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Artificial intelligence technology, capitalism, and the question of unemployment

Artificial intelligence technology, capitalism, and the question of unemployment

Mattos, Rogerio Silva de ;

Artigo completo:

Avanços contemporâneos de inteligência artificial derivam principalmente da rede neural artificial, um algoritmo computacional que replica certas funções de processamento de informação do cérebro humano e da mente inconsciente. Empregos arriscam desaparecer porque mesmo o conhecimento tácito usado tipicamente por humanos em tarefas mais complexas tornou-se passível de ser computadorizado. O artigo discute implicações dessa tecnologia para o futuro do capitalismo e do mercado de trabalho, concluindo que uma transição a muito longo prazo para uma economia sem empregos não deve ser descartada. Novos modelos de negócios e novos esquemas colaborativos provêm pistas sobre como as transformações poderão ocorrer. Um cenário em que a sociedade chega perto o suficiente do pleno desemprego é analisado e caminhos estratégicos para se lidar com os desafios envolvidos são discutidos. A abordagem seguida é eclética, baseando-se na teoria marxista do materialismo histórico e no modelo de tarefas de trabalho criado por economistas do mainstream.

Artigo completo:

Advancing artificial Intelligence draws most of its power from the artificial neural network, a software technique that has successfully replicated some information processing functions of the human brain and the unconscious mind. Jobs are at risk to disappear because even the tacit knowledge typically used by humans to perform complex tasks is now amenable to computerization. The paper discusses implications of this technology for capitalism and jobs, concluding that a very long run transition to a jobless economy should not be discarded. Rising business models and new collaborative schemes provide clues for how things may unfold. A scenario in which society is close enough to full unemployment is analyzed and strategic paths to tackle the challenges involved are discussed. The analysis follows an eclectic approach, based on the Marxist theory of historical materialism and the job task model created by mainstream economists.

Palavras-chave: Inteligência artificial; capitalismo; desemprego tecnológico; materialismo histórico.”,

Palavras-chave: artificial intelligence; capitalism; technological unemployment; historical materialism.,

DOI: 10.5151/v-enei-667

Referências bibliográficas
  • [1] Abramovitz, M. 1956. “Resource and output trends in the United States since 1870.” American Economic Review 46(2): 5−23.
  • [2] Alphago. 2017. Netflix website. Directed by Greg Kohs. Los Gatos: Netflix.
  • [3] Augusto, L. M. 2010. “Unconscious knowledge: a survey.” Advances in Cognitive Psychology, 6: 116−141.
  • [4] Author, D. H. 2015a. “Why are there still so many jobs? The history and future of workplace automation.” Journal of Economic Perspectives 29 (3): 3–30.
  • [5] _________. 2015b. “Polanyi’s Paradox and the shape of employment growth.” In Economic Policy Proceedings: Reevaluating Labor Market Dynamics. Saint Louis: Federal Reserve Bank of St. Louis, 129–177.
  • [6] Author, D. H., Levy, F. and R. J. Murname. 2003. “The skill content of recent technological change: an empirical exploration.” The Quarterly Journal of Economics 118 (4):1279−1333.
  • [7] Bostrom, N. 2014. Superintelligence: Paths, Dangers, Strategies. Oxford, UK: Oxford University Press.
  • [8] Braverman, H. 199 Labor and monopoly capital: the degradation of work in the twentieth century. 25th Anniversary Edition. Monthly Review Press: New York.
  • [9] Brugger, F. and C. Gherke. 2017. “Skilling and deskilling technological change in classical economic theory and its empirical evidence.” Working Paper 2017−02, Karl−Franzens−University Graz, Faculty of Social and Economic Sciences.
  • [10] Cellan−Jones, R. 2017. “Google Deepmind: AI becomes more alien.” BBC News. October 18, 2017. http://www.bbc.com/news/technology-41668701.
  • [11] Dennett, D. C. 1994. “The Role of Language in Intelligence.” in What is Intelligence? The Darwin College Lectures, ed. Jean Khalfa. Cambridge: Cambridge University Press. https://ase.tufts.edu/cogstud/dennett/papers/rolelang.htm.
  • [12] Dijksterhuis, A., and L. F. Nordgren. 2006. “A theory of unconscious thought.” Perspectives on Psychological Science 1: 95-109.
  • [13] Ferreira Netto, M. de L. 2019. Inteligência Artificial e o comportamento dos empregos nos EUA. Monografia de Final de Curso. Faculdade de Economia. Universidade Federal de Juiz de Fora: Juiz de Fora..
  • [14] Freeman, C. 1995. The “'National System of Innovation' in historical perspective.” Cambridge Journal of Economics 19: 5-24.
  • [15] Ford, M. 2016. Rise of the Robots: Technology and the Threat of a Jobless Future. Basic Books: New York.
  • [16] FRED. 20 “Job Polarization”. Federal Reserve Economic Database’s Blog. https//fredblog.stlouisfed.ofg/2016/04/job-polarization.
  • [17] Frey, C. B. and M. A. Osborne. 2013. “The future of employment: how susceptible are jobs to computerization?” Oxford Martin School. Manuscript. Accessed November 9, 20 https://www.oxfordmartin.ox.ac.uk/downloads/academic/The_Future_of_Employment.pdf .
  • [18] Frey, C. B. and M. A. Osborne. 2017. “The future of employment: how susceptible are jobs to computerization?” Technological Forecasting and Social Change 114: 254−280.
  • [19] Future of Life Institute. n.d. “Benefits & risks of artificial intelligence.” Accessed May 5, 2017. https://futureoflife.org/background/benefits-risks-of-artificial-intelligence/.
  • [20] Goldwin, C. 2016. “Human Capital.” In Handbook of Cliometrics, edited by C. Diebolt and M. Haupert, 55−86. Berlin: Springer.
  • [21] Goldin, C., and Lawrence F. K. 2008. The Race between Education and Technology. Cambridge: Harvard University Press.
  • [22] Hailesilassie, T. 2016. “Rule Extraction algorithm for deep neural networks: a review.” International Journal of Computer Science and Information Security 14 (7): 377−381.
  • [23] Heckman, J. and Y. Rubinstein. 2001. “The importance of noncognitive skills: lessons from the GED Testing Program.” The American Economic Review 91(2): 145−149.
  • [24] Hilton, R.(ed.). 1976. The Transition from Feudalism to Capitalism. London: New Left Books.
  • [25] Ibelle, R. 2018. “Robot dexterity will be the next big breakthrough in smart machines.” Nanowerk. January 24, 2018. https://www.nanowerk.com/news2/robotics.
  • [26] Knight, W. 2018. “Robots get closer to human−like dexterity.” MIT Technology Review. March 26, 2018. https://www.technologyreview.com/s/610587/robots-get-closer-to-human-like-dexterity.
  • [27] Korf, R. “Did Deep-Blue use AI?” AAAI Technical Report WS-97-04. https://www.aaai.org/Papers/Workshops/1997/WS-97-04/WS97-04-001.pdf
  • [28] Marx, K. 1859. A Contribution to the Critique of Political Economy. Translated by S.W. Ryazanskaya. Moscow: Progress Publishers, 1977. Marxists Internet Archive.
  • [29] https://www.marxists.org/archive/marx/works/1859/critique-pol-economy/preface.htm.
  • [30] ________. 1887. Capital. Volume I. First Edition in English. Translated by Samuel Moore and Edward Aveling. Moscow: Progress Publishers.
  • [31] https://www.marxists.org/archive/marx/works/download/pdf/Capital-Volume-I.pdf.
  • [32] Mason, P. 2015. Postcapitalism: A Guide to Our Future. New York: Allen Lane.
  • [33] Medical Express. 2017. “Biomedical engineers connecting a human brain to the internet in real time.” Accessed May 29, 2018. https://medicalxpress.com/news/2017-09-biomedical-human-brain-internet-real.html.
  • [34] Miles, K. 2017. “Ray Kurzweil: In the 2030s, nanobots in our brains will make us ‘Godlike’.” Hungtinton Post. October 10, 2015. Updated: October 26, 2017. https://www.huffingtonpost.com/entry/ray-kurzweil-nanobots-brain-godlike_us_560555a0e4b0af3706dbe1e2.
  • [35] Nonaka, I. and H. Takeuchi. 1995. The Knowledge-Creating Company. New York: Oxford
  • [36] University Press.
  • [37] Nodhaus, W. D. 2007. Two centuries of productivity growth in computing. Journal of Economic History 67 (1): 128-159
  • [38] Padir, T. 2017. “Making robots that can work with their hands.” The Conversation. April 24, 2017. https://theconversation.com/making-robots-that-can-work-with-their-hands-73831.
  • [39] Pati, A. 2012. “Co-operatives: outperforming the competition.” The Guardian, June 28, 2012.
  • [40] https://www.theguardian.com/social-enterprise-network/2012/jun/28/co-operatives-outperforming-competition.
  • [41] Polanyi, M. 1966. The Tacit Dimension. University of Chicago Press: Chicago.
  • [42] Rifkin, J. 1995. The End of Work. New York: Putnam’s Sons.
  • [43] Rifkin. J. 2015. The Zero Marginal Cost Society: The Internet of Things, the Collaborative Commons, and the Eclipse of Capitalism. New York: Palgrave McMillan.
  • [44] Rosenblatt, F. 1958. “The Perceptron: A probabilistic model for information storage and organization in the brain.” Psychological Review 65: 386−408.
  • [45] Sæbø, S. 2015. “Polanyi and the neural networks.” Metacognition. November 11, 2018. http://blogg.nmbu.no/solvesabo/2015/11/polyani-and-the-neural-networks/.
  • [46] Schmidhuber, J. 2014. “Deep Learning in Neural Networks: An Overview.” Technical Report IDSIA-03-14 / arXiv:1404.7828 v4 [cs.NE].
  • [47] Schmidhuber, J. 2015. “Deep Learning.” Scholarpedia, 10(11):32832. Accessed 5/6/2018 from http://www.scholarpedia.org/article/Deep_Learning#References.
  • [48] Schumpeter, J. A. 1942. Capitalism, Socialism and Democracy. 5th Edition, 1976. New York: Routledge.
  • [49] Shimp, K. 2009. “The Validity of Karl Marx’s Theory of Historical Materialism.” Major Themes in Economics 11: 35-56.
  • [50] Silver, D., J. Schrittwieser, K. Simonyan*, I. Antonoglou, A. Huang, A. Guez, T. Hubert, L. Baker, M. Lai, A. Bolton, Y. Chen, and T. Lillicrap, F. Hui, L. Sifre, G. van den Driessche, T. Graepel, D. Hassabis. 2017. “Mastering the game of Go without human knowledge.” Deepmind. Accessed May 1, 2018. https://deepmind.com/documents/119/agz_unformatted_nature.pdf.
  • [51] Simon, M. "Watch Boston Dynamics' humanoid robot do parkour.” Wired. October 11, 2018. https://www.wired.com/story/watch-boston-dynamics-humanoid-robot-do-parkour/.
  • [52] "Smartest Machine on Earth." 2011. DVD. Directed by Michael Bicks. Arlington: Public Broadcasting Service.
  • [53] Ticktin, H. The Permanent crisis, decline and transition of capitalism. Critique: Journal of Socialist Theory, 45(3). 359-386. 2017.
  • [54] The Economist. 2016. “The return of the machinery question.” Special Report/Artificial Intelligence. The Economist, June 25, 2016.
  • [55] Williams, R. n.d. Processing information with unconscious mind. Journal Psyche. Accessed September 13, 2018. http://journalpsyche.org/processing-information-with-nonconscious-mind
  • [56] Wikimedia Foundation. 2018. “Wikimedia Foundation.” Accessed December 1, 2018.
  • [57] https://wikimediafoundation.org/.
  • [58] Wikipedia. 2018a. “Go (game)”. Last edited December 20, 2017. Wikipedia Foundation. Accessed January 15, 2018. https://en.wikipedia.org/wiki/Go_(game).
  • [59] Wikipedia. 2018b. “Watson (computer)”. Last edited December 23, 2017. Wikipedia Foundation. Accessed January 15, 2018. https://en.wikipedia.org/wiki/Watson_(computer).
  • [60] Wikipedia. 2018c. “Open Source Initiative.” Last edited September 6, 2018. Wikipedia Foundation. Accessed December 1, 2018.
  • [61] https://en.wikipedia.org/wiki/Open_Source_Initiative.
  • [62] World Economic Forum. 2017a. “A basic income for all: dream or delusion?” Panel Session with speakers: Michael Sandel, Amitabh Kant, Neelie Kroes, Tamzin Booth, Guy Standing. Video 52:02.
  • [63] https://www.weforum.org/events/world-economic-forum-annual-meeting-2017/sessions/a-basic-income-for-all-dream-or-delusion.
  • [64] __________. 2017b. “An insight, an idea with Guy Standing.” Interview by Zanny Minton Beddoes. Video, 37:16.
  • [65] https://www.weforum.org/events/world-economic-forum-annual-meeting-2017/sessions/an-insight-an-idea-with-guy-standing.
  • [66] __________. 2017c. “Artificial Intelligence.” Panel Session, with speakers: Ron Gutman, Robert F. Smith, Ginni Rometty, Satya Nadella, Joichi Ito. Video, 56:31.
  • [67] https://www.weforum.org/events/world-economic-forum-annual-meeting-2017/sessions/the-real-impact-of-artificial-intelligence.
  • [68] __________. 2017d. “Issue Briefing: Jobs and the Fourth Industrial Revolution.” Panel Session, with speakers: Erik Brynjolfsson, Suzanne Fortier, Saadia Zahidi. Video 31:52.
  • [69] https://www.weforum.org/events/world-economic-forum-annual-meeting-2017/sessions/jobs-and-the-fourth-industrial-revolution.
  • [70] Worth, T. 2013. “Can co-ops redefine sustainable business?” The Guardian. November 21, 2013. https://www.theguardian.com/sustainable-business/cooperatives-sustainable-business-structures.
  • [71] Yu, Z. 2003. “Tacit knowledge/knowing and the problem of articulation.” Tradition and Discovery 30, 1, 11−22.
Como citar:

Mattos, Rogerio Silva de; "Artificial intelligence technology, capitalism, and the question of unemployment", p. 784-804 . In: Anais do V Encontro Nacional de Economia Industrial e Inovação (ENEI): “Inovação, Sustentabilidade e Pandemia”. São Paulo: Blucher, 2021.
ISSN 2357-7592, DOI 10.5151/v-enei-667

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