, J. (2016). Ethics Codes: History, Context, and Challenges (p. 15). Council for Big Data, Ethics, and Society.
Metcalf, J. (2020). Letter on Proposed Changes to the Common Rule. Council for Big Data, Ethics, and Society.
Metcalfe, J. (2016). Big Data Analytics and Revision of the Common Rule. Communications of the ACM, 59(7), 31–33.
Metz, C., & Blumenthal, S. (2019, June 7). How A.I. Could be Weaponized to Spread Disinformation. The New York Times.
Metz, R. (2020, January 15). There’s a new obstacle to landing a job after college: Getting approved by AI. CNN Business.
Meyer, R. (2018, March 8). The Grim Conclusions of the Largest-Ever Study of Fake News. The Atlantic. or
Michael Davis. (2010). Licensing, Philosophical Counselors, and Barbers: A New Look at an Old Debate about Professions. The International Journal of Applied Philosophy, 24(2), 225–236.
Michaux, B. (2018). Singularité technologique, singularité humaine et droit d’auteur. In Laws, Norms and Freedoms in Cyberspace/Droits, norms et libertés dans le cybermonde (pp. 401–416). Larcier.
Miles, K. (2019, December 27). Should colleges really be putting smart speakers in dorms? Technology Review. Technology Review.
Millar, J., Barron, B., Hori, K., Finlay, R., Kotsuki, K., & Kerr, I. (2018, December 6). Discussion Paper for Breakout Session Theme 3: Accountability in AI, Promoting Greater Societal Trust. G7 Multistakeholder Conference on Artificial Intelligence December 6, 2018, Montreal.$FILE/3_Discussion_Paper_-_Accountability_in_AI_EN.pdf
Miller, P. (2016, May 6). Professor Pranksman fools his students with a TA powered by IBM’s Watson. The Verge.
Mitra, A. (2018, April 5). We can train AI to identify good and evil, and then use it to teach us morality. Quartz.
Mittelstadt, B. (2019). Editorial Notes: Introduction: The Ethics of Biomedical Data Analytics. Philosophy and Technology, 32(1), 17–21.
Morris, D. Z. (2016, October 15). Mercedes-Benz’s Self-Driving Cars Would Choose Passenger Lives Over Bystanders. Fortune.
Moses, L. (2017, September 14). The Washington Post’s robot reporter has published 850 articles in the past year. Digiday.
Moyer, E. (2020, January 18). Clearview app lets strangers find your name, info with snap of a photo, report says. CNet.
Mozilla. (2020). Promise. MDN Web Docs.
Mujkanovica, A., Loweb, D., & Willey, and K. (2012). Adaptive group formation to promote desired behaviours. AAEE 2012 Conference, Melbourne, Australia.
Muniasamy, A., & Alasiry, A. (2020). Deep Learning: The Impact on Future eLearning. International Journal of Emerging Technologies in Learning (IJET), 15(1), 188–199.
Nadine Habib. (2020, March 11). Research Grant Awarded to Ryerson And Royal Roads Researchers to Study Misinformation Related to Coronavirus. Ryerson University.
Narayan, A. (n.d.). How to Recognize AI Snake Oil. Promises and Perils of AI Mar Hicks, Arvind Narayan, Sherry Turkle, Eden Medina. Retrieved November 27, 2019, from
National Transportation Safety Board [NTSB] Office of Public Affairs. (2019). Inadequate Safety Culture’ Contributed to Uber Automated Test Vehicle Crash—NTSB Calls for Federal Review Process for Automated Vehicle Testing on Public Roads. Press Release.
National Urban Security Technology Laboratory [NUSTL]. (2016). Asset Tracking and Inventory Systems  Market Survey Report. Department of Homeland Security [DHS].
Neal, A. (2020). Desmond Cole. In All in a Day with Alan Neal: Vol. CBC Radio.
Neelakantan, S. (2019a, November). ‘Data Analytics Can Save Higher Education’, Say Top College Bodies. Ed Tech Magazine.
Neelakantan, S. (2019b, November 25). Colleges See Equity Success With Adaptive Learning Systems. Ed Tech (Online Magazine).
New report on Ethics in Learning Analytics. (n.d.). ICDE. Retrieved March 4, 2020, from
Nicholas Diakopoulos. (2020, April 15). The Ethics of Predictive Journalism. Columbia Journalism Review.
Nichols, G. (2018, December 20). RFID tag arrays can be used to track a person’s movement. ZDNet.
Nielsen, K. (1973). Ethcis Without God. Pemberton Publishers.
Nilsen, G. S. (2019). Digital Learning Arena. BI Norwegian Business School in collaboration with EdTech Foundry 2015-2019.
Nolan, J., & Nolan, C. (2008). Screenplay, The Dark Knight. In Warner Bros.
Oakleaf, M., Whyte, A., Lynema, E., & Brown, M. (2017). The Journal of Academic Librarianship. 5, 454–461.
O’Brien, J. (2020). 2020 EDUCAUSE Horizon Report | Teaching and Learning Edition (p. 58). EDUCAUSE.
OECD. (2018). Case study: Free agents and GC Talent Cloud – Canada.
Office of the Privacy Commissioner of Canada. (2008). Radio Frequency Identification (RFID) in the Workplace: Recommendations for Good Practices: A Consultation Paper.
Ohm, P. (2010). Broken Promises of Privacy: Responding to the Surprising Failure of Anonymization. UCLA Law Review, 57, 1701–1777.
O’Leary, K., & Murphy, S. (2019, July 11). Anonymous apps risk fuelling cyberbullying but they also fill a vital role. The Conversation.
Open Research Data Task Force. (2018). Realising the potential: Final report of the Open Research Data Task Force (p. 64). Jisc.
Page, E. B. (1966). The Imminence of… Grading Essays by Computer. The Phi Delta Kappan, 47(5), 238–243.
Palakodety, S., KhudaBukhsh, A. R., & Carbonell, J. G. (2019). Kashmir: A Computational Analysis of the Voice of Peace. ArXiv:1909.12940v2.
Panopoly. (2020). Data Mart vs Data Warehouse.
Pariser, E. (2012). The Filter Bubble: How the New Personalized Web Is Changing What We Read and How We Think. Penguin, New York, 2012.
Parkes, D. (2019, December 2). A responsibility to judge carefully in the era of prediction decision machines. Harvard Business School Digital Initiative.
Parkes, D. C., & Vohra. (2019). Algorithmic and Economic Perspectives on Fairness. Computing Community Consortium.
Paul, C., & Posard, M. N. (2020, January 20). Artificial Intelligence and the Manufacturing of Reality. The RAND Blog.
Paul Sawers. (2019, April 30). Examity raises $90 million for online proctoring platform that thwarts exam cheats. VentureBeat.
Picciano, A. G. (2012). The Evolution of Big Data and Learning Analytics in American Higher Education. Journal of Asynchronous Learning Networks, 16, 9–20.
Pink, T. (2020). Self-Determination and Ethics. Interview by Richard Marshall.
Pinker, S. (2008, January 13). The Moral Instinct.
Pitofsky, R., Anthony, S. F., Thompson, M. W., Swindle, O., & Leary, T. B. (2000). Privacy Online: Fair Information Practices in the Electronic Marketplace: A Federal Trade Commission Report to Congress (p. 208). Federal Trade Commission.
Pitofsky, R., Azcuenaga, M. L., Anthony, S. F., Thompson, M. W., & Swindle, O. (1998). Privacy Online: A Report to Congress (p. 71). Federal Trade Commission.
Plecháč, P. (2019). Relative contributions of Shakespeare and Fletcher in Henry VIII: An Analysis Based on Most Frequent Words and Most Frequent Rhythmic Patterns. ArXiv,1911.05652.
Pojman, L. P. (1990). Ethics: Discovering Right and Wrong. Wadsworth, 1990.
Powers, A. (2018, March 23). Applying Machine Learning To User Research: 6 Machine Learning Methods To Yield User Experience…. Medium.
Powles, J., & Nissenbaum, H. (2018, December 7). The Seductive Diversion of ‘Solving’ Bias in Artificial Intelligence. OneZero.
Price, M. (2019, August 8). Detecting and Defending Against Deepfakes. ZeroFOX.
Princiya. (2018, April 23). Web Tracking: What You Should Know About Your Privacy Online. FreeCodeCamp.
Privacy International. (2020). The SyRI case: A landmark ruling for benefits claimants around the world.
Projects in Artificial Intelligence Registry [PAIR]. (n.d.). Oklahoma University. Retrieved March 4, 2020, from
Raden, N. (2019). Ethical Use of Artificial Intelligence for Actuaries (p. 38). Society of Actuaries.
Raghu and Schmidt—2020—A Survey of Deep Learning for Scientific Discovery.pdf. (n.d.). Retrieved May 11, 2020, from
Raghu, M., & Schmidt, E. (2020). A Survey of Deep Learning for Scientific Discovery. ArXiv:2003.11755 [Cs, Stat].
Rainie, B. L., Kiesler, S., Kang, R., & Madden, M. (2013). Anonymity, Privacy, and Security Online. Pew Research Center.
Raja, D. S. (2016). Bridging the disability divide through digital technologies: Background Paper for the 2016 World Development Report: Digital Dividends. World Bank.
Renata Guizzardi, Glenda Amaral, & Giancarlo Guizzardi. (n.d.). Ethical Requirements for AI Systems. Advances in Artificial Intelligence, Cyril Goutte & Xiaodan Zhu (Eds.), 251–256.
Renz, A., Krishnaraja, S., & Gronau, E. (2020). Demystification of Artificial Intelligence in Education – How much AI is really in the Educational Technology? International Journal of Learning Analytics and Artificial Intelligence for Education (IJAI), 2(1), Article 1.
Resnik, D. B. (2005). The Patient’s Duty to Adhere to Prescribed Treatment: An Ethical Analysis. The Journal of Medicine and Philosophy, A Forum for Bioethics and Philosophy of Medicine, 30(2), 167–188.
Richardson, K., & Mahnič, N. (2017). Written evidence (AIC0200) Submission (House of Lords Select Committee on Artificial Intelligence).
Rieke, A., Bogen, M., & Robinson, D. G. (2018). Public Scrutiny of Automated Decisions: Early Lessons and Emerging Methods. Upturn and Omidyar Network.
Rienties, B., & Jones, A. (2019). Evidence-Based Learning: Futures. In Rebecca Ferguson & A. Jones (Eds.), Educational Visions: Lessons from 40 years of innovation.
Roberts, C. (2009, July 14). Hey kids, Facebook is forever. New York Daily News.
Rodchua, S. (2017). Effective Tools and Strategies to Promote Academic Integrity in e-Learning. International Journal of E-Education, e-Business, e-Management and e-Learning, 7(3), 168–179.
Roscoe, R. D., Wilson, J., & Johnson, A. C. (2017). Presentation, expectations, and experience: Sources of student perceptions of automated writing evaluation. Computers in Human Behavior, 70, 207–221.
Rushkoff, D. (1994). Cyberia: Life in the Trenches of Hyperspace. Harper, 1994.
Rushkoff, D. (2019, February 5). Team Human vs. Team AI. Strategy+business.
Saint Joseph’s University [SJU]. (2020). How the Four Principles of Health Care Ethics Improve Patient Care.
Samuel, S. (2019, November 15). Activists want Congress to ban facial recognition. So they scanned lawmakers’ faces. Vox, Vox.
Saqr, M., Fors, U., & Nouri, J. (2018). Using social network analysis to understand online Problem-Based Learning and predict performance. 13(9), e0203590.
Saugstad, J. (1994, June 17). Moral Responsibility towards Future Generations of People: Utilitarian and Kantian Ethics Compared. Lecture at University of Oslo.
Schaffhauser, B. D., & 03/05/20. (2020, March 5). McGraw-Hill Adds AI to Writing Software for High-Enrollment Courses -. Campus Technology.
Schneier, B. (2020, January 20). We’re Banning Facial Recognition. We’re Missing the Point. New York Times.
Scholes, V. (2016, October). The ethics of using learning analytics to categorize students on risk. Educational Technology Research and Development, 64, 939–955.
Schumacher, C., & Ifenthaler, D. (2018). Features students really expect from learning analytics. Computers in Human Behavior, 78(January 2018), 397–407.
Sclater, N., Peasgood, A., & Mullan, J. (2016). Learning Analytics in Higher Education A review of UK and international practice. Jisc.
Searle, J. R. (1964). How to Derive “Ought” From “Is.” The Philosophical Review, 73(1), 43–58. JSTOR.
Searle, J. R. (1995). The construction of social reality. New York : Free Press.
Self, J. (1998). The defining characteristics of intelligent tutoring systems research: ITSs care, precisely.International Journal of Artificial Intelligence in Education (IJAIED), 1998, 10, pp.350-364. Hal-00197346.
Selwyn, N. (2019). What’s the Problem with Learning Analytics? Journal of Learning Analytics, 6(3), 11 EP  – 19.
Seneca. (2019). Moral letters to Lucilius / Letter 88. Wikisource.
Sennaar, K. (2019, April 26). The Artificial Intelligence Tutor – The Current Possibilities of Smart Virtual Learning. Emerj.
Serdyukov, P. (2017). Innovation in education: What works, what doesn’t, and what to do about it? Journal of Research in Innovative Teaching & Learning, 10(1), 4–33.
Seufert, S., Meier, C., Soellner, M., & Rietsche, R. (2019). A Pedagogical Perspective on Big Data and Learning Analytics: A Conceptual Model for Digital Learning Support. Technology, Knowledge and Learning, 24, 599 EP  – 619–019.
Sharpe, E. (2020, January 15). Web Foundation. January 15, 2020.
Shaw, D. (2020, January 24). Met Police to deploy facial recognition cameras. BBC News.
Shaw, J. (2017, February). The Watchers: Assaults on privacy in America. Harvard Magazine, January-February 2017.
Shelton, T. (2017). Re-politicizing data. In J. Shaw & M. Graham (Eds.), Our digital rights to the city. Meatspace Press.
Shepherd, J. (2016, April 5). The Next Rembrandt: Data analysts “bring artist back to life” to create one last painting. Independent.
Shum, S. B., & Crick, R. D. (2012, April 29). Learning dispositions and transferable competencies:pedagogy, modelling and learning analytics. Proceedings LAK’12: 2nd International Conference on Learning Analytics & Knowledge, 29 April – 2 May 2012.
Siemens, G. (2012). Learning analytics: Envisioning a research discipline and a domain of practice. Proceedings of the 2nd International Conference on Learning Analytics and Knowledge.
Simon Fraser University. (1992). Code of Faculty Ethics and Responsibilities.
Singer, J., & Vinson, N. G. (2002). Ethical issues in empirical studies of software engineering. IEEE Transactions on Software Engineering, 28(12), 1171–1180.
Singer, N. (2017, May 13). How Google Took Over the Classroom. New York Times.
Singer, P. (1979). Equality for Animals? In Practical Ethics. Cambridge.—-.htm
Slade, S., & Tait, A. (2019a). Global guidelines: Ethics in Learning Analytics (p. 16). International Council for Open and Distance Education.
Slade, S., & Tait, A. (2019b). Global guidelines:Ethics in Learning Analytics. ICDE.
SmartRecruiters. (2019, February 5). Recruitment Analytics: Using Data-Driven Hiring. SmartRecruiters.
Smith, S. M., & Khovratovich, D. (2016, March 29). Identity System Essentials. Evemyrn, 16.
Snowden, E. (2015, October 12). Ask yourself… Twitter.
Sonwalkar, N. (2007). Adaptive Learning: A Dynamic Methodology for Effective Online Learning. Distance Learning, 4(1), 43–46.
Sorbonne Declaration on Research Data Rights. (2020, January). LERU.
Spice, B. (2020). A.I. amplifies ‘help speech’ to fight hate speech online. Futurity.
Springer Nature. (2019). Springer Nature publishes its first machine-generated book.
Stanford University. (2020, March 11). “Neuroforecasting” predicts which videos will be popular. Futurity.
Stange, K. M. (2013). Differential Pricing in Undergraduate Education: Effects on Degree Production by Field (Working Paper Series Number 19183). National Bureau of Economic Research.
Strandberg, T., Olson, J. A., Hall, L., Woods, A., & Johansson, P. (2020). Depolarizing American voters: Democrats and Republicans are equally susceptible to false attitude feedback. PLoS ONE, 15(2), e0226799.
Stribling, J., Krohn, M., & Aguayo, D. (2005). SciGen. MIT.
Suler, J. (2004). The Online Disinhibition Effect. CyberPsychology and Behavior, 7, 321–326.
Sullivan, R., & Suri, M. (2019, November 22). Indian cafe chain customers upset by use of facial recognition to bill them. CNN Business.
Sullivan-Marx, E. (2020). RE: Request for Comments on a Draft Memorandum to the Heads of Executive Departments and agencies, “Guidance for Regulation of Artificial Intelligence Applications.” American Academy of Nursing.
The Center for Internet and Society [CIS], & Maps, C. S. map: G. (n.d.). Redesigning Notice and Consent. Stanmford Law School. Retrieved March 7, 2020, from /events/redesigning-notice-and-consent
The Concordat Working Group. (2016). Concordat on Open Research Data.
The Ethics Centre. (2017, December 1). Big Thinkers: Thomas Beauchamp & James Childress.
The Guardian. (2019, December 7). Samoa measles outbreak: 100 new cases as anti-vaccination activist charged. The Guardian.
Tong, L. C., Acikalin, M. Y., Genevsky, A., Shiv, B., & Knutson, B. (2020). Brain activity forecasts video engagement in an internet attention market. Proceedings of the National Academy of Sciences.
Treasury Board of Canada [TBS] Secretariat. (2011, December 15). Values and Ethics Code for the Public Sector.
Tsai, Y.-S., Gašević, D., Whitelock-Wainwright, A., Muñoz-Merino, P. J., Moreno-Marcos, P. M., Fernández, A. R., Kloos, C. D., Scheffel, M., Ioana Jivet, M., Drachsler, H., Tammets, K., Calleja, A. R., & Kollom, K. (2018). Supporting Higher Education to Integrate Learning Analytics (SHEILA) Research Report, 2018. Erasmus+ Project, European Union.
Tufekci, Z. (2018, March 10). YouTube, the Great Radicalizer. New York Times.
Tuomi, I. (2018). The Impact of Artificial Intelligence on Learning, Teaching, and Education. In M. Cabrera, R. Vuorikari, & Y. Punie (Eds.), JRC Science for Policy Report. European Union.
UC Berkeley Human Rights Center Research Team. (2019). Memorandum on Artificial Intelligence and Child Rights. UC Berkeley.
UCI Compass – Comprehensive Analytics for Student Success. (n.d.). University of California, Irvine. Retrieved March 4, 2020, from
UNICEF. (2019). AI and child rights policy (Workshop Towards Global Guidance on AI and Child Rights 26 – 27 June 2019).
United States Holocaust Museum [USHM]. (2020). Nuremberg Code.
University of Iowa. (n.d.). Student Success Using Learning Analytics. University of Iowa. Retrieved March 4, 2020, from
University of Leicester. (2019). Ethics Checklist.
University of Montreal. (2018). Montreal Declaration for a Responsible Development of Artificial Intelligence.
UserTesting. (2013, November 14). Reading the Matrix: How to See Testing Opportunities in Analytics Data. UserTesting.
van der Schaaf, M., Donkers, J., Slof, B., Moonen-van Loon, J., van Tartwijk, J., Driessen, E., Badii, A., Serban, O., & Ten Cate, O. (2017). Improving workplace-based assessment and feedback by an E-portfolio enhanced with learning analytics. Educational Technology Research and Development, 65(2), 359–380.
Van Horne, S., Curran, M., Smith, A., VanBuren, J., Zahrieh, D., Larsen, R., & Miller, R. (2018). Facilitating Student Success in Introductory Chemistry with Feedback in an Online Platform. Technology, Knowledge and Learning, 23(1), 21–40.
Velasquez, M. (2009). A Framework for Ethical Decision making. Markkula Center for Applied Ethics at Santa Clara University.
Vesset, D. (2018, May 10). Descriptive analytics 101: What happened? Data Analytics Blog. IBM.
Vincent, J. (2019, May 13). Use this cutting-edge AI text generator to write stories, poems, news articles, and more. The Verge.
Vought, R. T. (2020, January). Guidance for Regulation of Artificial Intelligence Applications.
Wagner Sidlofsky. (n.d.). Toronto Litigation Lawyers—Fiduciary Duties & Abuses of Trust. Wagner Sidlofsky – Toronto Law Firm. Retrieved March 6, 2020, from
Waltz, E. (2020, January 13). Are Your Students Bored? This AI Could Tell You. IEEE Spectrum.
Wan, T. (2019, November 27). EdSurge, November 27, 2019.
Watters, A. (2019, August 17). HEWN 317. Hack Education.
Westwood, S. J., Messing, S., & Lelkes, Y. (2020). Projecting confidence: How the probabilistic horse race confuses and demobilizes the public. The Journal of Politics.
Wilkinson, D., & Doolabh, K. (2017, June 12). Which lives matter most? Aeon.
Wilkinson, M. D., Dumontier, M., Aalbersberg, Ij. J., Appleton, G., Axton, M., Baak, A., Blomberg, N., Boiten, J.-W., Santos, L. B. da S., Bourne, P. E., Bouwman, J., Brookes, A. J., Clark, T., Crosas, M., Dillo, I., Dumon, O., Edmunds, S., Evelo, C. T., Finkers, R., … Mons, B. (2016). The FAIR Guiding Principles for scientific data management and stewardship. Scientific Data, 3(1), 1–9.
Will Douglas Heaven. (2020, May 5). An AI can simulate an economy millions of times to create fairer tax policy. MIT Technology Review.
Willis H. Ware, & (1973). Records, Computers and the Rights of Citizens. Department of Health, Education and Welfare, United States.
World Medical Association [WMA]. (2013). Declaration of Helsinki: Ethical Principles for Medical Research Involving Human Subjects. JAMA, 310(20), 2191–2194.
Yang, S. J. H., & Ogata, H. (2020). Call for papers for a Special Issue on “Precision Education—A New Challenge for AI in Education.” Journal of Educational Technology and Society.
Young, J., Shaxson, L., Jones, H., Hearn, S., Datta, A., & Cassidy, C. (2014). Rapid Outcome Mapping Approach (ROMA): A guide to policy engagement and influence.
Zawacki-Richter, O., Marín, V. I., Bond, M., & Gouverneur, F. (2019). Systematic review of research on artificial intelligence applications in higher education – where are the educators? International Journal of Technology in Higher Education, 16(39).
Zeide, E. (2019, August 26). Artificial Intelligence in Higher Education: Applications, Promise and Perils, and Ethical Questions. EDUCAUSE Review.
Zimmermann, A., Rosa, E. D., & Kim, H. (2020, January 9). Technology Can’t Fix Algorithmic Injustice. Boston Review.
Zook, M., Barocas, S., Boyd, D., Crawford, K., Keller, E., Gangadharan, S. P., Goodman, A., Hollander, R., Koenig, B. A., & Metcalf, J. (2017). Ten simple rules for responsible big data research. PLoS Comput Biol, 13(3), e1005399.
Zotero | Your personal research assistant. (n.d.). Retrieved March 2, 2020, from
Zupanc, K., & Bosnic, Z. (2015). Advances in the Field of Automated Essay Evaluation. Informatica, 39(4), 383–395.


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