References
- Ahn, M. J., & Chen, Y. (2022). Digital transformation toward AI-augmented public administration: The perception of government employees and the willingness to use AI in government. Government Information Quarterly, 39(2), Article 101664. https://doi.org/10.1016/j.giq.2021.101664
- AI Alliance. (2023, March 1). Scottish AI Register launches. Retrieved June 12, 2023, from https://www.scottishai.com/news/scottish-ai-register-launches#:~:text=The%20Register%20will%20make%20transparent,decisions%20and%20deliver%20public%20services
- Amnesty International. (2021). Xenophobic machines: Discrimination through unregulated use of algorithms in the Dutch childcare benefits scandal. Retrieved November 27, 2023, from https://www.amnesty.org/en/documents/eur35/4686/2021/en
- Bader, J., Edwards, J., Harris-Jones, C., & Hannaford, D. (1988). Practical engineering of knowledge-based systems. Information and Software Technology, 30(5), 266–277. https://doi.org/10.1016/0950-5849(88)90019-5
- Barth, T. J., & Arnold, E. (1999). Artificial intelligence and administrative discretion: Implications for public administration. The American Review of Public Administration, 29(4), 332–351. https://doi.org/10.1177/02750749922064463
- Behr, M. (2021). Scottish people lack trust in artificial intelligence, survey warns. Retrieved June 12, 2023, from https://www.digit.fyi/scottish-people-lack-trust-in-artificial-intelligence-survey-warns
- Berryhill, J., Heang, K. H., Clogher, R., & McBride, K. (2019). Hello, world: Artificial intelligence and its use in the public sector. OECD, Retrieved May 21, 2023, from https://oecd-opsi.org/wp-content/uploads/2019/11/AI-Report-Online.pdf
- Bevir, M., & Rhodes, R. (2003). Interpreting British governance. Routledge.
- Bostrum, N. (2014). Superintelligence: Paths, dangers, strategies. University Press.
- Bostrum, N., Dafoe, A., & Flynn, C. (2020). Public policy and superintelligent AI: A vector field approach. In M. S. Liao (Ed.), Ethics of artificial intelligence (pp. 293–326). University Press.
- Boyd, M., & Wilson, N. (2017). Rapid developments in artificial intelligence: How might the New Zealand government respond? Policy Quarterly, 13(4), 36–43. https://doi.org/10.26686/pq.v13i4.4619
- Braithwaite, V. (2020). Beyond the bubble that is Robodebt: How governments that lose integrity threaten democracy. Australian Journal of Social Issues, 55(3), 242–259. https://doi.org/10.1002/ajs4.122
- Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa
- Bryman, A. (2001). Social research methods. University Press.
- Businesswire. (2021, December 15). The UK leads Europe and ranks third globally in artificial intelligence. Businesswire. Retrieved May 14, 2023, from https://www.businesswire.com/news/home/20211215005874/en/The-UK-Leads-Europe-and-Ranks-Third-Globally-in-Artificial-Intelligence
- Byrne, M. (2022). Quoted in leader insights: Where does Scotland sit on the global AI stage? Retrieved May 21, 2023, from https://www.digit.fyi/where-does-scotland-sit-on-the-ai-stage
- Cairney, P. (2018). Three habits of successful policy entrepreneurs. Policy & Politics, 46(2), 199–215. https://doi.org/10.1332/030557318X15230056771696
- Campbell-Verduyn, M., Goguen, M., & Porter, T. (2017). Big Data and algorithmic governance: The case of financial practices. New Political Economy, 22(2), 219–236. https://doi.org/10.1080/13563467.2016.1216533
- Carlizzi, D. N., & Quattrone, A. (2023). Artificial intelligence and data governance for precision ePolicy cycle. In D. Marino, & M. Monaca (Eds.), Artificial intelligence and economics: The key to the future (pp. 67–84). Springer.
- Chen, Y., & Lee, J. (2018). Collaborative data networks for public service: Governance, management and performance. Public Management Review, 20, 672–690. https://doi.org/10.1080/14719037.2017.1305691
- CivTech. (2023). How it works. CivTech. Retrieved May 21, 2023, from https://www.civtech.scot/process
- Conolly, J., & van der Zwet, A. (2021). Public value management, governance and reform in Britain. Palgrave Macmillan.
- Coyle, D. (2020, September 15). The tensions between explainable AI and good public policy. Brookings Institution. Retrieved May 14, 2023, from https://www.brookings.edu/techstream/the-tensions-between-explainable-ai-and-good-public-policy
- Creemers, R. (2018, May 9). China's social credit system: An evolving practice. SSRN. Retrieved May 21, 2023, from https://doi.org/10.2139/ssrn.3175792.
- Data Lab. (2023). About. The Data Lab. Retrieved April 7, 2023, from https://thedatalab.com/about-us
- Davenport, T. H., & Ronanki, R. (2018). Artificial intelligence for the real world. Harvard Business Review, January/February, 108–116. Retrieved June 19, 2023, from http://blockqai.com/wp-content/uploads/2021/01/analytics-hbr-ai-for-the-real-world.pdf
- DDI. (2023). About. Data Driven Initiative. Retrieved May 14, 2023, from https://ddi.ac.uk
- Dear, K. (2019). Artificial intelligence and decision-making. The RUSI Journal, 164(5-6), 18–25. https://doi.org/10.1080/03071847.2019.1693801
- De Sousa, W. G., Pereira De Melo, E. R., De Souza Bermejo, P. H., Sousa Farias, R. A., & Gomes, A. O. (2019). How and where is artificial intelligence in the public sector going? A literature review and research agenda. Government Information Quarterly, 36(4). https://doi.org/10.1016/j.giq.2019.07.004.
- Desouza, K. C., Dawson, G. S., & Chenok, D. (2020). Designing, developing, and deploying artificial intelligence systems: Lessons from and for the public sector. Business Horizons, 63(2), 205–213. https://doi.org/10.1016/j.bushor.2019.11.004.
- Digital Scotland. (2021). Scotland’s AI Strategy. Retrieved June 16, 2023, from https://www.gov.scot/binaries/content/documents/govscot/publications/strategy-plan/2021/03/scotlands-ai-strategy-trustworthy-ethical-inclusive/documents/scotlands-artificial-intelligence-strategy-trustworthy-ethical-inclusive/scotlands-artificial-intelligence-strategy-trustworthy-ethical-inclusive/govscot%3Adocument/scotlands-artificial-intelligence-strategy-trustworthy-ethical-inclusive.pdf
- Digital Strategy. (2021). Digital Strategy. Retrieved May 14, 2023, from https://www.gov.scot/binaries/content/documents/govscot/publications/strategy-plan/2021/03/a-changing-nation-how-scotland-will-thrive-in-a-digital-world/documents/a-changing-nation-pdf-version/a-changing-nation-pdf-version/govscot%3Adocument/DigiStrategy.FINAL.APR21.pdf
- Duan, Y., Edwards, J. S., & Dwivedi, Y. D. (2019). Artificial intelligence for decision making in the era of Big Data – evolution, challenges and research agenda. International Journal of Information Management, 48, 63–71. https://doi.org/10.1016/j.ijinfomgt.2019.01.021
- Eggers, W. D., Fishman, T., & Pankaj, K. (2017). AI-augmented human services. Deloitte Center for Government Insights. Retrieved June 16, 2023, from https://www2.deloitte.com/content/dam/insights/us/articles/4152_AI-human-services/4152_AI-human-services.pdf
- Eom, S. J., & Lee, J. (2022). Digital government transformation in turbulent times: Responses, challenges, and future direction. Government Information Quarterly, 39, Article 101690. https://doi.org/10.1016/j.giq.2022.101690
- European Parliament. (2023, June 8). EU AI act: First regulation on artificial intelligence. EU Parliament News. Retrieved June 16, 2023, from https://www.europarl.europa.eu/news/en/headlines/society/20230601STO93804/eu-ai-act-first-regulation-on-artificial-intelligence#:~:text=On%2014%20June%202023%2C%20MEPs,the%20end%20of%20this%20year
- FOI Response. (2023). Communication of Scottish Government with author. Reference number 202300356605.
- Future of Life. (2023). Pause giant AI experiments: An open letter - Future of Life Institute. Retrieved April 7, 2023, from https://futureoflife.org/open-letter/pause-giant-ai-experiments
- George, A. L., & Bennett, A. (2005). Case studies and theory development in the social sciences. MIT Press.
- Gerring, J. (2004). What is a case study and what is it good for? American Political Science Review, 98(2), 341–354. https://doi.org/10.1017/S0003055404001182
- Government Office for Science. (2015). Artificial intelligence: Opportunities and implications for the future of decision making. Retrieved September 16, 2019, from https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/566075/gs-16-19-artificial-intelligence-ai-report.pdf
- Grace, K., Salvatier, J., Dafoe, A., Zhang, B., & Evans, O. (2018). Viewpoint: When will AI exceed human performance? Evidence from AI experts. Journal of Artificial Intelligence Research, 62(1), 729–754. https://doi.org/10.1613/jair.1.11222
- Helbing, D., Frey, B. S., Gigerenzer, G., Hafen, E., Hagner, M;, Hofstetter, Y., van den Hoven, J., Zicari, R. V., & Zwitter, A. (2017, February 25). Will democracy survive Big Data and artificial intelligence?. Retrieved June 14, 2023, from https://www.scientificamerican.com/article/will-democracy-survive-big-data-and-artificial-intelligence
- Hern, A. (2023, March 21). Google’s Bard chatbot launches in US and UK. The Guardian. Retrieved April 7, 2023, from https://www.theguardian.com/technology/2023/mar/21/googles-bard-chatbot-launches-in-us-and-uk
- Hills, B. (2017, March 13). Data is everywhere. Scottish Parliament Information Service. Retrieved April 7, 2023, from https://spice-spotlight.scot/2018/03/13/guest-blog-data-is-everywhere
- Hinds, J., Williams, E. J., & Joinson, A. N. (2020). “It wouldn't happen to me”: Privacy concerns and perspectives following the Cambridge analytica scandal. International Journal of Human-Computer Studies, 143, Article 102498. https://doi.org/10.1016/j.ijhcs.2020.102498
- Höchtl, J., Parycek, P., & Schöllhammer, R. (2016). Big data in the policy cycle: Policy decision making in the digital era. Journal of Organizational Computing and Electronic Commerce, 26(1-2), 147–169. https://doi.org/10.1080/10919392.2015.1125187
- Information Officer. (2023). AI detailed guidance. Information Officer UK. Retrieved April 7, 2023, from https://ico.org.uk/for-organisations/uk-gdpr-guidance-and-resources/artificial-intelligence
- Ingham, L. (2020, February 28). UK AI industry sees boost with two major investment projects. Retrieved April 7, 2023, from https://www.verdict.co.uk/uk-ai-investment
- Ingrams, A., Kaufmann, W., & Jacobs, D. (2021). In AI we trust? Citizen perceptions of AI in government decision making. Policy & Internet, 14(2), 390–409. https://doi.org/10.1002/poi3.276
- Janssen, M., & Kuk, G. (2018). The challenges and limits of big data algorithms in technocratic governance. Government Information Quarterly, 33(3), 371–377. https://doi.org/10.1016/j.giq.2016.08.011
- King, A. (2021, November 13). Quoted in Walch, K. Is Scotland a major contender in the AI space? Interview in Forbes. Retrieved April 12, 2023, from https://www.forbes.com/sites/cognitiveworld/2021/11/13/is-scotland-a-major-contender-in-the-ai-space
- Kuziemski, M., & Misuraca, G. (2020). AI governance in the public sector: Three tales from the frontiers of automated decision-making in democratic settings. Telecommunications Policy, 44(6), Article 101976. https://doi.org/10.1016/j.telpol.2020.101976
- Lago, C. (2021, September 29). Is it too soon to automate policy? The use of AI in government must be fair, transparent and accountable. The New Statesman. Retrieved May 7, 2023, from https://www.newstatesman.com/spotlight/2021/09/is-it-too-soon-to-automate-policy
- Lock, S. (2022, December 5). What is AI chatbot phenomenon ChatGPT and could it replace humans? The Guardian. Retrieved May 21, 2023, from https://www.theguardian.com/technology/2022/dec/05/what-is-ai-chatbot-phenomenon-chatgpt-and-could-it-replace-humans
- Masanja, N. M., & Mkumbo, H. (2020). The application of open source artificial intelligence as an approach to frugal innovation in Tanzania. International Journal of Research and Innovation in Applied Science, 5(3), 36–46.
- Medaglia, R., Gil-Garcia, J. R., & Pardo, T. A. (2023). Artificial intelligence in government: Taking stock and moving forward. Social Science Computer Review, 41(1), 123–140. https://doi.org/10.1177/08944393211034087
- Mehr, H. (2017). Artificial intelligence for citizen services and government. Research paper, Ash Center for Democratic Governance and Innovation. Retrieved September 16, 2019, from https://ash.harvard.edu/files/ash/files/artificial_intelligence_for_citizen_services.pdf
- Meikleham, L. (2023, September 27). Foundations first – realising the potential of open data. Digital Directorate’s Data Division. Blog post. https://blogs.gov.scot/digital/2023/09/27/foundations-first-realising-the-potential-of-open-data/
- Michael, J. A, & Chen, Y. (2020). Artificial Intelligence in government: Potentials, challenges, and the future. In The 21st Annual International Conference on Digital Government Research (dg.o '20) (pp. 243–252). Association for Computing Machinery.
- Mikhaylov, S. J., Esteve, M., & Campion, A. (2018). Artificial intelligence of the public sector: Opportunities and challenges of cross sector collaboration. Philosophical Transactions Royal Society, 376, Article 20170357. https://doi.org/10.1098/rsta.2017.0357
- Milmo, M., & Stacey, K. (2023, November 2). Five takeaways from UK’s AI safety summit at Bletchley Park. The Guardian. Retrieved December 6, 2023, from https://www.theguardian.com/technology/2023/nov/02/five-takeaways-uk-ai-safety-summit-bletchley-park-rishi-sunak
- Moore, M. H. (1995). Creating public value: Strategic management in government. University Press.
- Naughton, J. (2023, May 7). ‘A race it might be impossible to stop’: How worried should we be about AI?, The Guardian. Retrieved May 21, 2023, from https://www.theguardian.com/technology/2023/may/07/a-race-it-might-be-impossible-to-stop-how-worried-should-we-be-about-ai
- Newman, J., & Mintrom, M. (2023). Mapping the discourse on evidence-based policy, artificial intelligence, and the ethical practice of policy analysis. Journal of European Public Policy, 30(9), 1839–1859. https://doi.org/10.1080/13501763.2023.2193223
- Peled, A. (2014). Traversing digital babel: Information, e-government, and exchange. MIT Press.
- Perry, B., & Uuk, R. (2019). AI governance and policy making process: Key considerations for reducing AI risk. Big Data and Cognitive Computing, 3(26), 26–17. https://doi.org/10.3390/bdcc3020026
- Popper, M., & Lipshitz, R. (1998). Organizational learning mechanisms: A structural and cultural approach to organizational learning. Journal of Applied Behavioral Science, 34(2), 161–179. https://doi.org/10.1177/0021886398342003
- PwC. (2017). The economic impact of artificial intelligence on the UK economy. PricewaterhouseCoopers. Retrieved May 21, 2023, from https://www.pwc.co.uk//economic-services/assets/ai-uk-report-v2.pdf
- Research Data Scotland. (2023). Research Data Scotland. Retrieved May 21, 2023, from https://www.researchdata.scot
- Riley-Smith, B. (2023, June 16). Civil servants told not to share state secrets with ChatGPT, leaked guidance reveals. The Telegraph. Retrieved June 21, 2023, from https://www.telegraph.co.uk/news/2023/06/16/civil-servants-told-dont-share-state-secrets-chatgpt-ai
- Ruffa, C. (2020). Case study methods: Case selection and case analysis. In L. Curini, & R. Franzese (Eds.), The SAGE handbook of research methods in political science and international relations (Vol. 2, pp. 1133–1147). Sage.
- Russell, S. (2019). Human compatible. AI and the problem of control. Allen Lane.
- Russell, S., & Norvig, P. (2016). Artificial intelligence: A modern approach. Pearson Education Limited.
- Samoili, S., Cobo, M. L., Gomez, E., De Prato, G., Martinez-Plumed, F., & Delipetrev, B. (2020). AI watch. defining artificial intelligence. Towards an operational definition and taxonomy of artificial intelligence. Technical Report. Joint Research Centre. Retrieved June 19, 2023, from https://doi.org/10.2760/382730.
- Scottish AI Playbook. (2023). The Scottish AI playbook. Retrieved May 21, 2023, from https://www.scottishaiplaybook.com
- Scottish AI Register. (2023). About. Retrieved May 21, 2023, from https://scottishairegister.com
- Scottish Government. (2021). A fairer, greener Scotland. Programme for Government 2021-22. Retrieved June 19, 2023, from https://www.gov.scot/binaries/content/documents/govscot/publications/strategy-plan/2021/09/fairer-greener-scotland-programme-government-2021-22/documents/fairer-greener-scotland-programme-government-2021-22/fairer-greener-scotland-programme-government-2021-22/govscot%3Adocument/fairer-greener-scotland-programme-government-2021-22.pdf
- Scottish Government. (2022). Policies and standards for the evaluation of artificial intelligence (AI) in government decision making: FOI release. FOI/202200310403. Retrieved May 21, 2023, from https://www.gov.scot/publications/foi-202200310403
- Stake, R. E. (2008). Qualitative case studies. In N. K. Denzin, & Y. S. Lincoln (Eds.), Strategies of qualitative inquiry (pp. 119–149). Sage.
- Starke, C., & Lünich, M. (2020). Artificial intelligence for political decision-making in the European Union: Effects on citizens’ perceptions of input, throughput, and output legitimacy. Data & Policy, 2, Article E16. https://doi.org/10.1017/dap.2020.19
- Sætra, H. S. (2020). A shallow defence of a technocracy of artificial intelligence: Examining the political harms of algorithmic governance in the domain of government. Technology in Society, 62. https://doi.org/10.1016/j.techsoc.2020.101283
- Susskind, J. (2020). Future politics. University Press.
- Thierer, D., O’Sullivan, A. C., & Russell, R. (2017). Artificial intelligence and public policy. Mercatus Research Paper. Retrieved June 19, 2023, from https://doi.org/10.2139/ssrn.3021135.
- UK Government. (2021). National AI Strategy. Retrieved June 19, 2023, from https://www.gov.uk/government/publications/national-ai-strategy
- UK Government. (2023). Prime Minister launches new AI Safety Institute. Press release UK Government. Retrieved December 6, 2023, from https://www.gov.uk/government/news/prime-minister-launches-new-ai-safety-institute
- UKRI. (2019, January 21). £200 m to create a new generation of artificial intelligence leaders. UK Research and Innovation. Retrieved September 16, 2019, from https://www.ukri.org/news/200m-to-create-a-new-generation-of-artificial-intelligence-leaders
- Valle-Cruz, D., García-Contreras, R., & Muñoz-Chávez, J. P. (2022, June 15–17). Mind the Gap: Towards an understanding of government decision-making based on artificial intelligence. Conference Proceedings. The 23rd Annual International Conference on Digital Government Research Association for Computing Machinery, New York (pp. 226–234). Retrived June 19, 2023 from https://doi.org/10.1145/3543434.3543445.
- Varakantham, P., An, B., Low, B., & Zhang, J. (2017). Artificial intelligence research in Singapore: Assisting the development of a smart nation. AI Magazine, 38(3), 102–105. https://doi.org/10.1609/aimag.v38i3.2749
- Vogl, T. M., Seidelin, C., Ganesh, B., & Bright, J. (2020). Smart technology and the emergence of algorithmic bureaucracy: Artificial intelligence in UK local authorities. Public Administration Review, 80(6), 946–961. https://doi.org/10.1111/puar.13286
- Wachter, S., Mittelstadt, B., & Floridi, L. (2017). Transparent, explainable, and accountable AI for robotics. Science Robotics, 2(6). https://doi.org/10.1126/scirobotics.aan6080
- Walch, K. (2021). Is Scotland a major contender in the AI space?, Forbes. Retrieved May 21, 2023, from https://www.forbes.com/sites/cognitiveworld/2021/11/13/is-scotland-a-major-contender-in-the-ai-space
- Wirtz, B. W., & Müller, W. M. (2019). An integrated artificial intelligence framework for public management. Public Management Review, 21(7), 1076–1100. https://doi.org/10.1080/14719037.2018.1549268
- Wirtz, B. W., Weyerer, J. C., & Geyer, C. (2019). Artificial intelligence and the public sector – applications and challenges. International Journal of Public Administration, 42(7), 596–615. https://doi.org/10.1080/01900692.2018.1498103
- Zajko, M. (2023). Automated government benefits and welfare surveillance. Surveillance & Society, 21(3), 246–258. https://doi.org/10.24908/ss.v21i3.16107
- Zheng, S., Trott, A., Srinivasa, S., Naik, N., Gruesbeck, M., Parkes, D. C., & Socher, R. (2020). The AI economist: Improving equality and productivity with AI-driven tax policies. Retrieved June 19, 2023, from https://doi.org/10.48550/arXiv.2004.13332.
- Zheng, S., Trott, A., Srinivasa, S., Parkes, D. C., & Socher, R. (2022). The AI economist: Taxation policy design via two-level deep multiagent reinforcement learning. Science Advances, 8(18), 10–17. https://doi.org/10.1126/sciadv.abk2607
- Ziadah, R. (2021). Surveillance, race, and social sorting in the United Arab Emirates. Politics. https://doi.org/10.1177/02633957211009719
- Zuiderwijk, A., Chen, Y., & Salem, F. (2021). Implications of the use of artificial intelligence in public governance: A systematic literature review and a research agenda. Government Information Quarterly, 38(3), Article 101577. https://doi.org/10.1016/j.giq.2021.101577