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Strategizing AI in Business and Education

Emerging Technologies and Business Strategy

Published online by Cambridge University Press:  21 March 2023

Aleksandra Przegalinska
Affiliation:
Akademia Leona Koźmińskiego, Poland
Dariusz Jemielniak
Affiliation:
Akademia Leona Koźmińskiego, Poland

Summary

This Element proposes a clear and up-to-date description of the state of artificial intelligence today, not only in terms of business processes and strategies, but also its societal reception. It presents our view of the technology landscape, avoiding both the forward-looking, rose-colored utopia and the hyper-apocalyptic gloom. It does so in a concise form, addressing a complex issue in 9 concise and easy-to-read chapters. It aims to discuss the current state of machine learning and AI in strategic management, and to describe the emerging technologies. It conceptualizes their adoption, and then consider the effects of AI technologies' maturity in business organizations.
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Online ISBN: 9781009243520
Publisher: Cambridge University Press
Print publication: 06 April 2023

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References

Acemoglu, Daron, and Restrepo, Pascual 2017. “Robots and Jobs: Evidence from US Labor Markets.” https://doi.org/10.3386/w23285.Google Scholar
Acemoglu, Daron, and Restrepo, Pascual. 2018. “Artificial Intelligence, Automation and Work.” Working Paper Series. National Bureau of Economic Research. https://doi.org/10.3386/w24196.Google Scholar
Allen, James. 1988. Natural Language Understanding. San Francisco: Benjamin-Cummings Publishing.Google Scholar
Amit, Raphael, and Zott, Christoph. 2020. Business Model Innovation Strategy: Transformational Concepts and Tools for Entrepreneurial Leaders. New York: John Wiley & Sons.Google Scholar
Amsalem, Orly. 2022. “Five Ways to Shift to AI-First.” Datanami. 2022. www.datanami.com/2022/02/22/five-ways-to-shift-to-ai-first/.Google Scholar
Anadiotis, George. 2022. “Andrew Ng Predicts the Next 10 Years in AI.” VentureBeat. March 21, 2022. https://venturebeat.com/2022/03/21/andrew-ng-predicts-the-next-10-years-in-ai/.Google Scholar
Autor, David H. 2015. “Why Are There Still So Many Jobs? The History and Future of Workplace Automation.The Journal of Economic Perspectives: A Journal of the American Economic Association 29 (3): 330.Google Scholar
Autor, David, and Salomons, Anna. 2018. “Is Automation Labor-Displacing? Productivity Growth, Employment, and the Labor Share.” No. 24871. National Bureau of Economic Research. https://doi.org/10.3386/w24871.CrossRefGoogle Scholar
Autor, David, Levy, Frank, and Murnane, Richard. 2000. “Upstairs, Downstairs: Computer-Skill Complementarity and Computer-Labor Substitution on Two Floors of a Large Bank.” NBER working paper. https://doi.org/10.3386/w7890.CrossRefGoogle Scholar
Axelsson, Ekaterina Yurova, and Khrennikov, Andrei. 2019. “Description of (Fully) Homomorphic Cryptographic Primitives Within the P-Adic Model of Encryption.” Trends in Mathematics. https://doi.org/10.1007/978-3-030-04459-6_23.CrossRefGoogle Scholar
Azar, Ofer H. 2006. “Freakonomics: A Rogue Economist Explores the Hidden Side of Everything.” The Economic Journal 116 (512): F335–36.CrossRefGoogle Scholar
Banker, Sachin, and Khetani, Salil. 2019. “Algorithm Overdependence: How the Use of Algorithmic Recommendation Systems Can Increase Risks to Consumer Well-Being.Journal of Public Policy & Marketing 38 (4): 500–15.Google Scholar
Barrat, James. 2013. Our Final Invention: Artificial Intelligence and the End of the Human Era. London: Macmillan.Google Scholar
Bean, Randy. 2021. “NewVantage Partners Releases 2021 Big Data and AI Executive Survey.” www.businesswire.com/news/home/20210104005022/en/NewVantage-Partners-Releases-2021-Big-Data-and-AI-Executive-Survey.Google Scholar
Beduschi, Ana. 2021. “Rethinking Digital Identity for Post-COVID-19 Societies: Data Privacy and Human Rights Considerations.” Data & Policy 3. https://doi.org/10.1017/dap.2021.15.CrossRefGoogle Scholar
Behm, Carly. 2022. “As Neuralink Aims for Human Trials, 3 Spine Surgeons Weigh in on Practicality.” Becker’s Orthopedic & Spine Review. January 13, 2022. www.beckersspine.com/spine/item/53404-as-neuralink-aims-for-human-trials-3-spine-surgeons-weigh-in-on-practicality.html.Google Scholar
Benkler, Yochai, Faris, Robert, and Roberts, Hal. 2018. Network Propaganda: Manipulation, Disinformation, and Radicalization in American Politics. Oxford: Oxford University Press.Google Scholar
Birkinshaw, Julian. 2020. “What Is the Value of Firms in an AI World?” In The Future of Management in an AI World, 23–35 Canais, Jordi; Heumcamp Franz. Cham: Springer International Publishing.Google Scholar
Bisser, Stephan. 2021. “Introduction to the Microsoft Conversational AI Platform.” Microsoft Conversational AI Platform for Developers. https://doi.org/10.1007/978-1-4842-6837-7_1.Google Scholar
Bogen, Miranda. 2019. “All the Ways Hiring Algorithms Can Introduce Bias.” Harvard Business Review, May 6, 2019. https://hbr.org/2019/05/all-the-ways-hiring-algorithms-can-introduce-biasGoogle Scholar
Bory, L. 2019. “Deep New: The Shifting Narratives of Artificial Intelligence from Deep Blue to AlphaGo.” Convergence: The International Journal of Research into New Media Technologies, 25 (4). https://doi.org/10.1177/1354856519829679.Google Scholar
Bostrom, Nick. 2015. Superintelligence: Paths, Dangers, Strategies, vol. 66. Oxford: Oxford University Press.Google Scholar
Branwen, Gwern. 2020. “GPT-3 Creative Fiction,” June. www.gwern.net/GPT–3.Google Scholar
Brooks, Rodney. 2017. “The Seven Deadly Sins of AI Predictions.” MIT Technology Review, October 6, 2017. www.technologyreview.com/2017/10/06/241837/the-seven-deadly-sins-of-ai-predictions/.Google Scholar
Brown, David. 2020. Artificial Intelligence for Business: Understand Neural Networks and Machine Learning for Robotics. A Step-By-Step Method to Develop AI and Ml Projects for Business. London: 17 Books Limited.Google Scholar
Brynjolfsson, Erik, and Andrew, McAfee. 2014. The Second Machine Age: Work, Progress, and Prosperity in a Time of Brilliant Technologies. New York: W. W. Norton & Company.Google Scholar
Bulusu, Lakshman, and Abellera, Rosendo. 2020. AI Meets BI: Artificial Intelligence and Business Intelligence. Boca Ratan, FL: CRC Press.CrossRefGoogle Scholar
Buolamwini, Joy Adowaa. 2017. “Gender Shades: Intersectional Phenotypic and Demographic Evaluation of Face Datasets and Gender Classifiers.” Massachusetts Institute of Technology. https://dspace.mit.edu/handle/1721.1/114068?show=full.Google Scholar
Burkhardt, Marcus. 2019. “Mapping the Democratization of AI on GitHub.” The Democratization of Artificial Intelligence. https://doi.org/10.14361/9783839447192-013.Google Scholar
Cachola, Isabel, Kyle, Lo, Cohan, Arman, and Weld, Daniel S.. 2020. “TLDR: Extreme Summarization of Scientific Documents.” arXiv [cs.CL]. arXiv. http://arxiv.org/abs/2004.15011.Google Scholar
Cai, Li, and Zhu, Yangyong. 2015. “The Challenges of Data Quality and Data Quality Assessment in the Big Data Era.Data Science Journal 14 (0): 2.Google Scholar
Cho, Kyunghyun, van Merrienboer, Bart, Gulcehre, Caglar et al. 2014. “Learning Phrase Representations Using RNN Encoder-Decoder for Statistical Machine Translation.” arXiv [cs.CL]. arXiv. http://arxiv.org/abs/1406.1078.CrossRefGoogle Scholar
Christensen, Clayton M. 2013. The Innovator’s Dilemma: When New Technologies Cause Great Firms to Fail. Boston, MA: Harvard Business Review Press.Google Scholar
Ciechanowski, Leon, Przegalinska, Aleksandra, Magnuski, Mikolaj, and Gloor, Peter. 2018. “In the Shades of the Uncanny Valley: An Experimental Study of Human–chatbot Interaction.” Future Generations Computer Systems: FGCS, February. https://doi.org/10.1016/j.future.2018.01.055.CrossRefGoogle Scholar
Clifford, Cat. 2018. “Google CEO: A.I. Is More Important than Fire or Electricity.” CNBC. February 1, 2018. www.cnbc.com/2018/02/01/google-ceo-sundar-pichai-ai-is-more-important-than-fire-electricity.html.Google Scholar
Coghlan, Simon, and Leins, Kobi. 2020. “‘Living Robots’: Ethical Questions about Xenobots.The American Journal of Bioethics: AJOB 20 (5): W13.Google Scholar
Daugherty, Paul R., and James Wilson, H.. 2018. Human + Machine: Reimagining Work in the Age of AI. Boston, MA: Harvard Business Review Press.Google Scholar
Davenport, Thomas H. 2018. “The AI Advantage.” https://doi.org/10.7551/mitpress/11781.001.0001.Google Scholar
Davenport, Thomas H., and Ronanki, Rajeev. 2018. “Artificial Intelligence for the Real World.Harvard Business Review 96 (1): 108–16.Google Scholar
David, Javier E. 2017. “Elon Musk Issues a Stark Warning about A.I., Calls It a Bigger Threat than North Korea.” CNBC. August 12, 2017. www.cnbc.com/2017/08/11/elon-musk-issues-a-stark-warning-about-a-i-calls-it-a-bigger-threat-than-north-korea.html.Google Scholar
Dickson, Ben. 2020. “Sorry, Elon: Fully Autonomous Tesla Vehicles Will Not Happen Anytime Soon.” PCMAG. July 16, 2020. www.pcmag.com/opinions/sorry-elon-fully-autonomous-tesla-vehicles-will-not-happen-anytime-soon.Google Scholar
Domingos, Pedro. 2015. The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World. New York: Basic Books.Google Scholar
Domingos, Pedro, and Hulten, Geoff. 2001. “A General Method for Scaling Up Machine Learning Algorithms and Its Application to Clustering.” In Proceedings of the Eighteenth International Conference on Machine Learning, editing by Carla E. Brodley and Andrea Pohoreckyj Danyluk, eds. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.21.2571.Google Scholar
Domonoske, Camila. 2017. “Elon Musk Warns Governors: Artificial Intelligence Poses ‘Existential Risk.’” NPR, July 17, 2017. www.npr.org/sections/thetwo-way/2017/07/17/537686649/elon-musk-warns-governors-artificial-intelligence-poses-existential-risk.Google Scholar
Draper, Norman R. 2013. “The Signal and the Noise: Why So Many Predictions Fail – But Some Don’t by Nate Silver.” International Statistical Review. https://doi.org/10.1111/insr.12020_24.Google Scholar
Duan, Haihan, Jiaye, Li, Fan, Sizheng et al. 2021. “Metaverse for Social Good: A University Campus Prototype.” In Proceedings of the 29th ACM International Conference on Multimedia, 153–61. New York: Association for Computing Machinery.Google Scholar
Durall, Claudia, Kukil, Kateryna, Hawkes, Jeffrey A. et al. 2021. “Production of Succinate by Engineered Strains of Synechocystis PCC 6803 Overexpressing Phosphoenolpyruvate Carboxylase and a Glyoxylate Shunt.Microbial Cell Factories 20 (1): 39.CrossRefGoogle Scholar
Elkins, Katherine, and Chun, Jon. 2020. “Can GPT-3 Pass a Writer’s Turing Test?” Journal of Cultural Analytics, September. https://doi.org/10.22148/001c.17212.Google Scholar
Fan, Junfeng, and Vercauteren, Frederik. 2012. “Somewhat Practical Fully Homomorphic Encryption.” Cryptology ePrint Archive. https://eprint.iacr.org/2012/144.Google Scholar
Faulkner, Alastair, and Nicholson, Mark. 2020. “Data-Centric Systems.” Data-Centric Safety. https://doi.org/10.1016/b978-0-12-820790-1.00018-8.Google Scholar
Floridi, Luciano. 2020. “AI and Its New Winter: From Myths to Realities.Philosophy & Technology 33 (1): 13.Google Scholar
Floridi, Luciano, and Chiriatti, Massimo. 2020. “GPT-3: Its Nature, Scope, Limits, and Consequences.Minds and Machines 30 (4): 681–94.CrossRefGoogle Scholar
Frank, Blair Hanley. 2017. “You Might Use AI, but That Doesn’t Mean You’re an AI Company.” VentureBeat. September 19, 2017. https://venturebeat.com/2017/09/19/you-might-use-ai-but-this-doesnt-mean-youre-an-ai-company/.Google Scholar
Frederiksen, Anders. 2009. “Competing on Analytics: The New Science of Winning.” Total Quality Management & Business Excellence 20 (5): 583–83.CrossRefGoogle Scholar
Fröhling, Leon, and Zubiaga, Arkaitz. 2021. “Feature-Based Detection of Automated Language Models: Tackling GPT-2, GPT-3 and Grover.PeerJ. Computer Science 7 (April): e443.CrossRefGoogle ScholarPubMed
Furman, Jason, and Seamans, Robert. 2019. “AI and the Economy.Innovation Policy and the Economy 19 (January): 161–91.Google Scholar
Gantman, Ernesto R. 2005. “Book Review: Thomas W. Malone, The Future of Work: How the New Order of Business Will Shape Your Organization, Your Management Style, and Your Life.” Organization Studies 26 (8): 1258–63.Google Scholar
Girasa, Rosario. 2020. Artificial Intelligence as a Disruptive Technology. Cham: Palgrave.CrossRefGoogle Scholar
Gladwell, Malcolm. 2006. “Blink: The Power of Thinking without Thinking.” www.journalofadvertisingresearch.com/content/jadvertres/46/1/135.full-text.pdf.CrossRefGoogle Scholar
Goldstein, Daniel G., McAfee, Randolph Preston, and Suri, Siddharth. 2014. “The Wisdom of Smaller, Smarter Crowds.” In Proceedings of the Fifteenth ACM Conference on Economics and Computation, 471–88. EC ’14. New York: ACM.Google Scholar
Good, Irving John. 1966. “Speculations Concerning the First Ultraintelligent Machine.” In Advances in Computers, edited by Alt, Franz L. and Rubinoff, Morris, 6: 3188. Elsevier.Google Scholar
Goolsbee, Austan. 2018. “Public Policy in an AI Economy.” No. 24653. National Bureau of Economic Research. https://doi.org/10.3386/w24653.Google Scholar
Research, Grand View. 2021. “Artificial Intelligence Market Size Analysis Report, 2021–2028.” www.grandviewresearch.com/industry-analysis/artificial-intelligence-ai-market.Google Scholar
Gupta, Aishwarya, Hathwar, Divya, and Vijayakumar, Anupama. n.d. “Introduction to AI Chatbots.” International Journal of Engineering Research & Technology (IJERT), 9 (7) July. https://pdfs.semanticscholar.org/f5f4/746acffef08df37f184cb6acc0505362ea9b.pdf.Google Scholar
Haenlein, Michael, and Kaplan, Andreas. 2019. “A Brief History of Artificial Intelligence: On the Past, Present, and Future of Artificial Intelligence.” California Management Review. https://doi.org/10.1177/0008125619864925.CrossRefGoogle Scholar
Review, Harvard Business, and Silk, Alvin J.. 2006. What Is Marketing? Boston, MA: Harvard Business Review Press.Google Scholar
Hecht-Nielsen, Robert. 1992. “Theory of the Backpropagation Neural Network.” In Neural Networks for Perception, 6593. Amsterdam: Elsevier.Google Scholar
Hedberg, S. R. 1998. “Is Al Going Mainstream at Last? A Look inside Microsoft Research.IEEE Intelligent Systems and Their Applications 13 (2): 2125.Google Scholar
Hendler, James. 2008. “Avoiding Another AI Winter.IEEE Intelligent Systems 23 (2): 24.Google Scholar
Hermann, Erik. 2021. “Artificial Intelligence and Mass Personalization of Communication content: An Ethical and Literacy Perspective.” New Media & Society 24 (5) June. https://doi.org/10.1177/14614448211022702.Google Scholar
Hildt, Elisabeth. 2019. “Artificial Intelligence: Does Consciousness Matter?Frontiers in Psychology 10 (July): 1535.Google Scholar
Hirschberg, Julia, and Manning, Christopher D.. 2015. “Advances in Natural Language Processing.Science 349 (6245): 261–66.Google Scholar
Hochreiter, S., and Schmidhuber, J.. 1997. “Long Short-Term Memory.Neural Computation 9 (8): 1735–80.CrossRefGoogle ScholarPubMed
Iansiti, Marco, and Lakhani, Karim R.. 2020. Competing in the Age of AI: Strategy and Leadership When Algorithms and Networks Run the World. Boston, MA: Harvard Business Review Press.Google Scholar
Illanes, Pablo, Lund, Susan, Mourshed, Mona, Rutherford, Scott, and Tyreman, Magnus. 2018. “Retraining and Reskilling Workers in the Age of Automation.” McKinsey Global Institute. www.echs-nm.com/wp-content/uploads/2019/10/retraining-and-reskilling-workers-in-the-age-of-automation-_-mckinsey-company.pdf.Google Scholar
Islami, Xhavit, Latkovikj, Marija Topuzovska, Drakulevski, Ljubomir, and Popovska, Mirjana Borota. 2020. “Does Differentiation Strategy Model Matter? Designation of Oganizational Performance Using Differentiation Strategy Instruments: An Empirical Analysis.” Business: Theory and Practice. https://doi.org/10.3846/btp.2020.11648.Google Scholar
Jemielniak, Dariusz. 2012. The New Knowledge Workers. Cheltenham: Edward Elgar.CrossRefGoogle Scholar
Jemielniak, Dariusz. 2020. Thick Big Data: Doing Digital Social Sciences. Oxford: Oxford University Press.Google Scholar
Jemielniak, D., and Krempovych, Y.. 2021. “An Analysis of AstraZeneca COVID-19 Vaccine Misinformation and Fear Mongering on Twitter.Public Health 200 (August): 46.Google Scholar
Jemielniak, Dariusz and Przegalinska, Aleksandra. 2020. Collaborative Society. Cambridge, MA: MIT PressGoogle Scholar
Johnson, Stephen. 2022. “The Turing Test: AI Still Hasn’t Passed the ‘Imitation Game.’” Big Think. March 7, 2022. https://bigthink.com/the-future/turing-test-imitation-game/.Google Scholar
Kairouz, Peter, McMahan, H. Brendan, Avent, Brendan et al. 2021. “Advances and Open Problems in Federated Learning.Foundations and Trends® in Machine Learning 14 (1–2): 1210.CrossRefGoogle Scholar
Kak, Subhash. 2019. “Why a Computer Will Never Be Truly Conscious.” The Conversation, October 16, 2019. http://theconversation.com/why-a-computer-will-never-be-truly-conscious–120644.Google Scholar
Kaltheuner, Frederike. 2021. Fake AI. New York: Meatspace Press.Google Scholar
Karita, Shigeki, Chen, Nanxin, Hayashi, Tomoki et al. 2019. “A Comparative Study on Transformer vs RNN in Speech Applications.” In 2019 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU), 449–56.Google Scholar
Kiron, David, and Schrage, Michael. 2019. “Strategy for and with AI.” MIT Sloan Management Review, June. https://sloanreview.mit.edu/article/strategy-for-and-with-ai/.Google Scholar
Kirsch, Noah. 2022. “Experts Are Ringing Alarms about Elon Musk’s Brain Implants.” The Daily Beast. January 25, 2022. www.thedailybeast.com/elon-musks-neuralink-inches-closer-to-human-trials-and-experts-are-ringing-alarms.Google Scholar
Kobayashi, Yasuyuki, Ishibashi, Maki, and Kobayashi, Hitomi. 2019. “How Will ‘democratization of Artificial Intelligence’ Change the Future of Radiologists?Japanese Journal of Radiology 37 (1): 914.Google Scholar
Kohli, Sonali. 2015. “Bill Gates Joins Elon Musk and Stephen Hawking in Saying Artificial Intelligence Is Scary.” Quartz. January 29, 2015. https://qz.com/335768/bill-gates-joins-elon-musk-and-stephen-hawking-in-saying-artificial-intelligence-is-scary/.Google Scholar
Konečný, Jakub, Brendan McMahan, H., Yu, Felix X. et al. 2016. “Federated Learning: Strategies for Improving Communication Efficiency.” arXiv [cs.LG]. arXiv. http://arxiv.org/abs/1610.05492.Google Scholar
Kouroutakis, Antonios E. 2019. “EU Action Plan against Disinformation: Public Authorities, Platforms and the People.” https://papers.ssrn.com/abstract=3472887.Google Scholar
Kriegman, Sam, Blackiston, Douglas, Levin, Michael, and Bongard, Josh. 2020. “A Scalable Pipeline for Designing Reconfigurable Organisms.Proceedings of the National Academy of Sciences of the United States of America 117 (4): 1853–59.Google ScholarPubMed
Latham, Scott, and Humberd, Beth. 2018 . Four Ways Jobs Will Respond to Automation: The Level of Threat to a Given Profession Depends on Two Factors, the Type of Value Provided and How It’s Delivered. MIT Sloan Management Review.Google Scholar
Le Roy, Frédéric, and Fernandez, Anne-Sophie. 2015. “Managing Coopetitive Tensions at the Working-Group Level: The Rise of the Coopetitive Project Team.British Journal of Management 26 (4): 671–88.Google Scholar
Levesque, Hector J. 2014. “On Our Best Behaviour.Artificial Intelligence 212 (July): 2735.CrossRefGoogle Scholar
Levy, Frank. 2018. “Computers and Populism: Artificial Intelligence, Jobs, and Politics in the Near Term.Oxford Review of Economic Policy 34 (3): 393417.Google Scholar
Lewis, Michael. 2004. Moneyball: The Art of Winning an Unfair Game. New York: W. W. Norton & Company.Google Scholar
Li, Deyi, Wen, He, and Guo, Yike. 2021. “Why AI Still Doesn’t Have Consciousness?CAAI Transactions on Intelligence Technology 6 (2): 175–79.Google Scholar
Li, Feng-Hua, L. Hui, I., Yan, J. I. A., Neng-Hai, Yu, and Jian, Weng. 2016. “Privacy Computing: Concept, Connotation and Its Research Trend.Journal on Communications 37 (4): 1.Google Scholar
Liu, Xiaodong, Pengcheng, He, Chen, Weizhu, and Gao, Jianfeng. 2019. “Multi-Task Deep Neural Networks for Natural Language Understanding.” arXiv [cs.CL]. arXiv. http://arxiv.org/abs/1901.11504.Google Scholar
Lloyd, John W. 1995. “Surviving the AI Winter.” In Logic Programming: The 1995 International Symposium, edited by Lloyd, John, 3347. Cambridge, MA: MIT Press.Google Scholar
Loshin, David. 2010. The Practitioner’s Guide to Data Quality Improvement. Amsterdam: Elsevier.Google Scholar
Loureiro, Sandra Correia, Maria, Guerreiro, João, and Tussyadiah, Iis. 2021. “Artificial Intelligence in Business: State of the Art and Future Research Agenda.Journal of Business Research 129 (May): 911–26.Google Scholar
Luce, Leanne. 2019. “Democratization and Impacts of AI.” Artificial Intelligence for Fashion. https://doi.org/10.1007/978-1-4842-3931-5_12.CrossRefGoogle Scholar
Luckerson, Victor. 2014. “5 Very Smart People Who Think Artificial Intelligence Could Bring the Apocalypse.” Time, December 2, 2014. https://time.com/3614349/artificial-intelligence-singularity-stephen-hawking-elon-musk/.Google Scholar
Luo, Yajing, Liang, Peng, Wang, Chong, Shahin, Mojtaba, and Zhan, Jing. 2021. “Characteristics and Challenges of Low-Code Development: The Practitioners’ Perspective.” In Proceedings of the 15th ACM / IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM), edited by Lanubie, Filippo, 111. ESEM ’21 12. New York: Association for Computing Machinery.Google Scholar
Magretta, Joan. 2011. Understanding Michael Porter: The Essential Guide to Competition and Strategy. Boston, MA: Harvard Business Review Press.Google Scholar
Mahalingam, Sundar. 2017. “Why ‘Bridge’ a Cerebral Game That Even AI Can’t Conquer Deserves More Attention.” September 7, 2017. www.dailyo.in/variety/bridge-ai-card-game-chess-go-sport/story/1/19380.html.Google Scholar
Malinowski, Elzbieta, and Esteban, Zimányi. n.d. Advanced Data Warehouse Design. Berlin: Springer.Google Scholar
Malmi, Eric, Takala, Pyry, Toivonen, Hannu, Raiko, Tapani, and Gionis, Aristides. 2015. “DopeLearning: A Computational Approach to Rap Lyrics Generation.” arXiv [cs.LG]. arXiv. http://arxiv.org/abs/1505.04771.CrossRefGoogle Scholar
Malone, Thomas W. 2018. Superminds: The Surprising Power of People and Computers Thinking Together. New York: Little Brown.Google Scholar
Manheim, Karl, and Kaplan, Lyric. 2019. “Artificial Intelligence: Risks to Privacy and Democracy.Yale Journal of Law & Technology 21: 106+.Google Scholar
Manning, Christopher D., Surdeanu, Mihai, Bauer, John et al. 2014. “The Stanford CoreNLP Natural Language Processing Toolkit.” In Proceedings of 52nd Annual Meeting of the Association for Computational Linguistics: System Demonstrations, 5560.Google Scholar
Manyika, James, Chui, Michael, Miremadi, Mehdi et al . 2017. “A Future That Works: AI, Automation, Employment, and Productivity.McKinsey Global Institute Research, Tech. Rep 60: 1135.Google Scholar
Marr, Bernard. 2021. Data Strategy: How to Profit from a World of Big Data, Analytics and Artificial Intelligence. London: Kogan Page Publishers.Google Scholar
Martin, Roger L. 2015. “There Are Still Only Two Ways to Compete.” Harvard Business Review, April 21, 2015. https://hbr.org/2015/04/there-are-still-only-two-ways-to-compete.Google Scholar
Martinez, Emmanuel. 2021. “The Secret Bias Hidden in Mortgage-Approval Algorithms.” Associated Press. August 25, 2021. https://apnews.com/article/lifestyle-technology-business-race-and-ethnicity-mortgages-2d3d40d5751f933a88c1e17063657586.Google Scholar
Masood, Adnan, and Hashmi, Adnan. 2019. “Democratization of AI Using Cognitive Services.” In Cognitive Computing Recipes: Artificial Intelligence Solutions Using Microsoft Cognitive Services and TensorFlow, edited by Masood, Adnan and Hashmi, Adnan, 117. Berkeley, CA: Apress.Google Scholar
Mauro, Gianluco, and Valigi, Nicolo. 2020. Zero to AI: A Non-Technical, Hype-Free Guide to Prospering in the AI Era. New York: Simon and Schuster.Google Scholar
McAfee, Andrew, and Brynjolfsson, Erik. 2016. “Human Work in the Robotic Future: Policy for the Age of Automation.Foreign Affairs 95 (4): 139–50.Google Scholar
McAfee, Andrew, and Brynjolfsson, Erik. 2017. Machine, Platform, Crowd: Harnessing Our Digital Future. New York: W. W. Norton & Company.Google Scholar
McCarthy, J., Minsky, M., Rochester, N., Shannon, C. 1955. “A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence.” AI Magazine 27 (4) (2006).Google Scholar
McGuffie, Kris, and Newhouse, Alex. 2020. “The Radicalization Risks of GPT-3 and Advanced Neural Language Models.” arXiv [cs.CY]. arXiv. http://arxiv.org/abs/2009.06807.Google Scholar
Metz, Cade. 2015. “Facebook’s Human-Powered Assistant May Just Supercharge AI.WIRED. August 26: 2015.Google Scholar
Metz, Cade, and Boudette, Neal E.. 2021. “Inside Tesla as Elon Musk Pushed an Unflinching Vision for Self-Driving Cars.” The New York Times, December 6, 2021. www.nytimes.com/2021/12/06/technology/tesla-autopilot-elon-musk.html.Google Scholar
Mikolov, Tomas, Karafiát, Martin, Burget, Lukas, Cernocky, Jan, and Khudanpur, Sanjeev. 2010. “Recurrent Neural Network Based Language Model.” In Interspeech 2:1045–48.Google Scholar
Mnih, Volodymyr, Kavukcuoglu, Koray, Silver, David et al et al. 2013. “Playing Atari with Deep Reinforcement Learning.” arXiv [cs.LG]. arXiv. http://arxiv.org/abs/1312.5602.Google Scholar
Mooney, Ann. 2007. “Core Competence, Distinctive Competence, and Competitive Advantage: What Is the Difference?Journal of Education for Business 83 (2): 110–15.Google Scholar
Newborn, Monty. 2012. Kasparov versus Deep Blue: Computer Chess Comes of Age. Berlin: Springer Science & Business Media.Google Scholar
Newman, Katherine S., and Winston, Hella. 2016. Reskilling America: Learning to Labor in the Twenty-First Century. New York: Henry Holt and Company.Google Scholar
Ng, Andrew. 2016. “What Artificial Intelligence Can and Can’t Do Right Now.” Harvard Business Review 9 (11). www.w-t-w.org/de/wp-content/uploads/2016/11/Andrew-Ng-What-AI-Can-and-Can%E2%80%99t-Do.pdf.Google Scholar
Niedermeyer, Edward. 2019. Ludicrous: The Unvarnished Story of Tesla Motors. Dallas, TX: BenBella Books.Google Scholar
Nightingale, Sophie J., and Farid, Hany. 2022. “AI-Synthesized Faces Are Indistinguishable from Real Faces and More Trustworthy.” Proceedings of the National Academy of Sciences of the United States of America 119 (8). https://doi.org/10.1073/pnas.2120481119.Google Scholar
Noy, Ilan, and Uher, Tomáš. 2022. “Four New Horsemen of an Apocalypse? Solar Flares, Super-Volcanoes, Pandemics, and Artificial Intelligence.” Economics of Disasters and Climate Change, January, 124.Google Scholar
Olson, P. 2019. “Nearly Half of All ‘AI Startups’ Are Cashing in on Hype.” Forbes.Com. www.forbes.com/sites/parmyolson/2019/03/04/nearly-half-of-all-ai-startups-are-cashing-in-on-hype/?sh=6b25c1d6d022.Google Scholar
OpenAI, Artem. 2018. “OpenAI Five.”Google Scholar
Oriesek, Daniel F., and Schwarz, Jan Oliver. 2020. Winning the Uncertainty Game: Turning Strategic Intent into Results with Wargaming. Routledge.Google Scholar
Ozbay, Feyza Altunbey, and Alatas, Bilal. 2020. “Fake News Detection within Online Social Media Using Supervised Artificial Intelligence Algorithms.Physica A: Statistical Mechanics and Its Applications 540 (February): 123174.Google Scholar
Patel, Lomit. 2020. Lean AI: How Innovative Startups Use Artificial Intelligence to Grow. Sebastopol, CA: O’Reilly Media.Google Scholar
Pellegrin-Boucher, Estelle, Le Roy, Frédéric, and Călin, Gurău. 2013. “Coopetitive Strategies in the ICT Sector: Typology and Stability.Technology Analysis & Strategic Management 25 (1): 7189.Google Scholar
Pinheiro, Roberto. 2011. “SuperFreakonomics: Global Cooling, Patriotic Prostitutes, and Why Suicide Bombers Should Buy Life Insurance.” The Academy of Management Perspectives 25 (2): 8687.Google Scholar
Pinker, Steven. 2018. Enlightenment Now: The Case for Reason, Science, Humanism, and Progress. London: Penguin UK.Google Scholar
Pipino, Leo L., Lee, Yang W., and Wang, Richard Y.. 2002. “Data Quality Assessment.Communications of the ACM 45 (4): 211–18.Google Scholar
PlainSite. 2021. “California DMV Tesla Robo-Taxi / FSD Notes.” www.plainsite.org/documents/28jcs0/california-dmv-tesla-robotaxi–fsd-notes/.Google Scholar
Plamondon, R., and Srihari, S. N.. 2000. “Online and Off-Line Handwriting Recognition: A Comprehensive Survey.IEEE Transactions on Pattern Analysis and Machine Intelligence 22 (1): 6384.Google Scholar
Polo, Edison Fernandes, and Weber, Wilson. 2010. “Competitive Generic Strategies Evolution and the Importance of Michael E. Porter.” Revista de Gestão. https://doi.org/10.5700/rege389.CrossRefGoogle Scholar
Porter, Michael E. 1997. “Competitive Strategy.Measuring Business Excellence 1 (2): 1217.CrossRefGoogle Scholar
Porter, Michael E. 2001. “Strategy and the Internet.” Harvard Business Review 79 (3) March: 6378.Google Scholar
Porter, Michael E., and Gibbs, Michael. 2001. “Strategy and the Internet.” https://140.78.51.40/static/0855380/files/strategy%20and%20the%20internet.pdf.Google Scholar
Primack, Dan. 2018. “What Google Isn’t Telling Us about Its AI Demo.” Axios. May 17, 2018. www.axios.com/google-ai-demo-questions-9a57afad-9854-41da-b6e2-5e55b619283e.html.Google Scholar
Qin, Tao. 2020. “Deep Learning Basics.” In Dual Learning, edited by Qin, Tao, 2546. Singapore: Springer Singapore.Google Scholar
Ramanujam, Elangovan, Rasikannan, L., Anandhalakshmi, P. A., and Kamal, Nashwa Ahmad. 2022. “Xenobots: A Remarkable Combination of an Artificial Intelligence-Based Biological Living Robot.International Journal of Sociotechnology and Knowledge Development (IJSKD) 14 (1): 111.Google Scholar
Regalado, Antonio. 2020. “Elon Musk’s Neuralink Is Neuroscience Theater.” MIT Technology Review, August 30, 2020. www.technologyreview.com/2020/08/30/1007786/elon-musks-neuralink-demo-update-neuroscience-theater/.Google Scholar
Reis, Carolina, Ruivo, Pedro, Oliveira, Tiago, and Faroleiro, Paulo. 2020. “Assessing the Drivers of Machine Learning Business Value.Journal of Business Research 117 (September): 232–43.Google Scholar
Romer, Keith. 2022. “How A.I. Conquered Poker.” New York Times, January 18, 2022. www.nytimes.com/2022/01/18/magazine/ai-technology-poker.html.Google Scholar
Rosenzweig, Phil. 2008. The Halo Effect: How Managers Let Themselves Be Deceived. New York: Simon and Schuster.Google Scholar
Ruggeri, Armando, Salvo, Rosa Di, Fazio, Maria, Celesti, Antonio, and Villari, Massimo. 2021. “Blockchain-Based Strategy to Avoid Fake AI in eHealth Scenarios with Reinforcement Learning.” In 2021 IEEE Symposium on Computers and Communications (ISCC), 17.Google Scholar
Sadilek, Adam, Caty, Stephanie, DiPrete, Lauren et et al. 2018. “Machine-Learned Epidemiology: Real-Time Detection of Foodborne Illness at Scale.NPJ Digital Medicine 1 (November): 36.Google Scholar
SAE. 2021. “SAE Levels of Driving AutomationTM Refined for Clarity and International Audience.” 2021. www.sae.org/blog/sae-j3016-update.Google Scholar
Sanchez, Oscar. 2020. “The Role of Artificial Intelligence in Investment Decision Making: A Study of Senior Management Perceptions within Private Equity and Venture Capital Firms.” Masters thesis, Dublin, National College of Ireland. http://norma.ncirl.ie/id/eprint/4801.Google Scholar
Schmelzer, Ron. 2020. “The Changing Venture Capital Investment Climate for AI.” Forbes Magazine, August 9, 2020. www.forbes.com/sites/cognitiveworld/2020/08/09/the-changing-venture-capital-investment-climate-for-ai/.Google Scholar
Schmidt, Eric, and Rosenberg, Jonathan. 2014. How Google Works. New York: Grand Central Publishing.Google Scholar
Schrittwieser, Julian, Antonoglou, Ioannis, Hubert, Thomas et al. 2020. “Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model.Nature 588 (7839): 604–09.Google Scholar
Schwartz, Oscar. 2019. “In 2016, Microsoft’s Racist Chatbot Revealed the Dangers of Online Conversation.” IEEE Spectrum. November 25, 2019. https://spectrum.ieee.org/in-2016-microsofts-racist-chatbot-revealed-the-dangers-of-online-conversation.Google Scholar
Seamans, Robert, and Raj, Manav. 2018. “AI, Labor, Productivity and the Need for Firm-Level Data.” No. 24239. National Bureau of Economic Research. https://doi.org/10.3386/w24239.Google Scholar
Searle, John R. 1980. “Minds, Brains, and Programs.The Behavioral and Brain Sciences 3 (3): 417–24.CrossRefGoogle Scholar
Shaikh, Kasam. 2020. “AI with Low Code.” Demystifying Azure AI. https://doi.org/10.1007/978-1-4842-6219-1_5.Google Scholar
Simon, Herbert A., and Newell, Allen. 1958. “Heuristic Problem Solving: The Next Advance in Operations Research.Operations Research 6 (1): 110.CrossRefGoogle Scholar
Singh, Gautam, Deng, Fei, and Ahn, Sungjin. 2021. “Illiterate DALL-E Learns to Compose.” https://openreview.net/pdf?id=h0OYV0We3oh.Google Scholar
Sisson, Melanie, Spindel, Jennifer, Scharre, Paul, and Kozyulin, Vadim. 2020. The Militarization of Artificial Intelligence. United Nations: Stanley Center for Peace.Google Scholar
Soleymanzadeh, Raha, Aljasim, Mustafa, Qadeer, Muhammad Waseem, and Kashef, Rasha. 2022. “Cyberattack and Fraud Detection Using Ensemble Stacking.” AI. https://doi.org/10.3390/ai3010002.Google Scholar
Sparkes, Matthew. 2021. “What Is a Metaverse.New Scientist 251 (3348): 18.Google Scholar
Spender, J-C. 2014. Business Strategy: Managing Uncertainty, Opportunity, and Enterprise. Oxford: Oxford University Press.CrossRefGoogle Scholar
Spinney, Laura. 2022. “Artificial Intelligence Beats Eight World Champions at Bridge.” Guardian, March 29, 2022. www.theguardian.com/technology/2022/mar/29/artificial-intelligence-beats-eight-world-champions-at-bridge.Google Scholar
Strack, Rainer, Carrasco, Miguel, Kolo, Philipp et al. 2021. “The Future of Jobs in the Era of AI.” Boston Consulting Group. https://web-assets.bcg.com/f5/e7/9aa9f81a446198ac5402aaf97a87/bcg-the-future-of-jobs-in-the-era-of-ai-mar-2021-r-r.pdf.Google Scholar
Strickland, Eliza. 2022. “Andrew Ng: Unbiggen AI.” IEEE Spectrum. https://spectrum.ieee.org/andrew-ng-data-centric-ai.Google Scholar
“Study: AI for Fraud Detection to Triple by 2021.” n.d. Accessed April 5, 2022. https://doi.org/10.1287/lytx.2019.04.22n.Google Scholar
Sutskever, Ilya. 2022. “It May Be That Today’s Large Neural Networks Are Slightly Conscious.” Twitter. February 9, 2022. https://twitter.com/ilyasut/status/1491554478243258368?s=20&t=Peui3i2uXQZPlXYHPpMtgw.Google Scholar
Swan, Melanie. 2012. “Sensor Mania! The Internet of Things, Wearable Computing, Objective Metrics, and the Quantified Self 2.0.Journal of Sensor and Actuator Networks 1 (3): 217–53.CrossRefGoogle Scholar
Taleb, Nassim Nicholas. 2007. The Black Swan: The Impact of the Highly Improbable. London: Random House.Google Scholar
Tegmark, Max. 2017. Life 3.0: Being Human in the Age of Artificial Intelligence. New York: Knopf Doubleday.Google Scholar
Tenenbaum, J. B., de Silva, V., and Langford, J. C.. 2000. “A Global Geometric Framework for Nonlinear Dimensionality Reduction.Science 290 (5500): 2319–23.Google Scholar
Thiergart, Jonas, Huber, Stefan, and Thomas, Übellacker. 2021. “Understanding Emails and Drafting Responses: An Approach Using GPT-3.” arXiv [cs.AI]. arXiv. http://arxiv.org/abs/2102.03062.Google Scholar
Thompson, Steven John. 2014. Global Issues and Ethical Considerations in Human Enhancement Technologies. Hershey, PA: IGI Global.CrossRefGoogle Scholar
Thompson, Will, and Cacal, Nicole. 2022. What’s Your AI Strategy? The Forbes Ignite Guide to Customer-Centric Artificial Intelligence. London: Wiley.Google Scholar
Toosi, Amirhosein, Bottino, Andrea G., Saboury, Babak, Siegel, Eliot, and Rahmim, Arman. 2021. “A Brief History of AI: How to Prevent Another Winter (A Critical Review).PET Clinics 16 (4): 449–69.Google Scholar
Turing, A. M. 1950. “Computing Machinery and Intelligence.Mind: A Quarterly Review of Psychology and Philosophy LIX (236): 433–60.Google Scholar
Umbrello, Steven. 2021. “AI Winter.” In Encyclopedia of Artificial Intelligence: The Past, Present, and Future of AI, edited by Klein, Michael and Frana, Philip, 7–8. Santa Barbara, CA: ABC-CLIO.Google Scholar
Vigliarolo, Brandon. 2022. “1,000-plus AI-Generated LinkedIn Faces Uncovered.” The Register. March 28, 2022. www.theregister.com/2022/03/28/ai_fake_linkedin_faces/.Google Scholar
Vinyals, Oriol, Babuschkin, Igor, Czarnecki, Wojciech M. et al. 2019. “Grandmaster Level in StarCraft II Using Multi-Agent Reinforcement Learning.Nature 575 (7782): 350–54.CrossRefGoogle ScholarPubMed
Wang, Dakuo, Weisz, Justin D., Muller, Michael et al. 2019. “Human-AI Collaboration in Data Science: Exploring Data Scientists’ Perceptions of Automated AI.” Proc. ACM Human-Computer Interaction, 211, 3 (CSCW): 124.Google Scholar
West, Darrell M. 2018. The Future of Work: Robots, AI, and Automation. Washington, DC: Brookings Institution Press.Google Scholar
Williams, Al. 2017. “AI: This Decade’s Worst Buzz Word.” Hackaday. September 18, 2017. https://hackaday.com/2017/09/18/ai-this-decades-worst-buzz-word/.Google Scholar
Wischmeyer, Thomas, and Rademacher, Timo, eds. 2020. Regulating Artificial Intelligence. Cham: Springer.Google Scholar
Wright, Robert E., and Aleksandra, Przegalińska. 2021. “Universal Basic Income: How Crazy of an Idea Is It Really?” AIER. April 30, 2021. www.aier.org/article/universal-basic-income-how-crazy-of-an-idea-is-it-really/.Google Scholar
Zhang, Chiyuan, Bengio, Samy, Hardt, Moritz, Recht, Benjamin, and Vinyals, Oriol. 2021. “Understanding Deep Learning (Still) Requires Rethinking Generalization.Communications of the ACM 64 (3): 107–15.Google Scholar
Zhang, Yi, Mengjia, Wu, Tian, George Yijun, Zhang, Guangquan, and Jie, Lu. 2021. “Ethics and Privacy of Artificial Intelligence: Understandings from Bibliometrics.Knowledge-Based Systems 222 (June): 106994.CrossRefGoogle Scholar
Zhao, Bin, Xuelong, Li, and Xiaoqiang, Lu. 2018. “HSA-RNN: Hierarchical Structure-Adaptive RNN for Video Summarization.” 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition. https://doi.org/10.1109/cvpr.2018.00773.CrossRefGoogle Scholar

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