References
- Aaser, M., and D. McElhaney. 2021. Harnessing the Power of External Data. McKinsey Technology. https://www.mckinsey.com/business-functions/mckinsey-digital/our-insights/harnessing-the-power-of-external-data.
- Actuaries Institute. 2020. “Submission No 1 to ASIC CP 325: Product Design and Distribution Obligations”. https://download.asic.gov.au/media/5833827/cp325-submission-actuaries-institute.pdf.
- Agarwal, A., C. Singhal, and R. Thomas. 2021. AI-powered Decision Making for the Bank of the Future. McKinsey Global Banking & Securities. March. https://www.mckinsey.com/industries/financial-services/our-insights/ai-powered-decision-making-for-the-bank-of-the-future.
- Aguiar, R.. 2019. An Overview of Model Explainability in Modern Machine Learning. Towards Data Science. https://towardsdatascience.com/an-overview-of-model-explainability-in-modern-machine-learning-fc0f22c8c29a.
- Allen, M. 2018. “Health Insurers Are Vacuuming Up Details About You: And It Could Raise Your Rates”. NPR, July 17. https://www.npr.org/sections/health-shots/2018/07/17/629441555/health-insurers-are-vacuuming-up-details-about-you-and-it-could-raise-your-rates.
- ANZ. 2020. “Submission No 2 to ASIC CP 325: Product Design and Distribution Obligations”. https://download.asic.gov.au/media/5834460/cp325-submission-anz-combined.pdf.
- Australian Banking Association. 2020. “Submission No 6 to ASIC CP 325: Product Design and Distribution Obligations”. https://download.asic.gov.au/media/5833821/cp325-submission-aba_redacted.pdf.
- Australian Communications and Media Authority (ACMA). 2020. “Trends in Online Behaviour and Technology Usage: ACMA Consumer Survey 2020”. September. https://www.acma.gov.au/publications/2020-09/report/trends-online-behaviour-and-technology-usage.
- Australian Financial Industry Association (AFIA). 2020. “Submission No 7 to ASIC CP 325: Product Design and Distribution Obligations”. https://download.asic.gov.au/media/5833839/cp325-submission-afia_redacted.pdf.
- Australian Government: Attorney-General’s Department. 2020. “Privacy Act Review”. Issues Paper, October. https://www.ag.gov.au/integrity/publications/review-privacy-act-1988-cth-issues-paper.
- Australian Government: Attorney-General’s Department. 2021. “Privacy Act Review”. Discussion Paper, October. https://consultations.ag.gov.au/rights-and-protections/privacy-act-review-discussion-paper/.
- Australian Government: The Treasury. 2014. “Financial System Inquiry: Final Report”. November. https://treasury.gov.au/sites/default/files/2019-03/p2014-FSI-01Final-Report.pdf.
- Australian Human Rights Commission (AHRC). 2020. “Using Artificial Intelligence to Make Decisions: Addressing the Problem of Algorithmic Bias”. Technical Paper. https://humanrights.gov.au/our-work/rights-and-freedoms/publications/using-artificial-intelligence-make-decisions-addressing.
- Australian Securities and Investment Commission (ASIC). 2020. “Regulatory Guide 274: Product Design and Distribution Obligations”. December. https://asic.gov.au/regulatory-resources/find-a-document/regulatory-guides/rg-274-product-design-and-distribution-obligations/.
- Balasubramanian, R., A. Libarikian, and D. McElhaney. 2021. Insurance 2030: The Impact of AI on the Future of Insurance. McKinsey & Company Insurance Practice. March. https://www.mckinsey.com/industries/financial-services/our-insights/insurance-2030-the-impact-of-ai-on-the-future-of-insurance.
- Balayn, A., and S. Gürses. 2021. “Beyond Debiasing: Regulating AI and Its Inequalities”. EDRi Report. https://edri.org/wp-content/uploads/2021/09/EDRi_Beyond-Debiasing-Report_Online.pdf.
- Bednarz, Z., and K. Manwaring. 2021a. “Keeping the (Good) Faith: Implications of Emerging Technologies for Consumer Insurance Contracts.” The Sydney Law Review 43 (4): 455–487.
- Bednarz, Z., and K. Manwaring. 2021b. “Risky Business: Legal Implications of Emerging Technologies Affecting Consumers of Financial Services.” In Internet and New Technologies Law, edited by D. Szostek and M. Załucki, 59–74. Baden-Baden: Nomos. https://www.nomos-elibrary.de/https://doi.org/10.5771/9783748926979.pdf.
- Bednarz, Z., and K. Manwaring. 2021c. “Insurance, Artificial Intelligence and big Data: Can Provisions of ch 7 of the Corporations Act Help Address Regulatory Challenges Brought About by New Technologies?” Australian Journal of Corporate Law 36: 216–239.
- Bednarz, Z., and K. Manwaring. 2022. “Hidden Depths: The Effects of Extrinsic Data Collection on Consumer Insurance Contracts.” Computer Law & Security Review 45. https://doi.org/10.1016/j.clsr.2022.105667.
- Ben-Shahar, O., and C. E. Schneider. 2014. More Than You Wanted to Know: The Failure of Mandated Disclosure. Princeton: Princeton University Press.
- Bennett Moses, L. 2011. “Agents of Change: How the Law ‘Copes’ with Technological Change.” Griffith Law Review 20 (4): 763–794.
- Bhatt, U., A. Xiang, S. Sharma, A. Weller, A. Taly, Y. Jia, J. Ghosh, R. Puri, J. M. F. Moura, and P. Eckersley. 2020. “Explainable Machine Learning in Deployment”. In FAT* ‘20: Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency, January, 648–657. https://doi.org/https://doi.org/10.1145/3351095.3375624.
- Blumberg, S., R. Isenberg, D. Kerr, M. Mitra, and R. Thomas. 2021. Beyond Digital Transformations: Modernizing Core Technology for the AI Bank of The Future. McKinsey & Company Financial Service. April 28. https://www.mckinsey.com/industries/financial-services/our-insights/beyond-digital-transformations-modernizing-core-technology-for-the-ai-bank-of-the-future.
- Burrell, J. 2016. “How the Machine ‘Thinks’: Understanding Opacity in Machine Learning Algorithms.” Big Data & Society 3 (1): 1–12.
- Calo, R. 2014. “Digital Market Manipulation.” George Washington Law Review 82: 995–1051.
- Cambridge Centre for Alternative Finance and World Economic Forum (CCAF and WEF). 2020. “Transforming Paradigm: A Global AI in Financial Services Survey”. Report, January. https://www.weforum.org/reports/transforming-paradigms-a-global-ai-in-financial-services-survey.
- Cassidy, H., et al. 2019. “Product Intervention Powers and Design and Distribution Obligations: A Cross-Border Financial Services Perspective”. Herbert Smith Freehills Guide, June 11. https://www.herbertsmithfreehills.com/latest-thinking/product-intervention-powers-and-design-and-distribution-obligations-in-fs.
- Centre for Data Ethics and Innovation (CDEI). 2020. “Review into Bias in Algorithmic Decision-Making”. Report, November. https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/957259/Review_into_bias_in_algorithmic_decision-making.pdf.
- CHOICE, Consumer Action Law Centre, Financial Counselling Australia, and Financial Rights Legal Centre. 2020. “Joint Submission No 15 to ASIC CP 325: Product Design and Distribution Obligations”. https://download.asic.gov.au/media/5833911/cp325-submission-choice-calc-financial-counselling-aus-and-frlc.pdf.
- Christl, W. 2017. “Corporate Surveillance in Everyday Life: How Companies Collect, Combine, Analyze, Trade, and Use Personal Data on Billions”. Vienna: Cracked Labs Report, June. https://crackedlabs.org/en/corporate-surveillance.
- Christl, W., and S. Spiekermann. 2016. “Networks of Control: A Report on Corporate Surveillance, Digital Tracking, Big Data & Privacy”. Facultas. https://crackedlabs.org/en/networksofcontrol.
- Couldry, N., and J. Yu. 2018. “Deconstructing Datafication’s Brave New World.” New Media & Society 20 (12): 4473–4491.
- Culnane, C., B. I. P. Rubinstein, and V. Teague. 2017. “Health Data in an Open World”. arXiv:1712.05627. https://arxiv.org/abs/1712.05627.
- Datta, A., M. C. Tschantz, and A. Datta. 2015. Automated Experiments on Ad Privacy Settings: A Tale of Opacity, Choice, and Discrimination. arXiv:1408.6491v2. https://arxiv.org/abs/1408.6491.
- Deloitte. 2020. “Client-facing Technologies for Investment Banks”. December. https://www2.deloitte.com/content/dam/Deloitte/us/Documents/process-and-operations/us-client-facing-technologies-for-investment-banks.pdf.
- Deloitte Centre for Financial Services. 2019. “AI Leaders in Financial Services”. Deloitte Insights, August 13. https://www2.deloitte.com/content/dam/insights/us/articles/4687_traits-of-ai-frontrunners/DI_AI-leaders-in-financial-services.pdf.
- European Insurance and Occupational Pensions Authority (EIOPA). 2019. “Big Data Analytics in Motor and Health Insurance: A Thematic Review”. Report. https://register.eiopa.europa.eu/Publications/EIOPA_BigDataAnalytics_ThematicReview_April2019.pdf.
- European Securities and Markets Authority (ESMA). 2017. “Final Report: Guidelines on MiFID II Product Governance Requirements”. ESMA35-43-620, June 2. https://www.esma.europa.eu/sites/default/files/library/esma35-43-620_report_on_guidelines_on_product_governance.pdf.
- European Securities and Markets Authority (ESMA). 2018. “Guidelines on MiFID II Product Governance Requirements”. ESMA35-43-620, February 5. https://www.esma.europa.eu/sites/default/files/library/esma35-43-620_guidelines_on_mifid_ii_product_governance_requirements_0.pdf.
- Financial Conduct Authority (FCA) UK. 2019. “General Insurance Pricing Practices: Interim Report”. Market Study MS18/1.2, October.
- Financial Services Council (FSC). 2020. “Submission No 22 to ASIC CP 325: Product Design and Distribution Obligations”. https://download.asic.gov.au/media/5833953/cp325-submission-fsc.pdf.
- Forbrukerrådet (Norwegian Consumer Council). 2020. “Out of Control: How Consumers are Exploited by the Online Advertising Industry”. Report, January 14. https://www.conpolicy.de/en/news-detail/out-of-control-how-consumers-are-exploited-by-the-online-advertising-industry/.
- Gellert, R., and S. Gutwirth. 2013. “The Legal Construction of Privacy and Data Protection.” Computer Law and Security Review 29 (5): 522–530.
- Gutwirth, S., and P. De Hert. 2008. “Regulating Profiling in a Democratic Constitutional State.” In Profiling the European Citizen: Cross-Disciplinary Perspectives, edited by M. Hildebrandt and S. Gutwirth, 271–302. New York: Springer.
- Hildebrandt, M. 2008. “Profiling and the Identity of the European Citizen.” In Profiling the European Citizen: Cross-Disciplinary Perspectives, edited by M. Hildebrandt and S. Gutwirth, 303–344. New York: Springer.
- Hobza, M., and A. Vondrackova. 2019. “Target Market Under MiFID II: The Distributor’s Perspective.” Capital Markets Law Journal 14: 518–530.
- Howard, A. 2021. “Real Talk: Intersectionality and AI”. MITSloan Management Review, August 24. https://sloanreview.mit.edu/article/real-talk-intersectionality-and-ai/.
- Insurance Australia Group (IAG). 2020. “Submission No 26 to ASIC CP 325: Product Design and Distribution Obligations”. https://download.asic.gov.au/media/5833983/cp325-submission-insurance-australia-group_redacted.pdf.
- Kemp, K. 2021. “Regulation of the Use of Personal Data by Data Brokers and AdTech Providers”. In (mis)Informed Consent in Australia. Report for iappANZ. UNSWorks, March 31. https://www.unsworks.unsw.edu.au/primo-explore/fulldisplay/unsworks_modsunsworks_75600/UNSWORKS.
- Kingsford Smith, D., and M. Nehme. 2015. “Product Intervention Powers: A Legal, Comparative & Policy Analysis”. ASIC. http://download.asic.gov.au/media/3251548/product-intervention-powers-a-legal-comparative-and-policy-analysis.pdf.
- Knight, W. 2017. “The Dark Secret at the Heart of AI”. MIT Technology Review. https://www. technologyreview.com/2017/04/11/5113/the-dark-secret-at-the-heart-of-ai.
- Lin, J., R. Nogueira, and A. Yates. 2020. “Pretrained Transformers for Text Ranking: BERT and Beyond”. arXiv:2010.06467. https://arxiv.org/abs/2010.06467.
- Manwaring, K. 2018. “Will Emerging Information Technologies Outpace Consumer Protection Law? The Case of Digital Consumer Manipulation.” Competition and Consumer Law Journal 26 (2): 141–181.
- Manwaring, K., K. Kemp, and R. Nicholls. 2021. (mis)Informed Consent in Australia. Report for iappANZ. UNSWorks, March 31. https://www.unsworks.unsw.edu.au/primo-explore/fulldisplay/unsworks_modsunsworks_75600/UNSWORKS.
- Martinez, E., and L. Kirchner. 2021. “Denied: The Secret Bias Hidden in Mortgage-Approval Algorithms”. The Markup, August 25. https://themarkup.org/denied/2021/08/25/the-secret-bias-hidden-in-mortgage-approval-algorithms.
- Montjoye de, Y.-A., C. A. Hidalgo, M. Verleysen, and V. D. Blondel. 2013. “Unique in the Crowd: The Privacy Bounds of Human Mobility.” Scientific Reports 3: 1376. https://www.nature.com/articles/srep01376. doi:https://doi.org/10.1038/srep01376.
- New York State Department of Financial Services. 2019. “Insurance Circular Letter No 1 (2019)”. January 18. https://www.dfs.ny.gov/industry_guidance/circular_letters/cl2019_01.
- Nguyen, P., and L. Solomon. 2018. “Consumer Data and the Digital Economy: Emerging Issues in Data Collection, Use and Sharing”. Report by Consumer Policy Research Centre, July. https://apo.org.au/node/241516.
- Ntoutsi, E. 2020. “Bias in Data-Driven Artificial Intelligence Systems: An Introductory Survey.” WIRES Data Mining and Knowledge Discovery 10 (3), https://wires.onlinelibrary.wiley.com/doi/full/https://doi.org/10.1002/widm.1356.
- OAIC. 2019. “Australian Privacy Principles Guidelines”. July 22. https://www.oaic.gov.au/privacy/australian-privacy-principles-guidelines/.
- OAIC. 2020. “Australian Community Attitudes to Privacy Survey”. Report, September. https://www.oaic.gov.au/engage-with-us/research/australian-community-attitudes-to-privacy-survey-2020-landing-page.
- OAIC webpage, accessed January 23. 2022. https://www.oaic.gov.au/privacy/guidance-and-advice/australian-entities-and-the-eu-general-data-protection-regulation/#ftn10.
- O’Dea, B., S. Wan, P. J. Batterham, A. L. Calear, C. Paris, and H. Christensen. 2015. “Detecting Suicidality on Twitter.” Internet Interventions 2: 183–188.
- OECD. 2020. “The Impact of Big Data and Artificial Intelligence (AI) in the Insurance Sector”. Report. https://www.oecd.org/finance/Impact-Big-Data-AI-in-the-Insurance-Sector.htm.
- O’Keefe, C. M., S. Otorepec, M. Elliot, E. Mackey, and K. O’Hara. 2017. “The De-Identification Decision-Making Framework”. CSIRO Reports EP173122 and EP175702, September 18. https://publications.csiro.au/rpr/download?pid = csiro:EP173122&dsid = DS1.
- Pasquale, F. 2015. The Black Box Society: The Secret Algorithms That Control Money and Information. Cambridge: Harvard University Press.
- Paterson, J. M. 2021. “From Disclosure to Design: The Australian Regulatory Response to Mis-Selling to Consumer Investors by Financial Services Providers.” In Financial Advice and Investor Protection: Comparative Law and Practice, edited by Sandra Booysen, (Financial Law and Practice Series), 165–189. Cheltenham: Edward Elgar.
- Pejic Bach, M., Ž Krstic, S. Seljan, and L. Turulja. 2019. “Text Mining for Big Data Analysis in Financial Sector: A Literature Review.” Sustainability 11: 1–27.
- Prince, A. E. R., and D. Schwarcz. 2020. “Proxy Discrimination in the Age of Artificial Intelligence and Big Data.” Iowa Law Review 105: 1257–1318.
- Ribeiro, M. T., S. Singh, and C. Guestrin. 2016. “‘Why Should I Trust You?’ Explaining the Predictions of Any Classifier”. In KDD ‘16: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, August. https://dl.acm.org/doi/abs/https://doi.org/10.1145/2939672.2939778.
- Richmond, B.. 2019. A Day in the Life of Data: Removing the Opacity Surrounding the Data Collection, Sharing and Use Environment in Australia. Consumer Policy Research Centre. https://apo.org.au/node/238871.
- Rocher, L., J. M. Hendrickx, and Y.-A. de Montjoye. 2019. “Estimating the Success of Re-identifications in Incomplete Datasets Using Generative Models.” Nature Communications 10: 3069. https://www.nature.com/articles/s41467-019-10933-3/. doi: https://doi.org/10.1038/s41467-019-10933-3.
- Roux, T. 2014. “Judging the Quality of Legal Research: A Qualified Response to the Demand for Greater Methodological Rigour.” Legal Education Review 24: 177–204.
- Royal Commission into Misconduct in the Banking, Superannuation and Financial Services Industry. 2018. “Interim Report”. Australia. https://financialservices.royalcommission.gov.au/Pages/reports.html#interim.
- Royal Commission into Misconduct in the Banking, Superannuation and Financial Services Industry. 2019. “Final Report”. Australia. https://www.royalcommission.gov.au/banking/final-report.
- United Nations (UN). 2021. “The Right to Privacy in the Digital Age: Report of the United Nations High Commissioner for Human Rights”. Advance Edited Version, A/HRC/48/31, September 13. https://www.ohchr.org/EN/HRBodies/HRC/RegularSessions/Session48/Documents/A_HRC_48_31_AdvanceEditedVersion.docx.
- Wachter, S. 2019. “Data Protection in the Age of Big Data.” Nature Electronics 2: 6–7.
- Wachter, S. 2020. “Affinity Profiling and Discrimination by Association in Online Behavioural Advertising.” Berkeley Technology Law Journal 35: 367–430.
- Wachter, S., and B. Mittelstadt. 2019. “A Right to Reasonable Inferences: Re-Thinking Data Protection Law in the Age of Big Data and AI.” Columbia Business Law Review 2: 494–620.
- Wachter, S., B. Mittelstadt, and L. Floridi. 2017. “Why a Right to Explanation of Automated Decision-Making Does Not Exist in the General Data Protection Regulation.” International Data Privacy Law 7: 76–99.
- Wang, Y., and M. Kosinski. 2020. “Deep Neural Networks Are More Accurate Than Humans at Detecting Sexual Orientation from Facial Images”. OSF Research Project, updated May 26. https://osf.io/zn79k/doihttps://doi.org/10.17605/OSF.IO/ZN79K.
- Westpac. 2020. “Submission No 42 to ASIC CP 325: Product Design and Distribution Obligations”. https://download.asic.gov.au/media/5838001/cp325-submission-westpac_redacted.pdf.
- World Economic Forum and Deloitte (WEF and Deloitte). 2018. “The New Physics of Financial Services: Understanding How Artificial Intelligence Is Transforming the Financial Ecosystem”. August. https://www.weforum.org/reports/the-new-physics-of-financial-services-how-artificial-intelligence-is-transforming-the-financial-ecosystem.
- Zuboff, S. 2019. The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power. London: Profile Books.
- Zuiderveen Borgesius, F. J. 2020. “Strengthening Legal Protection Against Discrimination by Algorithms and Artificial Intelligence.” The International Journal of Human Rights 24 (10): 1572–1593.