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Organizational Change Through Computer-Supported Human-In-The-Loop Simulation: Supporting Constructive Change Cover

Organizational Change Through Computer-Supported Human-In-The-Loop Simulation: Supporting Constructive Change

Open Access
|Dec 2025

References

  1. Aitken, J. A., Torres, E. M., Kaplan, S., DiazGranados, D., Su, L., & Parker, S. (2021). Influence of simulation-based training on reflective practice. BMJ Simulation and Technology Enhanced Learning, 7(6), 638640. 10.1136/bmjstel-2021-000870
  2. Albert, D., & Ganco, M. (2021). Landscape models of complex change. In M. S. Poole & A. H. Van de Ven (Eds.), The Oxford handbook of organizational change and innovation (pp. 554580). Oxford University Press. 10.1093/oxfordhb/9780198845973.013.21
  3. Alberts, D. S., & Hayes, R. E. (2002). Code of best practice for experimentation. DoD Command and Control Research Program.
  4. Alme, V., & Hvidsten, A. (2022). To learn or not to learn: On the importance of mode switching in educational wargames. Scandinavian Journal of Military Studies, 5(1), 269281. 10.31374/sjms.123
  5. Amiot, C. E., Terry, D. J., Jimmieson, N. L., & Callan, V. J. (2006). A longitudinal investigation of coping processes during a merger: Implications for job satisfaction and organizational identification. Journal of Management, 32(4), 552574. 10.1177/0149206306287542
  6. Babcock, S. (2004). Canadian network enabled operations initiatives [Conference paper]. 9th International Command and Control Research and Technology Symposium. http://www.dodccrp.org/events/9th_ICCRTS/CD/paper_number.htm
  7. Bakken, B. T., Valaker, S., & Hærem, T. (2017). Trening og øving av krisehåndtering – en metodisk tilnærming. In T. Hafting (Ed.), Krisehåndtering planlegging og handling. Fagbokforlaget.
  8. Banks, J. (Ed.). (2001). Discrete-event system simulation (3rd ed.). Prentice Hall.
  9. Baum, J. A. C., & Rao, H. (2021). Evolutionary dynamics of organizational populations and communities. In M. S. Poole & A. H. Van de Ven (Eds.), The Oxford handbook of organizational change and innovation (pp. 426495). Oxford University Press. 10.1093/oxfordhb/9780198845973.013.17
  10. Beck, N., Brüderl, J., & Woywode, M. (2008). Momentum or deceleration? Theoretical and methodological reflections on the analysis of organizational change. Academy of Management Journal, 51(3), 413435. 10.5465/amj.2008.32625943
  11. Beck, N., & Kieser, A. (2003). The complexity of rule systems, experience and organizational learning. Organization Studies, 24(5), 793814. 10.1177/0170840603024005006
  12. Bell, B. S., Kanar, A. M., & Kozlowski, S. W. J. (2008). Current issues and future directions in simulation-based training in North America. The International Journal of Human Resource Management, 19(8), 14161434. 10.1080/09585190802200173
  13. Bennett, W., Schreiber, B., Portrey, A. M., & Bell, H. H. (2013). Challenges in transforming military training: Research and application of advanced simulation and training technologies and methods. Military Psychology, 25(3), 173176. 10.1037/mil0000002
  14. Bennett, W., Jr., Schreiber, B. T., & Andrews, D. H. (2002). Developing competency-based methods for near real-time air combat problem solving assessment (Report No. ADA510581). Defense Technical Information Center. https://apps.dtic.mil/sti/pdfs/ADA510581.pdf
  15. Billings, D. R. (2012). Efficacy of adaptive feedback strategies in simulation-based training. Military Psychology, 24(2), 114133. 10.1080/08995605.2012.672905
  16. Binnendijk, A., Germanovich, G., McClintock, B., & Heintz, S. (2020). At the vanguard: European contributions to NATO’s future combat airpower. RAND Corporation. https://www.rand.org/pubs/research_reports/RRA311-1.html
  17. Bjerke, H. M., & Valaker, S. (2022). Command and control in a fifth generation air force: Coordination requirements of air operations with F-35 and the command and control-system of the Norwegian Armed Forces. Scandinavian Journal of Military Studies, 5(1), 1430. 10.31374/sjms.116
  18. Blackman, D. A., Buick, F., O’Donnell, M. E., & Ilahee, N. (2022). Changing the conversation to create organizational change. Journal of Change Management, 22(3), 252272. 10.1080/14697017.2022.2040570
  19. Brehmer, B., & Dörner, D. (1993). Experiments with computer-simulated microworlds: Escaping both the narrow straits of the laboratory and the deep blue sea of the field study. Computers in Human Behavior, 9(2–3), 171184. 10.1016/0747-5632(93)90005-D
  20. Christianson, M. K. (2019). More and less effective updating: The role of trajectory management in making sense again. Administrative Science Quarterly, 64(1), 4586. 10.1177/0001839217750856
  21. Clarkson, G. P. E., & Simon, H. A. (1960). Simulation of individual and group behavior. The American Economic Review, 50(5), 920932.
  22. Cunningham, C. E., Woodward, C. A., Shannon, H. S., MacIntosh, J., Lendrum, B., Rosenbloom, D., & Brown, J. (2002). Readiness for organizational change: A longitudinal study of workplace, psychological and behavioural correlates. Journal of Occupational and Organizational Psychology, 75(4), 377392. 10.1348/096317902321119637
  23. Danielsen, T., & Valaker, S. (2021). Small state perspectives on learning, improvement and institutionalization – a case study. Res Militaris, 11(1).
  24. Diamantopoulos, A., Sarstedt, M., Fuchs, C., Wilczynski, P., & Kaiser, S. (2012). Guidelines for choosing between multi-item and single-item scales for construct measurement: A predictive validity perspective. Journal of the Academy of Marketing Science, 40(3), 434449. 10.1007/s11747-011-0300-3
  25. Dooley, K. J. (2021). Conceptualizing organizational change through the lens of complexity science. In M. S. Poole & A. H. Van de Ven (Eds.), The Oxford handbook of organizational change and innovation (pp. 528554). Oxford University Press. 10.1093/oxfordhb/9780198845973.013.20
  26. Edmondson, A. C. (2004). Psychological Safety, Trust, and Learning in Organizations: A Group-Level Lens. In R. M. Kramer & K. S. Cook (Eds.), Trust and distrust in organizations: Dilemmas and approaches (pp. 239272). Russell Sage Foundation.
  27. Edwards, K., Prætorius, T., & Nielsen, A. P. (2020). A model of cascading change: Orchestrating planned and emergent change to ensure employee participation. Journal of Change Management, 20(4), 342368. 10.1080/14697017.2020.1755341
  28. Evensen, P.-I., Martinussen, S. E., Halsør, M., & Bentsen, D. H. (2022). Simulation-supported wargaming for assessing force structures. Scandinavian Journal of Military Studies, 5(1), 323333. 10.31374/sjms.128
  29. Fiammante, M. (2010). Dynamic SOA and BPM: Best practices for business process management and SOA agility. IBM Press/Pearson.
  30. Folds, D. J. (2015). Human in the loop simulation. In M. L. Loper (Ed.), Modeling and simulation in the systems engineering life cycle (pp. 175183). Springer. 10.1007/978-1-4471-5634-5_15
  31. Galbraith, J. R. (2002). Designing organizations: An executive guide to strategy, structure, and process. Jossey-Bass.
  32. Hansson, M., Hærem, T., & Pentland, B. T. (2021). The effect of repertoire, routinization and enacted complexity: Explaining task performance through patterns of action. Organization Studies, 43(7), 10991121. 10.1177/01708406211069438
  33. Harrison, J. R., Lin, Z., Carroll, G. R., & Carley, K. M. (2007). Simulation modeling in organizational and management research. Academy of Management Review, 32(4), 12291245. 10.5465/amr.2007.26586485
  34. Harvey, C., & Stanton, N. A. (2014). Safety in system-of-systems: Ten key challenges. Safety Science, 70, 358366. 10.1016/j.ssci.2014.07.009
  35. Hughes, M. (2022). Reflections: How studying organizational change lost its way. Journal of Change Management, 22(1), 825. 10.1080/14697017.2022.2030980
  36. Johansson, B., Berggren, P., & Trnka, J. (2015). Research on agility and agile command and control organizations – A review of contemporary literature (Report No. FOI-R--4068—SE). Swedish Defence Research Agency.
  37. Johansson, B., Persson, M., Granlund, R., & Mattsson, P. (2003). C3Fire in command and control research. Cognition, Technology & Work, 5(3), 191196. 10.1007/s10111-003-0127-x
  38. Kerkering, J. C. (2002). Eliciting and analyzing expert judgment: A practical guide [Book review]. Technometrics, 44(2), 193194. 10.1198/tech.2002.s716
  39. Kotter, J. P. (1996). Leading change. Harvard Business School Press.
  40. Lacerenza, C. N., Marlow, S. L., Tannenbaum, S. I., & Salas, E. (2018). Team development interventions: Evidence-based approaches for improving teamwork. American Psychologist, 73(4), 517531. 10.1037/amp0000295
  41. Lateef, F. (2010). Simulation-based learning: Just like the real thing. Journal of Emergencies, Trauma and Shock, 3(4), 348352. 10.4103/0974-2700.70743
  42. Lovelace, K. J., & Dyck, L. R. (2020). Experiencing organizational change through the change management simulation: Power and influence. Management Teaching Review, 5(1), 7081. 10.1177/2379298118806678
  43. Lyons, J. B., Jordan, J., Faas, P., & Swindler, S. (2011). Organizational development goes digital: Applying simulation to organizational change. Journal of Change Management, 11(2), 207221. 10.1080/14697017.2010.501022
  44. Makransky, G., & Petersen, G. (2021). The cognitive affective model of immersive learning (CAMIL): A theoretical research-based model of learning in immersive virtual reality. Educational Psychology Review, 33, 937958. https://link.springer.com/article/10.1007/s10648-020-09586-2
  45. March, J. G. (1991). Exploration and exploitation in organizational learning. Organization Science, 2(1), 7187. 10.1287/orsc.2.1.71
  46. Martin, F. (2023). An experimental mixed methods pilot study for U.S. Army infantry soldiers: Higher levels of combined immersion and embodiment in simulation-based training capabilities show positive effects on emotional impact and relationships to learning outcomes (Publication No. 1613) [Doctoral dissertation, University of Central Florida]. Electronic Theses and Dissertations.
  47. Mathieu, J. E., Luciano, M. M., & DeChurch, L. A. (2018). Multiteam systems: The next chapter. In The SAGE handbook of industrial, work & organizational psychology (pp. 333353). SAGE Publications. 10.4135/9781473914957
  48. McIntyre, H. M., Smith, E., & Goode, M. (2013). United Kingdom mission training through distributed simulation. Military Psychology, 25(3), 280293. 10.1037/h0094969
  49. McLean, A., & McLean, B. (2024). Immersive simulations in surgical training: Analyzing the interplay between virtual and real-world environments. Simulation & Gaming, 55(6), 11031123. 10.1177/10468781241287892
  50. Meier, N., & Ingerslev, K. (2023). Making sense of change through simulation: Organizational futures at play. Journal of Change Management, 23(3), 229249. 10.1080/14697017.2023.2216204
  51. Meyer, M. A., & Booker, J. M. (2001). Eliciting and analyzing expert judgment. Society for Industrial and Applied Mathematics. 10.1137/1.9780898718485
  52. NATO. (2023). Alliance concept for multi-domain operations (MDO) (Document No. ACT/SPP/CND/TT-5856/SER:NR:288).
  53. Noe, R. A., Clarke, A. D. M., & Klein, H. J. (2014). Learning in the twenty-first-century workplace. Annual Review of Organizational Psychology and Organizational Behavior, 1(1), 245275. 10.1146/annurev-orgpsych-031413-091321
  54. Oreg, S., Vakola, M., & Armenakis, A. (2011). Change recipients’ reactions to organizational change: A 60-year review of quantitative studies. The Journal of Applied Behavioral Science, 47(4), 461524. 10.1177/0021886310396550
  55. Pace, D. K. (2003). Verification, validation, and accreditation of simulation models. In M. S. Obaidat & G. I. Papadimitriou (Eds.), Applied system simulation (pp. 487506). Springer. 10.1007/978-1-4419-9218-5_21
  56. Pace, D. K. (2013). Comprehensive consideration of uncertainty in simulation use. The Journal of Defense Modeling and Simulation: Applications, Methodology, Technology, 10(4), 367380. 10.1177/1548512912455471
  57. Pelletiere, V. (2006). Organization self-assessment to determine the readiness and risk for a planned change. Organization Development Journal, 24(4), 3843.
  58. Pentland, B. T., & Goh, K. T. (2021). Organizational routines and organizational change. In M. S. Poole & A. H. Van de Ven (Eds.), The Oxford handbook of organizational change and innovation (pp. 338363). Oxford University Press. 10.1093/oxfordhb/9780198845973.013.16
  59. Pereira, J., & Guillerm, D. (2019). Civil-military coordination considerations for SWIM deployment – Interoperability (Version 1.1). European Organisation for the Safety of Air Navigation. https://www.eurocontrol.int/sites/default/files/2019-12/2019-10-civ-mil-swim-interoperability-edition-1.1.pdf
  60. Perla, P. (2019, March 29). The art and science of wargaming to innovate and educate in an era of strategic competition [Lecture]. https://www.youtube.com/watch?v=rxLQmPA1-4o
  61. Petrelli, N. (2020). Military innovation and defence acquisition: Lessons from the F-35 programme. Istituto Affari Internazionali. https://www.jstor.org/stable/resrep23659
  62. Pugh, D. S., Hickson, D. J., Hinings, C. R., & Turner, C. (1968). Dimensions of organization structure. Administrative Science Quarterly, 13(1), 65105. 10.2307/2391262
  63. Rasmussen, J., Pejtersen, A. M., & Schmidt, K. (1990). Taxonomy for cognitive work analysis (Report No. Risø-M-2871). Risø National Laboratory.
  64. Rothrock, L., & Narayanan, S. (Eds.). (2011). Human-in-the-loop simulations: Methods and practice. Springer. 10.1007/978-0-85729-883-6
  65. Salas, E., Wildman, J. L., & Piccolo, R. F. (2009). Using simulation-based training to enhance management education. Academy of Management Learning & Education, 8(4), 559573. 10.5465/AMLE.2009.47785474
  66. Schneider, A., Wickert, C., & Marti, E. (2017). Reducing complexity by creating complexity: A systems theory perspective on how organizations respond to their environments. Journal of Management Studies, 54(2), 182208. 10.1111/joms.12206
  67. Sjøgren, S., Asmund, J. C., Christensen, M. M., Mayland, K., & Pedersen, T. R. (2024). Military security and research ethics: Using principles of research ethics to navigate military security dilemmas. Scandinavian Journal of Military Studies, 7(1), 3447. 10.31374/sjms.185
  68. Stanton, N. A., Rothrock, L., Harvey, C., & Sorensen, L. (2015). Investigating performance of command team structures in the NATO problem-approach space. IEEE Transactions on Human-Machine Systems, 45(6), 702713. 10.1109/THMS.2015.2437993
  69. Stensrud, R., Mikkelsen, B., Betten, S., & Valaker, S. (2021). A proposal for a simple evaluation method in support of the initial concept phase assessing a future unmanned Loyal Wingman for Royal Norwegian Air Force (RNoAF) (Technical Report). Norwegian Defence Research Establishment.
  70. Stensrud, R., Mikkelsen, B., & Valaker, S. (2020). 5th generation fighter aircraft and future command and control: A note on some possible changes [Conference paper]. 25th International Command and Control Research and Technology Symposium.
  71. Stevens, J., Kincaid, P., & Sottilare, R. (2015). Visual modality research in virtual and mixed reality simulations. The Journal of Defense Modeling and Simulation: Applications, Methodology, Technology, 12(4), 519537. 10.1177/1548512915569742
  72. Stouten, J., Rousseau, D. M., & De Cremer, D. (2018). Successful organizational change: Integrating the management practice and scholarly literatures. Academy of Management Annals, 12(2), 752788. 10.5465/annals.2016.0095
  73. Strand, A., Gorton, P., Asprusten, M., & Bratthen, K. (2023). Learning environment for the air domain (LEAD). In Proceedings of the 2023 Winter Simulation Conference (pp. 112). IEEE. 10.1109/WSC60868.2023.10408232
  74. Under Secretary of Defense for Acquisition and Technology. (1998). DoD modeling and simulation (M&S) glossary. U.S. Department of Defense.
  75. Van de Ven, A. H., & Poole, M. S. (1995). Explaining development and change in organizations. The Academy of Management Review, 20(3), 510540. 10.2307/258786
  76. Walker, G. H., Stanton, N. A., & Jenkins, D. P. (2017). Command and control: The sociotechnical perspective. CRC Press. 10.1201/9781315572765
  77. Waller, M. J., Lei, Z., & Pratten, R. (2014). Focusing on teams in crisis management education: An integration and simulation-based approach. Academy of Management Learning & Education, 13(2), 208221. 10.5465/amle.2012.0337
  78. Wanberg, C. R., & Banas, J. T. (2000). Predictors and outcomes of openness to changes in a reorganizing workplace. Journal of Applied Psychology, 85(1), 132142. 10.1037/0021-9010.85.1.132
  79. Waring, S., Moran, J., & Page, R. (2020). Decision-making in multiagency multiteam systems operating in extreme environments. Journal of Occupational and Organizational Psychology, 93(3), 629653. 10.1111/joop.12309
  80. Weick, K. E., & Quinn, R. E. (1999). Organizational change and development. Annual Review of Psychology, 50, 361386. 10.1146/annurev.psych.50.1.361
  81. Wilson, T. R. (1957). [Review of the book A study of thinking, by J. S. Bruner, J. J. Goodnow, & G. A. Austin]. Educational and Psychological Measurement, 17(1), 157160. 10.1177/001316445701700113
DOI: https://doi.org/10.31374/sjms.351 | Journal eISSN: 2596-3856
Language: English
Page range: 503 - 520
Submitted on: Oct 17, 2024
Accepted on: Nov 17, 2025
Published on: Dec 16, 2025
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2025 Sigmund Valaker, Helene Holhjem, Rune Stensrud, Joseph B. Lyons, published by Scandinavian Military Studies
This work is licensed under the Creative Commons Attribution 4.0 License.