Does mental model similarity equalinnovation team performance?
DOI:
https://doi.org/10.1108/INMR-09-2023-0152Palabras clave:
Innovation, Teams, Mental models, Interdisciplinary collaboration, Team performance, New product developmentResumen
PurposeThis paper addresses challenges and opportunities of interdisciplinary teamwork in innovation management, focusing on how team mental models (TMMs) can foster more effective collaboration among team members from diverse backgrounds. The research examines the relationship between TMM similarity and team performance in interdisciplinary innovation teams.
Design/methodology/approachAn exploratory study was conducted with 55 participants across 15 teams. TMM similarity was measured by analyzing team interactions using a web-based interface that facilitated contrasted comparison ratings. These ratings were first processed into individual graphs via a shortest-node-finding pathfinder algorithm, then compared. Subject matter experts evaluated team performance.
FindingsThe results reveal a significant positive correlation between TMM similarity and team performance in interdisciplinary innovation teams, suggesting that greater alignment in team members' mental models enhances overall innovation project performance.
Research limitations/implicationsAlthough the academic programs sampled replicate the environment, challenges and various other aspects of innovation projects, they can only be considered proxies for innovation projects within real organizations. Further research within professional environments, using a larger sample, is recommended.
Practical implicationsThe findings highlight the value of assessing and fostering TMM similarity to improve teamwork and performance in interdisciplinary innovation projects. The interface and code used are publicly available to encourage their implementation in organizations.
Originality/valueThis research provides novel insights into the application of TMMs within interdisciplinary innovation teams, extending the concept beyond its traditional use in unidisciplinary and structured task settings.
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Referencias
Akman, G., & Yilmaz, C. (2008). Innovative capability, innovation strategy and market orientation: An empirical analysis in Turkish software industry. International Journal of Innovation Management, 12(1), 69–111. https://doi.org/10.1142/S1363919608001923
Alves, J., Marques, M. J., Saur, I., & Marques, P. (2007). Creativity and innovation through multidisciplinary and multisectoral cooperation. Creativity and Innovation Management, 16(1), 27–34. https://doi.org/10.1111/j.1467-8691.2007.00417.x
Amabile, T. M. (1982). Social psychology of creativity: A consensual assessment technique. Journal of Personality and Social Psychology, 43(5), 997–1013. https://doi.org/10.1037/0022-3514.43.5.997
Badke-Schaub, P., & Frankenberger, E. (2004). Design representations in critical situations of product development. In G. Goldschmidt & W. L. Porter (Eds.), Design representation (pp. 105–126). Springer. https://doi.org/10.1007/978-1-85233-863-3_5
Badke-Schaub, P., Neumann, A., Lauche, K., & Mohammed, S. (2007). Mental models in design teams: A valid approach to performance in design collaboration? CoDesign, 3(1), 5–20. https://doi.org/10.1080/15710880601170768
Blackwell, A. F., Wilson, L., Boulton, C., & Knell, J. (2009). Radical innovation: Crossing knowledge boundaries with interdisciplinary teams. University of Cambridge Computer Laboratory.
Blindenbach-Driessen, F. (2014). The (in)effectiveness of cross-functional innovation teams: The moderating role of organizational context. IEEE Transactions on Engineering Management, 62(1), 29–38. https://doi.org/10.1109/TEM.2014.2361623
Brown, T. (2009). Change by design: How design thinking transforms organizations and inspires innovation. HarperCollins.
Cainelli, G., Evangelista, R., & Savona, M. (2004). The impact of innovation on economic performance in services. The Service Industries Journal, 24(1), 116–130. https://doi.org/10.1080/02642060412331301162
Casakin, H., & Badke-Schaub, P. (2015). Team mental models in design problem solving: An interdisciplinary perspective. In A. M. Columbus (Ed.), Advances in psychology research (pp. 169–182). Nova Science Publishers.
Cho, H. J., & Pucik, V. (2005). Relationship between innovativeness, quality, growth, profitability, and market value. Strategic Management Journal, 26(6), 555–575. https://doi.org/10.1002/smj.461
Converse, S., Cannon-Bowers, J., & Salas, E. (1993). Shared mental models in expert team decision making. In N. J. Castellan, Jr. (Ed.), Individual and group decision making: Current issues (pp. 221–246). Psychology Press.
Cseh, G. M., & Jeffries, K. K. (2019). A scattered CAT: A critical evaluation of the consensual assessment technique for creativity research. Psychology of Aesthetics, Creativity, and the Arts, 13(2), 159–166. https://doi.org/10.1037/aca0000220
Davison, G., & Blackman, D. (2005). The role of mental models in innovative teams. European Journal of Innovation Management, 8(4), 409–423.
DeChurch, L. A., & Mesmer-Magnus, J. R. (2010). Measuring shared team mental models: A meta-analysis. Group Dynamics: Theory, Research, and Practice, 14(1), 1–14. https://doi.org/10.1037/a0017455
Dijkstra, E. W. (2022). A note on two problems in connexion with graphs. In Krzysztof. R., & Hoare, T. (Eds.), Edsger Wybe Dijkstra: His life, work, and legacy (pp. 287–290). https://doi.org/10.1145/3544585.3544600
Du Plessis, M. (2007). The role of knowledge management in innovation. Journal of Knowledge Management, 11(4), 20–29. https://doi.org/10.1108/14601060510627795
Dym, C. L., Agogino, A. M., Eris, O., Frey, D. D., & Leifer, L. J. (2005). Engineering design thinking, teaching, and learning. Journal of Engineering Education, 94(1), 103–120. https://doi.org/10.1002/j.2168-9830.2005.tb00832.x
Edmondson, A. C., & Nembhard, I. M. (2009). Product development and learning in project teams: The challenges are the benefits. Journal of Product Innovation Management, 26(2), 123–138. https://doi.org/10.1111/j.1540-5885.2009.00341.x
Fay, D., Borrill, C., Amir, Z., Haward, R., & West, M. A. (2006). Getting the most out of multidisciplinary teams: A multi‐sample study of team innovation in health care. Journal of Occupational and Organizational Psychology, 79(4), 553–567. https://doi.org/10.1348/096317905X72128
Huber, F. (2017). Entrepreneurial teams and design thinking: A longitudinal evaluation of success factors [Doctoral dissertation, Edinburgh Napier University]. http://researchrepository.napier.ac.uk/Output/976980
Kaufman, J. C., Baer, J., Cole, J. C., & Sexton, J. D. (2008). A comparison of expert and nonexpert raters using the consensual assessment technique. Creativity Research Journal, 20(2), 171–178. https://doi.org/10.1080/10400410802059929
Kaufman, J. C., Lee, J., Baer, J., & Lee, S. (2007). Captions, consistency, creativity, and the consensual assessment technique: New evidence of reliability. Thinking Skills and Creativity, 2(2), 96–106. https://doi.org/10.1016/j.tsc.2007.04.002
Kelley, T., & Kelley, D. (2013). Creative confidence: Unleashing the creative potential within us all. Crown Business.
Kirkman, B. L., & Stoverink, A. C. (2021). Building resilient virtual teams. Organizational Dynamics, 50(1), 1–13. https://doi.org/10.1016/j.orgdyn.2020.100825
Klimoski, R., & Mohammed, S. (1994). Team mental model: Construct or metaphor? Journal of Management, 20(2), 403–437. https://doi.org/10.1177/014920639402000206
Kornish, L. J., & Ulrich, K. T. (2014). The importance of the raw idea in innovation: Testing the sow's ear hypothesis. Journal of Marketing Research, 51(1), 14–26. https://doi.org/10.1509/jmr.12.0401
Langan-Fox, J. (2003). Skill acquisition and the development of a team mental model: An integrative approach to analysing organizational teams, task, and context. In M. A. West, D. Tjosvold, & K. G. Smith (Eds.), International Handbook of Organizational Teamwork and Cooperative Working (pp. 321–360). Wiley. https://doi.org/10.1002/9780470696712.ch16
Langan-Fox, J., Code, S., & Langfield-Smith, K. (2000). Team mental models: Techniques, methods, and analytic approaches. Human Factors, 42(2), 242–271. https://doi.org/10.1518/001872000779656534
Lee, S. M., & Trimi, S. (2018). Innovation for creating a smart future. Journal of Innovation & Knowledge, 3(1), 1–8. https://doi.org/10.1016/j.jik.2016.11.001
Lim, B. C., & Klein, K. J. (2006). Team mental models and team performance: A field study of the effects of team mental model similarity and accuracy. Journal of Organizational Behavior, 27(4), 403–418. https://doi.org/10.1002/job.387
Lovelace, K., Shapiro, D. L., & Weingart, L. R. (2001). Maximizing cross-functional new product teams' innovativeness and constraint adherence: A conflict communications perspective. Academy of Management Journal, 44(4), 779–793. https://doi.org/10.2307/3069415
Marks, M. A., Zaccaro, S. J., & Mathieu, J. E. (2000). Performance implications of leader briefings and team-interaction training for team adaptation to novel environments. Journal of Applied Psychology, 85(6), 971–986. https://doi.org/10.1037/0021-9010.85.6.971
Mathieu, J. E., Heffner, T. S., Goodwin, G. F., Cannon‐Bowers, J. A., & Salas, E. (2005). Scaling the quality of teammates' mental models: Equifinality and normative comparisons. Journal of Organizational Behavior, 26(1), 37–56. https://doi.org/10.1002/job.296
Mathieu, J. E., Heffner, T. S., Goodwin, G. F., Salas, E., & Cannon-Bowers, J. A. (2000). The influence of shared mental models on team process and performance. Journal of Applied Psychology, 85(2), 273–283. https://doi.org/10.1037/0021-9010.85.2.273
Moaniba, I. M., Su, H. N., & Lee, P. C. (2018). Knowledge recombination and technological innovation: The important role of cross-disciplinary knowledge. Innovation, 20(4), 326–352. https://doi.org/10.1080/14479338.2018.1478735
Mohammed, S., Ferzandi, L., & Hamilton, K. (2010). Metaphor no more: A 15-year review of the team mental model construct. Journal of Management, 36(4), 876–910. https://doi.org/10.1177/0149206309356804
Mohammed, S., Klimoski, R., & Rentsch, J. R. (2000). The measurement of team mental models: We have no shared schema. Organizational Research Methods, 3(2), 123–165. https://doi.org/10.1177/109442810032001
Morisson-Smith, S., & Ruiz, J. (2020). Challenges and barriers in virtual teams: A literature review. SN Applied Sciences, 2, 1096. https://doi.org/10.1007/s42452-020-2801-5
Müller, R., Schischke, D., Graf, B., & Antoni, C. H. (2023). How can we avoid information overload and techno-frustration as a virtual team? The effect of shared mental models of information and communication technology on information overload and techno-frustration. Computers in Human Behavior, 138(4), 107438. https://doi.org/10.1016/j.chb.2022.107438
Neumann, A., Badke-Schaub, P., & Lauche, K. (2006). Measuring shared mental models in design teams. In Proceedings of the 9th International Design Conference (pp. 1491–1498). Seoul.
Paletz, S. B., & Schunn, C. D. (2010). A social‐cognitive framework of multidisciplinary team innovation. Topics in Cognitive Science, 2(1), 73–95. https://doi.org/10.1111/j.1756-8765.2009.01029.x
Rajapathirana, R. J., & Hui, Y. (2018). Relationship between innovation capability, innovation type, and firm performance. Journal of Innovation & Knowledge, 3(1), 44–55. https://doi.org/10.1016/j.jik.2017.06.002
Riemer, V., & Schrader, C. (2016). Impacts of behavioral engagement and self-monitoring on the development of mental models through serious games: Inferences from in-game measures. Computers in Human Behavior, 64, 264–273. https://doi.org/10.1016/j.chb.2016.06.057
Rouse, W. B., Cannon-Bowers, J. A., & Salas, E. (1992). The role of mental models in team performance in complex systems. IEEE Transactions on Systems, Man, & Cybernetics, 22(6), 1296–1308. https://doi.org/10.1109/21.199457
Rupčić, N. (2022). Team learning in the context of learning organizations. The Learning Organization, 29(2), 191–201. https://doi.org/10.1108/tlo-02-2022-278
Saunila, M., Pekkola, S., & Ukko, J. (2014). The relationship between innovation capability and performance: The moderating effect of measurement. International Journal of Productivity and Performance Management, 63(2), 234–249. https://doi.org/10.1108/IJPPM-04-2013-0065
Shams, S. R., Vrontis, D., Weber, Y., & Tsoukatos, E. (2018). Editorial note. In S. R. Shams, D. Vrontis, Y. Weber, & E. Tsoukatos (Eds.), Business models for strategic innovation: Cross-functional perspectives. Routledge.
Stout, R. J., Cannon-Bowers, J. A., Salas, E., & Milanovich, D. M. (1999). Planning, shared mental models, and coordinated performance: An empirical link is established. Human Factors, 41(1), 61–71. https://doi.org/10.1518/001872099779577273
Su, H. N., & Moaniba, I. M. (2017). Investigating the dynamics of interdisciplinary evolution in technology developments. Technological Forecasting and Social Change, 122, 12–23. https://doi.org/10.1016/j.techfore.2017.04.024
Taber, K. S. (2018). The use of Cronbach’s alpha when developing and reporting research instruments in science education. Research in Science Education, 48, 1273–1296. https://doi.org/10.1007/s11165-016-9602-2
Toader, A. F., & Martin, R. (2023). Bringing the cognitive revolution forward: What can team cognition contribute to our understanding of leadership? The Leadership Quarterly, 34, 101619. https://doi.org/10.1016/j.leaqua.2022.101619
Van den Bossche, P., Gijselaers, W., Segers, M., Woltjer, G., & Kirschner, P. (2011). Team learning: Building shared mental models. Instructional Science, 39, 283–301. https://doi.org/10.1007/s11251-010-9128-3
Van Rensburg, J. J., Santos, C. M., & de Jong, S. B. (2023). Sharing time and goals in dyads: How shared tenure and goal interdependence influence perceived shared mental models. Team Performance Management, 29(3/4), 202–221. https://doi.org/10.1108/TPM-12-2022-0086
Vinokur-Kaplan, D. (1995). Treatment teams that work (and those that don't): An application of Hackman's group effectiveness model to interdisciplinary teams in psychiatric hospitals. The Journal of Applied Behavioral Science, 31(3), 303–327. https://doi.org/10.1177/0221886395313005
Webber, S. S. (2002). Leadership and trust facilitating cross‐functional team success. Journal of Management Development, 21(3), 201–214. https://doi.org/10.1108/02621710210420273
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Derechos de autor 2025 Sabine Kaupp, Florian Huber
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