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Automating Team Competency Assessment in Support of Adaptive Dynamic Simulations

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Adaptive Instructional Systems. Design and Evaluation (HCII 2021)

Abstract

Team training in online, simulated environments can improve teamwork skills and task performance skills in a team setting. Teamwork assessment often relies on human observers. Instructors, team leaders, or other observers typically assess complex team competencies using checklists of observed behavior markers to infer performance. Automation can reduce training bottlenecks, provide evidence for objective assessment, and increase the impact of team training. A software capability is being developed to automate team assessments in dynamic online simulations. The simulations are dynamic to the extent that team actions and performance can change the progression of simulation events, assessment context, and the expected behavior of individuals contributing to team performance. A goal of automation design is to enhance usability for non-technical personnel to select, configure, reuse, and interpret team assessments in dynamic simulations. As a result of the reusable design, the assessments can generalize across different simulation software, settings, and scenarios. This paper describes work in progress on the research and development of an automated team assessment capability for the US Army’s Generalized Intelligent Framework for Tutoring (GIFT), an open source adaptive instructional architecture.

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References

  1. Sottilare, R.A., Brawner, K.W., Sinatra, A.M., Johnston, J.H.: An updated concept for a Generalized Intelligent Framework for Tutoring (GIFT). Retrieved from GIFTtutoring.org on 1–9 May 2017

    Google Scholar 

  2. Sottilare, R., Brawner, K.: Component interaction within the Generalized Intelligent Framework for Tutoring (GIFT) as a model for adaptive instructional system standards. In: The Adaptive Instructional System (AIS) Standards Workshop of the 14th International Conference of the Intelligent Tutoring Systems (ITS) Conference, Montreal, Quebec, Canada, June 2018

    Google Scholar 

  3. Folsom-Kovarik, J.T., Sinatra, A.M.: Automating assessment and feedback for teamwork to operationalize team functional resilience. In: Proceedings of the 8th Annual Generalized Intelligent Framework for Tutoring (GIFT) Users Symposium (GIFTSym8) 28 May 2020, p. 126. US Army Combat Capabilities Development Command–Soldier Center (2020)

    Google Scholar 

  4. Goldberg, B., Hoffman, M., Graesser, A.C.: Adding a human to the adaptive instructional system loop: integrating GIFT and battlespace visualization. In: Design Recommendations for Intelligent Tutoring Systems Volume 8 – Data Visualization, 191 (2020)

    Google Scholar 

  5. Dillenbourg, P.: What do you mean by collaborative learning?

    Google Scholar 

  6. Ososky, S.J., Sottilare, R.A.: A Heuristic Evaluation of the Generalized Intelligent Framework for Tutoring (GIFT) Authoring Tools. US Army Research Laboratory Aberdeen Proving Ground United States, 1 March 2016

    Google Scholar 

  7. Sottilare, R., DeFalco, J.: Fundamentals of adaptive instructional systems tutorial. In: Interservice/Industry Simulation, Training & Education Conference (IITSEC), December 2020

    Google Scholar 

  8. Sottilare, R.A., Burke, C.S., Salas, E., Sinatra, A.M., Johnston, J.H., Gilbert, S.B.: Designing adaptive instruction for teams: a meta-analysis. Int. J. Artif. Intell. Educ. 28(2), 225–264 (2018)

    Article  Google Scholar 

  9. Smith-Jentsch, K.A., Cannon-Bowers, J.A., Tannenbaum, S.I., Salas, E.: Guided team self-correction: Impacts on team mental models, processes, and effectiveness. Small Group Res. 39(3), 303–327 (2008)

    Article  Google Scholar 

  10. Smith-Jentsch, K.A., Zeisig, R.L., Acton, B., McPherson, J.A.: Team dimensional training: a strategy for guided team self-correction. In: Cannon-Bowers, J.A., Salas, E. (eds.), Making Decisions Under Stress: Implications for Individual and Team Training (1998)

    Google Scholar 

  11. Salas, E., et al.: Does team training improve team performance? A meta-analysis. Hum. Fact. 50(6), 903–933 (2008)

    Article  Google Scholar 

  12. Meneghel, I., Salanova, M., Martínez, I.M.: Feeling good makes us stronger: How team resilience mediates the effect of positive emotions on team performance. J. Happiness Stud. 17(1), 239–255 (2016)

    Article  Google Scholar 

  13. Fowlkes, J.E., Lane, N.E., Salas, E., Franz, T., Oser, R.: Improving the measurement of team performance: the TARGETS methodology. Milit. Psychol. 6(1), 47–61 (1994)

    Article  Google Scholar 

  14. Fowlkes, J.E., Shawn Burke, C.: Targeted acceptable responses to generated events or tasks (TARGETs). Handbook of Human Factors and Ergonomics Methods, 29 (2005)

    Google Scholar 

  15. Allen, W.C.: Overview and evolution of the ADDIE training system. Adv. Dev. Hum. Resour. 8(4), 430–441 (2006)

    Article  Google Scholar 

  16. Peterson, C.: Bringing ADDIE to life: Instructional design at its best. J. Educ. Multimedia Hypermedia 12(3), 227–241 (2003)

    Google Scholar 

  17. Wray, R.E., Folsom-Kovarik, J.T., Woods, A., Jones, R.M.: Motivating narrative representation for training cross-cultural interaction. Procedia Manuf. 3, 4121–4128 (2015)

    Article  Google Scholar 

  18. Graffeo, C., Benoit, T.S., Wray, R.E., Folsom-Kovarik, J.T.: Creating a scenario design workflow for dynamically tailored training in socio-cultural perception. Procedia Manuf. 3, 1486–1493 (2015)

    Article  Google Scholar 

  19. McCormack, R.K., Kilcullen, T., Sinatra, A.M., Brown, T., Beaubien, J.M.: Scenarios for training teamwork skills in virtual environments with GIFT. In: Proceedings of the Sixth Annual GIFT Users Symposium, vol. 6, p. 189. US Army Research Laboratory, May 2018

    Google Scholar 

  20. McCormack, R., Kilcullen, T., Sinatra, A. M., Case, A., Howard, D.: Teamwork training architecture, scenarios, and measures in GIFT. In: Proceedings of the 7th Annual GIFT Users Symposium, p. 131. US Army Combat Capabilities Development Command–Soldier Center, May 2019

    Google Scholar 

  21. Gilbert, S.B., et al.: Creating a team tutor using GIFT. Int. J. Artif. Intell. Educ. 28(2), 286–313 (2018)

    Article  Google Scholar 

  22. Ostrander, A., et al.: Evaluation of an intelligent team tutoring system for a collaborative two-person problem: Surveillance. Comput. Hum. Behav. 104, 105873 (2020)

    Google Scholar 

  23. Laird, J.E.: The Soar Cognitive Architecture. MIT Press, 13Apr 2012

    Google Scholar 

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Acknowledgments

The research reported in this paper was performed under a US Army Contracting Command - Aberdeen Proving Ground (ACC-APG) contract (W912CG-19-C-0009). The views and conclusions contained in this paper are those of the authors and should not be interpreted as presenting the official policies or position, either expressed or implied, of ACC-APG, DEVCOM-SC, STTC or the U.S. Government unless so designated by other authorized documents. Citation of manufacturer's or trade names does not constitute an official endorsement or approval of the use thereof. The U.S. Government is authorized to reproduce and distribute reprints for Government purposes notwithstanding any copyright notation hereon.

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Correspondence to Jeremiah Folsom-Kovarik .

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Folsom-Kovarik, J., Sinatra, A.M., Sottilare, R.A. (2021). Automating Team Competency Assessment in Support of Adaptive Dynamic Simulations. In: Sottilare, R.A., Schwarz, J. (eds) Adaptive Instructional Systems. Design and Evaluation. HCII 2021. Lecture Notes in Computer Science(), vol 12792. Springer, Cham. https://doi.org/10.1007/978-3-030-77857-6_13

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  • DOI: https://doi.org/10.1007/978-3-030-77857-6_13

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