Skip to main content
Erschienen in: Information Systems Frontiers 3/2022

29.11.2021

Paradoxical Tensions Related to AI-Powered Evaluation Systems in Competitive Sports

verfasst von: Elena Mazurova, Willem Standaert, Esko Penttinen, Felix Ter Chian Tan

Erschienen in: Information Systems Frontiers | Ausgabe 3/2022

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Judging in competitive sports is prone to errors arising from the inherent limitations to humans’ cognitive and sensorial capabilities and from various potential sources of bias that influence judges. Artistic gymnastics offers a case in point: given the complexity of scoring and the ever-increasing speed of athletes’ performance, systems powered by artificial intelligence (AI) seem to promise benefits for the judging process and its outcomes. To characterize today’s human judging process for artistic gymnastics and examine contrasts against an AI-powered system currently being introduced in this context, an in-depth case study analyzed interview data from various stakeholder groups (judges, gymnasts, coaches, federations, technology providers, and fans). This exploratory study unearthed several paradoxical tensions accompanying AI-based evaluations in this setting. The paper identifies and illustrates tensions of this nature related to AI-powered systems’ accuracy, objectivity, explainability, relationship with artistry, interaction with humans, and consistency.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
An example is provided by the Reuters piece “Judging scandal still haunts Korean Yang,” available at https://​www.​reuters.​com/​article/​us-olympics-rio-gymnastics-yang/​judging-scandal-still-haunts-korean-yang-idUSKCN10205W.
 
3
These two pieces characterize media coverage: P. Logothetis (2017, November 4). “Cracking the vault: Artificial intelligence judging comes to gymnastics.” The Guardian. Retrieved from https://​www.​theguardian.​com/​sport/​blog/​2017/​nov/​04/​ai-judges-gymnastics-olympics; L. Radnofsky (2019, August 23). “The robots are coming (to judge gymnastics).” The Wall Street Journal, at https://​www.​wsj.​com/​articles/​the-robots-are-coming-to-judge-gymnastics-11566471601.
 
9
M. Sarazen highlighted this aspect in the Synced piece “Meet Fujitsu’s AI gymnastics judges,” published on January 26, 2019; see https://​syncedreview.​com/​2019/​01/​26/​meet-fujitsus-ai-gymnastics-judges/​.
 
10
This statement, made by a Fujitsu official, was quoted by L. Clarck in the October 9, 2019, Washington Post article “Computer-assisted judging is being tested at gymnastics world championships,” available at https://​www.​washingtonpost.​com/​sports/​olympics/​computer-assisted-judging-is-being-tested-at-gymnastics-world-championships/​2019/​10/​09/​214a515e-eab9-11e9-9306-47cb0324fd44_​story.​html (accessed on October 10, 2019).
 
Literatur
Zurück zum Zitat Asatiani, A., Malo, P., Nagbol, P., Penttinen, E., Rinta-Kahila, T., & Salovaara, A. (2021). Sociotechnical envelopment of artificial intelligence: An approach to organizational deployment of inscrutable artificial intelligence systems. Journal of the Association for Information Systems, 22(2), 325–352.CrossRef Asatiani, A., Malo, P., Nagbol, P., Penttinen, E., Rinta-Kahila, T., & Salovaara, A. (2021). Sociotechnical envelopment of artificial intelligence: An approach to organizational deployment of inscrutable artificial intelligence systems. Journal of the Association for Information Systems, 22(2), 325–352.CrossRef
Zurück zum Zitat Aysolmaz, B., Iren, D., & Dau, N. (2020). Preventing algorithmic Bias in the development of algorithmic decision-making systems: A Delphi study. Proceedings of the 53rd Hawaii international conference on system sciences, 3, 5267–5276. https://doi.org/10.24251/hicss.2020.648. Aysolmaz, B., Iren, D., & Dau, N. (2020). Preventing algorithmic Bias in the development of algorithmic decision-making systems: A Delphi study. Proceedings of the 53rd Hawaii international conference on system sciences, 3, 5267–5276. https://​doi.​org/​10.​24251/​hicss.​2020.​648.
Zurück zum Zitat Baskerville, R. L., Myers, M. D., & Yoo, Y. (2020). Digital first: The ontological reversal and new challenges for information systems research. MIS Ouarterly, 44(2), 509–523. Baskerville, R. L., Myers, M. D., & Yoo, Y. (2020). Digital first: The ontological reversal and new challenges for information systems research. MIS Ouarterly, 44(2), 509–523.
Zurück zum Zitat Benbya, H., Pachidi, S., Davenport, T., & Jarvenpaa, S. (2019). Call for papers JAIS-MISQE joint SI on artificial intelligence in organizations – JAIS-MISQE SI on artificial intelligence. Benbya, H., Pachidi, S., Davenport, T., & Jarvenpaa, S. (2019). Call for papers JAIS-MISQE joint SI on artificial intelligence in organizations – JAIS-MISQE SI on artificial intelligence.
Zurück zum Zitat Benbya, H., Pachidi, S., & Jarvenpaa, S. (2021). Special issue editorial: Artificial intelligence in organizations: Implications for information systems research. Journal of the Association for Information Systems, 22(2), 281–303.CrossRef Benbya, H., Pachidi, S., & Jarvenpaa, S. (2021). Special issue editorial: Artificial intelligence in organizations: Implications for information systems research. Journal of the Association for Information Systems, 22(2), 281–303.CrossRef
Zurück zum Zitat Brynjolfsson, E., & Mcafee, A. (2017). The business of artificial intelligence. What it can — And cannot — Do for your organization. Harvard Business Review, 4–11. Brynjolfsson, E., & Mcafee, A. (2017). The business of artificial intelligence. What it can — And cannot — Do for your organization. Harvard Business Review, 4–11.
Zurück zum Zitat Dumoulin. (2020). Accuracy and National Bias of figure skating judges: The good, the bad and the ugly. MIT Sloan Sports Analytics Conference. Dumoulin. (2020). Accuracy and National Bias of figure skating judges: The good, the bad and the ugly. MIT Sloan Sports Analytics Conference.
Zurück zum Zitat Duong, A. (2008). Bias in the 2008 Beijing Olympics (gymnastics). Duong, A. (2008). Bias in the 2008 Beijing Olympics (gymnastics).
Zurück zum Zitat Ferger, K., & Hackbarth, M. (2017). New way of determining horizontal displacement in competitive trampolining. Science of Gymnastics Journal, 9(3), 303–310. Ferger, K., & Hackbarth, M. (2017). New way of determining horizontal displacement in competitive trampolining. Science of Gymnastics Journal, 9(3), 303–310.
Zurück zum Zitat Fujiwara, H., & Ito, K. (2018). ICT-based judging support system for artistic gymnastics and intended new world created through 3D sensing technology. Fujitsu Scientific & Technical Journal, 54(4), 66–72. Fujiwara, H., & Ito, K. (2018). ICT-based judging support system for artistic gymnastics and intended new world created through 3D sensing technology. Fujitsu Scientific & Technical Journal, 54(4), 66–72.
Zurück zum Zitat Goebeler, L., Standaert, W., & Xiao, X. (2021). Hybrid sport configurations: The intertwining of the physical and the digital. Proceedings of the 54th Hawaii international conference on system sciences. Goebeler, L., Standaert, W., & Xiao, X. (2021). Hybrid sport configurations: The intertwining of the physical and the digital. Proceedings of the 54th Hawaii international conference on system sciences.
Zurück zum Zitat Heiniger, S., & Mercier, H. (2018). National Bias of international gymnastics judges during the 2013-2016 Olympic cycle. arXiv preprint arXiv:1807.10033. Heiniger, S., & Mercier, H. (2018). National Bias of international gymnastics judges during the 2013-2016 Olympic cycle. arXiv preprint arXiv:1807.10033.
Zurück zum Zitat Kallinikos, J., Aaltonen, A., & Marton, A. (2013). The ambivalent ontology of digital artifacts. MIS Quarterly, 37(2), 357–370.CrossRef Kallinikos, J., Aaltonen, A., & Marton, A. (2013). The ambivalent ontology of digital artifacts. MIS Quarterly, 37(2), 357–370.CrossRef
Zurück zum Zitat Keller, R., Stohr, A., Fridgen, G., Lockl, J., & Rieger, A. (2019). Affordance-experimentation-actualization theory in artificial intelligence research - a predictive maintenance story. 40th international conference on information systems, 1–17. Keller, R., Stohr, A., Fridgen, G., Lockl, J., & Rieger, A. (2019). Affordance-experimentation-actualization theory in artificial intelligence research - a predictive maintenance story. 40th international conference on information systems, 1–17.
Zurück zum Zitat Klein, H., & Myers, M. (1999). A set of principles for conducting and evaluating interpretive field studies in information systems. MIS Quarterly, 23(1), 67–93.CrossRef Klein, H., & Myers, M. (1999). A set of principles for conducting and evaluating interpretive field studies in information systems. MIS Quarterly, 23(1), 67–93.CrossRef
Zurück zum Zitat Mazurova, E., Penttinen, E., & Salovaara, A. (2021). Stakeholder-dependent views on biases of human- and machine-based judging systems. Hawaii International Conference on System Sciences. Mazurova, E., Penttinen, E., & Salovaara, A. (2021). Stakeholder-dependent views on biases of human- and machine-based judging systems. Hawaii International Conference on System Sciences.
Zurück zum Zitat Mercier, H., & Heiniger, S. (2018). Judging the judges: Evaluating the performance of international gymnastics judges. ArXiv, 1–12. Mercier, H., & Heiniger, S. (2018). Judging the judges: Evaluating the performance of international gymnastics judges. ArXiv, 1–12.
Zurück zum Zitat Meske, C., & Bunde, E. (2020). Transparency and trust in human-AI-interaction: The role of model-agnostic explanations in computer vision-based decision support. Proceedings of the international conference of AI in HCI 2020, 12217 LNCS, 54–69. https://doi.org/10.1007/978-3-030-50334-5_4. Meske, C., & Bunde, E. (2020). Transparency and trust in human-AI-interaction: The role of model-agnostic explanations in computer vision-based decision support. Proceedings of the international conference of AI in HCI 2020, 12217 LNCS, 54–69. https://​doi.​org/​10.​1007/​978-3-030-50334-5_​4.
Zurück zum Zitat Nadeem, A., Abedin, B., & Marjanovic, O. (2020). Gender Bias in AI: A review of contributing factors and mitigating strategies. ACIS 2020 proceedings. Nadeem, A., Abedin, B., & Marjanovic, O. (2020). Gender Bias in AI: A review of contributing factors and mitigating strategies. ACIS 2020 proceedings.
Zurück zum Zitat Omorczyk, J., Nosiadek, L., Ambroży, T., & Nosiadek, A. (2015). High-frequency video capture and a computer program with frame-by-frame angle determination functionality as tools that support judging in artistic gymnastics. Acta of Bioengineering and Biomechanics, 17(3), 85–93. Omorczyk, J., Nosiadek, L., Ambroży, T., & Nosiadek, A. (2015). High-frequency video capture and a computer program with frame-by-frame angle determination functionality as tools that support judging in artistic gymnastics. Acta of Bioengineering and Biomechanics, 17(3), 85–93.
Zurück zum Zitat Poole, M., & van de Ven, A. (1989). Using paradox to build management and organization theories. The Academy of Management Review, 14(4), 562–578.CrossRef Poole, M., & van de Ven, A. (1989). Using paradox to build management and organization theories. The Academy of Management Review, 14(4), 562–578.CrossRef
Zurück zum Zitat Rai, A., Constantinides, P., & Sarker, S. (2019). Next-generation digital platforms: Toward human–AI hybrids. MIS Quarterly, 43(1), iii–ix. Rai, A., Constantinides, P., & Sarker, S. (2019). Next-generation digital platforms: Toward human–AI hybrids. MIS Quarterly, 43(1), iii–ix.
Zurück zum Zitat Rzepka, C., & Berger, B. (2018). User interaction with AI-enabled systems: A systematic review of IS research. International conference on information systems 2018, ICIS 2018, (December). Rzepka, C., & Berger, B. (2018). User interaction with AI-enabled systems: A systematic review of IS research. International conference on information systems 2018, ICIS 2018, (December).
Zurück zum Zitat Schön, D. (1983). The reflective practitioner: How professionals think in action. Basic Books. Schön, D. (1983). The reflective practitioner: How professionals think in action. Basic Books.
Zurück zum Zitat Stefani, R. (1998). Predicting outcomes. In J. Bennett (Ed.), Statistics in sport (pp. 249–275). Hodder Education Publishers. Stefani, R. (1998). Predicting outcomes. In J. Bennett (Ed.), Statistics in sport (pp. 249–275). Hodder Education Publishers.
Zurück zum Zitat van den Broek, E., Sergeeva, A., & Huysman, M. (2019). Hiring algorithms: An ethnography of fairness in practice. 40th international conference on information systems, ICIS 2019. van den Broek, E., Sergeeva, A., & Huysman, M. (2019). Hiring algorithms: An ethnography of fairness in practice. 40th international conference on information systems, ICIS 2019.
Zurück zum Zitat Xiao, X., Chian Tan, F. Ter, Lim, E. T. K., Henningsson, S., Vatrapu, R., Hedman, J., … Van Hillegersberg, J. (2017). Sports digitalization: An overview and a research agenda. 38th international conference on information systems, 1–21. Xiao, X., Chian Tan, F. Ter, Lim, E. T. K., Henningsson, S., Vatrapu, R., Hedman, J., … Van Hillegersberg, J. (2017). Sports digitalization: An overview and a research agenda. 38th international conference on information systems, 1–21.
Zurück zum Zitat Xu, J., Benbasat, I., & Cenfetelli, R. T. (2014). The nature and consequences of trade-off transparency in the context of recommendation agents. MIS Quarterly, 38(2), 379–406.CrossRef Xu, J., Benbasat, I., & Cenfetelli, R. T. (2014). The nature and consequences of trade-off transparency in the context of recommendation agents. MIS Quarterly, 38(2), 379–406.CrossRef
Zurück zum Zitat Yin, R. K. (2013). Case study research: Design and methods. Sage Publications. Yin, R. K. (2013). Case study research: Design and methods. Sage Publications.
Metadaten
Titel
Paradoxical Tensions Related to AI-Powered Evaluation Systems in Competitive Sports
verfasst von
Elena Mazurova
Willem Standaert
Esko Penttinen
Felix Ter Chian Tan
Publikationsdatum
29.11.2021
Verlag
Springer US
Erschienen in
Information Systems Frontiers / Ausgabe 3/2022
Print ISSN: 1387-3326
Elektronische ISSN: 1572-9419
DOI
https://doi.org/10.1007/s10796-021-10215-8

Weitere Artikel der Ausgabe 3/2022

Information Systems Frontiers 3/2022 Zur Ausgabe

Premium Partner