Skip to main content

On the Road to Autonomy: Evaluating and Optimizing Hybrid Team Dynamics

  • Chapter
  • First Online:
Autonomy and Artificial Intelligence: A Threat or Savior?

Abstract

This chapter explores the potential of neuroscience methods to supplement traditional psychometric approaches by unobtrusively measuring team dynamics and quantifying a team’s cognitive and emotional state in real-time. The novel teaming platform is reviewed and a number of studies that have been conducted with this emerging technology are presented (e.g., monitoring team neurodynamics, leadership emergence, neural responses to narrative storytelling, tutoring process, or surgical skills training). Lastly, the implications of using this new technology in team studies and possible future work directions are reviewed.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 139.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 159.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Astolfi L, Toppi J, Cincotty F, Mattia D, Salinari S, Fallani FDV, Wilke C, Yuan H, He B (2011) Methods for the EEG hyperscanning. Simultaneous recordings from multiple subjects during social interaction. In: Proceedings of the 8th International Symposium on Noninvasive Functional Source Imaging of the Brain and Heart and the 8th International Conference on Bioelectromagnetism, pp. 5-8

    Google Scholar 

  • Behneman A et al. (2012) Neurotechnology to accelerate learning: during marksmanship training. IEEE Pulse 3(1):60-63

    Article  Google Scholar 

  • Berka C, Levendowski DJ, Cvetinovic MM, Petrovic MM, Davis G, Lumicao MN, Zivkovic VT, Popovic MV, Olmstead R (2004) Real-time analysis of EEG indexes of alertness, cognition, and memory acquired with a wireless EEG headset. International Journal of Human-Computer Interaction 17:151-170

    Article  Google Scholar 

  • Berka C et al (2007) EEG correlates of task engagement and mental workload in vigilance, learning, and memory tasks. Aviation, Space, and Environmental Medicine 78:B231-B244

    Google Scholar 

  • Berntson GG, Bigger JT, Eckberg DL, Grossman P, Kaufmann PG, Malik M et al (1997) Heart rate variability: origins, methods, and interpretive caveats. Psychophysiology 34(6):623–648

    Article  Google Scholar 

  • Carson JB, Tesluk PE, Marrone JA (2007) Shared leadership in teams: an investigation of antecedent conditions and performance. Academy of Management 50:1217-1234

    Article  Google Scholar 

  • Cheng C, Lee PL, Yang CY, Lin CP, Hung D, Decety J (2008) Gender differences in the mu rhythm of the human mirror-neuron system. PLoS ONE 3(5):e2113

    Article  Google Scholar 

  • Cheng Y, Chen C, Decety J (2014) An EEG/ERP investigation of the development of empathy in early and middle childhood. Developmental Cognitive Neuroscience 10:160-169

    Article  Google Scholar 

  • Corradini A, Antonietti A (2013) Mirror neurons and their function in cognitively understood empathy. Consciousness and cognition 22(3):1152-1161

    Article  Google Scholar 

  • Correa KA, Stone BT, Stikic M, Johnson RR, Berka C (2015) Characterizing donation behavior from psychophysiological indices of narrative experience. Frontiers in Neuroscience 9:301.

    Article  Google Scholar 

  • Funke GJ, Knott BA, Salas E, Pavlas D, Strang AJ (2012) Conceptualization and measurement of team workload: a critical need. Human Factors 54:36-51

    Article  Google Scholar 

  • Guru KA, Esfahani ET, Raza SJ, Bhat R, Wang K, Hammond Y, Wilding G, Peabody JO, Chowriappa AJ (2014) Cognitive skill assessment during robot-assisted surgery: Separating the wheat from the chaff. BJU International 115(1):166-174

    Article  Google Scholar 

  • Hannah ST, Balthazard PA, Waldman DA, Jennings PL, Thatcher RW (2013) The psychological and neurological bases of leader self-complexity and effects on adaptive decision-making. Journal of Applied Psychology 98:393-411

    Article  Google Scholar 

  • Johnson RR, Popovic DP, Olmstead RE, Stikic M, Levendowski DJ, Berka C. (2011) Drowsiness/alertness algorithm development and validation using synchronized EEG and cognitive performance to individualize a generalized model. Biological Psychology 87(2):241-250

    Article  Google Scholar 

  • Johnson RR, Berka C, Waldman D, Balthazard P, Pless N, Maak T (2013) Neurophysiological predictors of team performance. In: Proceedings of the 7th International Conference of Augmented Cognition. Foundations of Augmented Cognition, Lecture Notes in Computer Science, 8027, pp 153-161

    Google Scholar 

  • Mathieu J, Maynard MT, Rapp T, Gilson L (2008) Team effectiveness 1997-2007: A review of recent advancements and a glimpse into the future. Journal of Management 34:410-476

    Article  Google Scholar 

  • McAssey MP, Helm J, Fushing H, Sbarra DA, Ferrer E (2013) Methodological advances for detecting physiological synchrony during dyadic interactions. Methodology European Journal of Research Methods for the Behavioral and Social Sciences 9(2):41-53

    Article  Google Scholar 

  • Pless N, Maak T (2011) Levi Strauss & Co: Addressing child labour in Bangladesh. Readings and Cases in International Human Resource Management and Organizational Behavior 446-459.

    Google Scholar 

  • Rich BL, Lepine JA, Crawford ER (2010) Job engagement: antecedents and effects of job performance. Academy of Management, 53:617-635

    Article  Google Scholar 

  • Schaueneman AL, Pickleman J, Hesslein R, Freeark RJ (1984) Neuropsychologic predictors of operative skill among general surgery residents. Surgery 96(2):288-295

    Google Scholar 

  • Stevens RH, Galloway T, Berka C, Sprang M (2009a) Can neurophysiologic synchronies provide a platform for adapting team performance? Foundations in Augmented Cognition, 5638: 658-667

    Google Scholar 

  • Stevens RH, Galloway T, Berka C, Sprang M (2009b) Neurophysiologic collaboration patterns during team problem solving. In: Proceedings of the International Symposium of Human Factors and Ergonomics Society Annual Meeting 53(12): 804-804

    Google Scholar 

  • Stevens RH, Galloway TL, Wang P, Berka C (2012) Cognitive neurophysiologic synchronies: What can they contribute to the study of teamwork? Human Factors 54:489-502

    Article  Google Scholar 

  • Stevens RH, Galloway TL, Wang P, Berka C, Tan V, Wohlgemuth T, Lamb J, Buckels R. (2013) Modeling the neurodynamic complexity of submarine navigation teams. Computational and Mathematical Organization Theory 19(3):346-369

    Article  Google Scholar 

  • Stikic M, Berka C, Waldman D, Balthazard P, Pless N, Maak, T. (2013) Neurophysiological estimation of team psychological metrics. In: Proceedings of the 7th International Conference of Augmented Cognition, Foundations of Augmented Cognition, Lecture Notes in Computer Science 8027: 209-218

    Google Scholar 

  • Stikic M, Johnson RR, Tan V, Berka C (2014) EEG-based classification of positive and negative affective states. Brain-Computer Interfaces 1(2):99-112

    Article  Google Scholar 

  • Stone B, Skinner A, Stikic M, Johnson R. (2014) Assessing neural synchrony in tutoring dyads. In: Human-Computer Interaction International, Lecture Notes in Computer Science, 8534: 167-178

    Google Scholar 

  • Stone B, Correa K, Thor N, Johnson R (2015) EEG coherence within tutoring dyads: A novel approach for pedagogical efficiency. In: Foundations of Augmented Cognition, Lecture Notes in Computer Science 9183:697-706

    Google Scholar 

  • Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology (1996). Heart rate variability: standards of measurement, physiological interpretation, and clinical use. Circulation 93(5):1043–1065

    Article  Google Scholar 

  • Waldman DA, Balthazard PA, Peterson SJ (2011a) Leadership and neuroscience: Can we revolutionize the way that inspirational leaders are identified and developed? The Academy of Management Perspectives 25(1):60-74

    Article  Google Scholar 

  • Waldman DA, Balthazard PA, Peterson SJ (2011b) Social cognitive neuroscience and leadership. The Leadership Quarterly 22:1092–1106

    Article  Google Scholar 

  • Waldman DA, Wang D, Stikic M, Berka C, Balthazard P, Richardson T, Pless N, Maak T (2013) Emergent Leadership and Team Engagement: An Application of Neuroscience Technology and Methods. In: Academy of Management Annual Meeting Proceedings, 73:1-6.

    Google Scholar 

  • Westbrook et al (2004) Quantification of alertness, memory and neurophysiological changes in sleep apnea patients following treatment with nCPAP. Sleep 27:A22

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Chris Berka .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2017 Springer International Publishing AG

About this chapter

Cite this chapter

Berka, C., Stikic, M. (2017). On the Road to Autonomy: Evaluating and Optimizing Hybrid Team Dynamics. In: Lawless, W., Mittu, R., Sofge, D., Russell, S. (eds) Autonomy and Artificial Intelligence: A Threat or Savior?. Springer, Cham. https://doi.org/10.1007/978-3-319-59719-5_11

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-59719-5_11

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-59718-8

  • Online ISBN: 978-3-319-59719-5

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics