[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/gat/wpaper/2110.html
   My bibliography  Save this paper

Artificial Intelligence, Ethics, and Intergenerational Responsibility

Author

Listed:
  • Victor Klockmann

    (Goethe University Frankfurt, Theodor-W.-Adorno-Platz 4, 60323 Frankfurt, Germany. Center for Humans & Machines, Max Planck Institute for Human Development, Lentzeallee 94, 14195 Berlin, Germany)

  • Alicia von Schenk

    (Goethe University Frankfurt, Theodor-W.-Adorno-Platz 4, 60323 Frankfurt, Germany. Center for Humans & Machines, Max Planck Institute for Human Development, Lentzeallee 94, 14195 Berlin, Germany.)

  • Marie Claire Villeval

    (Univ Lyon, CNRS, GATE UMR 5824, 93 Chemin des Mouilles, F-69130, Ecully, France. IZA, Bonn, Germany)

Abstract
In more and more situations, artificially intelligent algorithms have to model humans’ (social) preferences on whose behalf they increasingly make decisions. They can learn these preferences through the repeated observation of human behavior in social encounters. In such a context, do individuals adjust the selfishness or prosociality of their behavior when it is common knowledge that their actions produce various externalities through the training of an algorithm? In an online experiment, we let participants’ choices in dictator games train an algorithm. Thereby, they create an externality on future decision making of an intelligent system that affects future participants. We show that individuals who are aware of the consequences of their training on the payoffs of a future generation behave more prosocially, but only when they bear the risk of being harmed themselves by future algorithmic choices. In that case, the externality of artificially intelligence training induces a significantly higher share of egalitarian decisions in the present.

Suggested Citation

  • Victor Klockmann & Alicia von Schenk & Marie Claire Villeval, 2021. "Artificial Intelligence, Ethics, and Intergenerational Responsibility," Working Papers 2110, Groupe d'Analyse et de Théorie Economique Lyon St-Étienne (GATE Lyon St-Étienne), Université de Lyon.
  • Handle: RePEc:gat:wpaper:2110
    as

    Download full text from publisher

    File URL: ftp://ftp.gate.cnrs.fr/RePEc/2021/2110.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Sean Cao Robert H. Smith & Wei Jiang & Baozhong Yang J. Mack Robinson & Alan L Zhang & Tarun Ramadorai, 2023. "How to Talk When a Machine Is Listening: Corporate Disclosure in the Age of AI," The Review of Financial Studies, Society for Financial Studies, vol. 36(9), pages 3603-3642.
    2. Ferraro, Paul J. & Rondeau, Daniel & Poe, Gregory L., 2003. "Detecting other-regarding behavior with virtual players," Journal of Economic Behavior & Organization, Elsevier, vol. 51(1), pages 99-109, May.
    3. Anders Björklund & Mikael Lindahl & Erik Plug, 2006. "The Origins of Intergenerational Associations: Lessons from Swedish Adoption Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(3), pages 999-1028.
    4. Leonardo Bursztyn & Robert Jensen, 2017. "Social Image and Economic Behavior in the Field: Identifying, Understanding, and Shaping Social Pressure," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 131-153, September.
    5. Roland Benabou & Efe A. Ok, 2001. "Social Mobility and the Demand for Redistribution: The Poum Hypothesis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(2), pages 447-487.
    6. Ben Greiner, 2015. "Subject pool recruitment procedures: organizing experiments with ORSEE," Journal of the Economic Science Association, Springer;Economic Science Association, vol. 1(1), pages 114-125, July.
    7. Victor Klockmann & Alicia von Schenk & Marie Claire Villeval, 2021. "Artificial Intelligence, Ethics, and Diffused Pivotality," Working Papers 2111, Groupe d'Analyse et de Théorie Economique Lyon St-Étienne (GATE Lyon St-Étienne), Université de Lyon.
    8. Bruce Sacerdote, 2002. "The Nature and Nurture of Economic Outcomes," American Economic Review, American Economic Association, vol. 92(2), pages 344-348, May.
    9. Brice Corgnet, 2018. "Rac(g)e Against the Machine? Social Incentives When Humans Meet Robots," Post-Print halshs-01984467, HAL.
    10. Anja Lambrecht & Catherine Tucker, 2019. "Algorithmic Bias? An Empirical Study of Apparent Gender-Based Discrimination in the Display of STEM Career Ads," Management Science, INFORMS, vol. 65(7), pages 2966-2981, July.
    11. Nagore Iriberri & Pedro Rey-Biel, 2011. "The role of role uncertainty in modified dictator games," Experimental Economics, Springer;Economic Science Association, vol. 14(2), pages 160-180, May.
    12. Kirsten Hillebrand & Lars Hornuf, 2021. "The Social Dilemma of Big Data: Donating Personal Data to Promote Social Welfare," CESifo Working Paper Series 8926, CESifo.
    13. Alberto Alesina & Stefanie Stantcheva & Edoardo Teso, 2018. "Intergenerational Mobility and Preferences for Redistribution," American Economic Review, American Economic Association, vol. 108(2), pages 521-554, February.
    14. Ernst Fehr & Klaus M. Schmidt, 1999. "A Theory of Fairness, Competition, and Cooperation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 817-868.
    15. Adrian Bruhin & Ernst Fehr & Daniel Schunk, 2019. "The many Faces of Human Sociality: Uncovering the Distribution and Stability of Social Preferences," Journal of the European Economic Association, European Economic Association, vol. 17(4), pages 1025-1069.
    16. Burks, Stephen V. & Carpenter, Jeffrey P. & Verhoogen, Eric, 2003. "Playing both roles in the trust game," Journal of Economic Behavior & Organization, Elsevier, vol. 51(2), pages 195-216, June.
    17. Nicolas Houy & Jean-Philippe Nicolaï & Marie Claire Villeval, 2020. "Always doing your best? Effort and performance in dynamic settings," Theory and Decision, Springer, vol. 89(3), pages 249-286, October.
    18. Brice Corgnet, 2018. "Rac(g)e Against the Machine? Social Incentives When Humans Meet Robots," Post-Print halshs-01984467, HAL.
    19. Dirk Engelmann & Martin Strobel, 2004. "Inequality Aversion, Efficiency, and Maximin Preferences in Simple Distribution Experiments," American Economic Review, American Economic Association, vol. 94(4), pages 857-869, September.
    20. Adrian Bruhin & Ernst Fehr & Daniel Schunk, 2019. "Correction to: The Many Faces of Human Sociality: Uncovering the Distribution and Stability of Social Preferences," Journal of the European Economic Association, European Economic Association, vol. 17(4), pages 1335-1335.
    21. Volker Benndorf & Thomas Große Brinkhaus & Ferdinand von Siemens, 2021. "Ultimatum Game Behavior in a Social-Preferences Vacuum Chamber," CESifo Working Paper Series 9280, CESifo.
    22. Charness, Gary & Rabin, Matthew, 2002. "Understanding Social Preferences with Simple Tests," Department of Economics, Working Paper Series qt3d04q5sm, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    23. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    24. Daniel Houser & Robert Kurzban, 2002. "Revisiting Kindness and Confusion in Public Goods Experiments," American Economic Review, American Economic Association, vol. 92(4), pages 1062-1069, September.
    25. Andrew Schotter & Barry Sopher, 2006. "Trust and trustworthiness in games: An experimental study of intergenerational advice," Experimental Economics, Springer;Economic Science Association, vol. 9(2), pages 123-145, June.
    26. Bisin, Alberto & Verdier, Thierry, 2001. "The Economics of Cultural Transmission and the Dynamics of Preferences," Journal of Economic Theory, Elsevier, vol. 97(2), pages 298-319, April.
    27. Edmond Awad & Sohan Dsouza & Richard Kim & Jonathan Schulz & Joseph Henrich & Azim Shariff & Jean-François Bonnefon & Iyad Rahwan, 2018. "The Moral Machine experiment," Nature, Nature, vol. 563(7729), pages 59-64, November.
    28. Guth, Werner & Schmittberger, Rolf & Schwarze, Bernd, 1982. "An experimental analysis of ultimatum bargaining," Journal of Economic Behavior & Organization, Elsevier, vol. 3(4), pages 367-388, December.
    29. repec:cup:judgdm:v:3:y:2008:i:7:p:483-492 is not listed on IDEAS
    30. Chen, Daniel L. & Schonger, Martin & Wickens, Chris, 2016. "oTree—An open-source platform for laboratory, online, and field experiments," Journal of Behavioral and Experimental Finance, Elsevier, vol. 9(C), pages 88-97.
    31. Charness, Gary & Rabin, Matthew, 2001. "Understanding Social Preferences with Simple Tests," Department of Economics, Working Paper Series qt4qz9k8vg, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    32. Ananish Chaudhuri & Sara Graziano & Pushkar Maitra, 2006. "Social Learning and Norms in a Public Goods Experiment with Inter-Generational Advice -super-1," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(2), pages 357-380.
    33. Schotter, Andrew & Sopher, Barry, 2007. "Advice and behavior in intergenerational ultimatum games: An experimental approach," Games and Economic Behavior, Elsevier, vol. 58(2), pages 365-393, February.
    34. Aderemi O. Adewumi & Andronicus A. Akinyelu, 2017. "A survey of machine-learning and nature-inspired based credit card fraud detection techniques," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 8(2), pages 937-953, November.
    35. Bettina Rockenbach & Abdolkarim Sadrieh & Anne Schielke, 2020. "Providing personal information to the benefit of others," PLOS ONE, Public Library of Science, vol. 15(8), pages 1-15, August.
    36. Takafumi Yamakawa & Yoshitaka Okano & Tatsuyoshi Saijo, 2016. "Detecting motives for cooperation in public goods experiments," Experimental Economics, Springer;Economic Science Association, vol. 19(2), pages 500-512, June.
    37. Asen Ivanov & Dan Levin & Muriel Niederle, 2010. "Can Relaxation of Beliefs Rationalize the Winner's Curse?: An Experimental Study," Econometrica, Econometric Society, vol. 78(4), pages 1435-1452, July.
    38. Jon Kleinberg & Himabindu Lakkaraju & Jure Leskovec & Jens Ludwig & Sendhil Mullainathan, 2018. "Human Decisions and Machine Predictions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(1), pages 237-293.
    39. Gary Charness & Matthew Rabin, 2002. "Understanding Social Preferences with Simple Tests," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(3), pages 817-869.
    40. Andrew Schotter & Barry Sopher, 2003. "Social Learning and Coordination Conventions in Intergenerational Games: An Experimental Study," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 498-529, June.
    41. Azim Shariff & Jean-François Bonnefon & Iyad Rahwan, 2017. "Psychological roadblocks to the adoption of self-driving vehicles," Nature Human Behaviour, Nature, vol. 1(10), pages 694-696, October.
    42. James Andreoni & John Miller, 2002. "Giving According to GARP: An Experimental Test of the Consistency of Preferences for Altruism," Econometrica, Econometric Society, vol. 70(2), pages 737-753, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Niklas M. Witzig, 2024. "Cognitive Noise and Altruistic Preferences," Working Papers 2415, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz.
    2. Aurélie Halsband, 2022. "Sustainable AI and Intergenerational Justice," Sustainability, MDPI, vol. 14(7), pages 1-11, March.
    3. Victor Klockmann & Alicia von Schenk & Marie Claire Villeval, 2021. "Artificial Intelligence, Ethics, and Diffused Pivotality," Working Papers halshs-03237453, HAL.
    4. Niklas M. Witzig, 2024. "Cognitive Noise and Altruistic Preferences," Papers 2410.07647, arXiv.org.
    5. Maggioni, Mario A. & Rossignoli, Domenico, 2023. "If it looks like a human and speaks like a human ... Communication and cooperation in strategic Human–Robot interactions," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 104(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Victor Klockmann & Alicia von Schenk & Marie Claire Villeval, 2021. "Artificial Intelligence, Ethics, and Diffused Pivotality," Working Papers halshs-03237453, HAL.
    2. Fehr, Dietmar & Müller, Daniel & Preuss, Marcel, 2024. "Social mobility perceptions and inequality acceptance," Journal of Economic Behavior & Organization, Elsevier, vol. 221(C), pages 366-384.
    3. Walkowitz, Gari, 2021. "Dictator game variants with probabilistic (and cost-saving) payoffs: A systematic test," Journal of Economic Psychology, Elsevier, vol. 85(C).
    4. Cabeza Martínez, Begoña, 2023. "Social preferences, support for redistribution, and attitudes towards vulnerable groups," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 107(C).
    5. Leibbrandt, Andreas & López-Pérez, Raúl & Spiegelman, Eli, 2023. "Reciprocal, but inequality averse as well? Mixed motives for punishment and reward," Journal of Economic Behavior & Organization, Elsevier, vol. 210(C), pages 91-116.
    6. Fehr, Ernst & Epper, Thomas & Senn, Julien, 2022. "Other-Regarding Preferences and Redistributive Politics," IZA Discussion Papers 15088, Institute of Labor Economics (IZA).
    7. Erik O. Kimbrough & Alexander Vostroknutov, 2016. "Norms Make Preferences Social," Journal of the European Economic Association, European Economic Association, vol. 14(3), pages 608-638, June.
    8. Malte Baader & Simon Gaechter & Kyeongtae Lee & Martin Sefton, 2022. "Social preferences and the variability of conditional cooperation," Discussion Papers 2022-13, The Centre for Decision Research and Experimental Economics, School of Economics, University of Nottingham.
    9. Walkowitz, Gari, 2017. "On the Validity of Cost-Saving Methods in Dictator-Game Experiments: A Systematic Test," MPRA Paper 83309, University Library of Munich, Germany.
    10. Walkowitz, Gari, 2019. "On the Validity of Probabilistic (and Cost-Saving) Incentives in Dictator Games: A Systematic Test," MPRA Paper 91541, University Library of Munich, Germany.
    11. Carpenter, Jeffrey & Robbett, Andrea, 2024. "Measuring socially appropriate social preferences," Games and Economic Behavior, Elsevier, vol. 147(C), pages 517-532.
    12. Brice Corgnet, 2023. "An Experimental Test of Algorithmic Dismissals," Working Papers 2302, Groupe d'Analyse et de Théorie Economique Lyon St-Étienne (GATE Lyon St-Étienne), Université de Lyon.
    13. Gueye, Mamadou & Quérou, Nicolas & Soubeyran, Raphael, 2020. "Social preferences and coordination: An experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 173(C), pages 26-54.
    14. Fehr Ernst & Epper Thomas & Senn Julien, 2020. "Social preferences and redistributive politics," ECON - Working Papers 339, Department of Economics - University of Zurich, revised Aug 2023.
    15. Giuseppe Attanasi & Kene Boun My & Nikolaos Georgantzís & Miguel Ginés, 2019. "Strategic Ethics: Altruism without the Other-Regarding Confound," Revue économique, Presses de Sciences-Po, vol. 70(6), pages 967-998.
    16. Boris van Leeuwen & Ingela Alger, 2024. "Estimating Social Preferences and Kantian Morality in Strategic Interactions," Journal of Political Economy Microeconomics, University of Chicago Press, vol. 2(4), pages 665-706.
    17. Begoña Cabeza;, 2023. "Social preferences, support for redistribution, and attitudes towards vulnerable groups," Working Papers 2308, Herman Deleeck Centre for Social Policy, University of Antwerp.
    18. Raymond Fisman & Pamela Jakiela & Shachar Kariv & Silvia Vannutelli, 2023. "The distributional preferences of Americans, 2013–2016," Experimental Economics, Springer;Economic Science Association, vol. 26(4), pages 727-748, September.
    19. Timilsina, Raja R. & Kotani, Koji & Nakagawa, Yoshinori & Saijo, Tatsuyoshi, 2022. "Intragenerational deliberation and intergenerational sustainability dilemma," European Journal of Political Economy, Elsevier, vol. 73(C).
    20. Eckel, Catherine & Gintis, Herbert, 2010. "Blaming the messenger: Notes on the current state of experimental economics," Journal of Economic Behavior & Organization, Elsevier, vol. 73(1), pages 109-119, January.

    More about this item

    Keywords

    Artificial Intelligence; Morality; Prosociality; Generations; Externalities;
    All these keywords.

    JEL classification:

    • C49 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Other
    • C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
    • D10 - Microeconomics - - Household Behavior - - - General
    • D62 - Microeconomics - - Welfare Economics - - - Externalities
    • D63 - Microeconomics - - Welfare Economics - - - Equity, Justice, Inequality, and Other Normative Criteria and Measurement
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gat:wpaper:2110. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Nelly Wirth (email available below). General contact details of provider: https://edirc.repec.org/data/gateefr.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.