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Managing the Team by Individualization. How Can Artificial Intelligence Help to Manage a Team Effectively and Increase Its Efficiency?

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Advances in Manufacturing, Production Management and Process Control (AHFE 2021)

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Abstract

This article aims to present how manage the team using Individualised Management to support efficient achievement of specific business objectives. An individualised approach to employees and the whole concept of Individualised Management works for individual employees, hence the approach has been expanded to incorporate entire teams. An IT tool i.e., an application that uses AI has been developed to enable individualised management and support managers in analysing the internal needs of employees and teams, and in using this knowledge to effectively manage their teams. Knowledge from various fields was used to develop the tool: Artificial Intelligence (AI) as well as psychology of management and needs.

The tool presented here provides managers with recommendations on how to manage teams, thus supporting organisations in fast and effective achievement of business objectives through an individualised approach and utilising state-of-the-art information technology. The IT solution operates on the basis of proprietary algorithms and models developed during research.

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References

  1. Chen, G., Kanfer, R.: Toward a systems theory of motivated behavior in work teams. Res. Organ. Behav. 27, 223–267 (2006)

    Google Scholar 

  2. Chen, G., Thomas, B., Wallace, J.C.: A multilevel examination of the relationships among training outcomes, mediating regulatory processes, and adaptive performance. J. Appl. Psychol. 90, 827–841 (2005)

    Article  Google Scholar 

  3. DeShon, R.P., Kozlowski, S.W.J., Schmidt, A.M., Milner, K.R., Wiechman, D.: A multiple-goal, multilevel model of feedback effects on the regulation of individual and team performance. J. Appl. Psychol. 89, 1035–1056 (2004)

    Article  Google Scholar 

  4. Kristof, A.L.: Person-organization fit: an integrative review of its conceptualizations, measurement, and implications. Pers. Psychol. 49, 1–49 (1996)

    Article  Google Scholar 

  5. Asendorpf, J.B., Wilpers, S.: Personality effects on social relationships. J. Pers. Soc. Psychol. 74, 1531–1544 (1998)

    Article  Google Scholar 

  6. Overtveit, J.: Making the team work. Prof. Nurse 5, 284–288 (1990)

    Google Scholar 

  7. Freeman, C.M., Nick Ross, M.: The impact of individual philosophies of teamwork on multi-professional practice and the implications for education. J. Interprof. Care 14(3), 237–247 (2000). https://doi.org/10.1080/jic.14.3.237.247

    Article  Google Scholar 

  8. Kellett, J., Humphrey, R., Sleeth, R.: Empathy and the emergence of task and relations leaders. Leadersh. Q. 17, 146–162 (2006). https://doi.org/10.1016/j.leaqua.2005.12.003

    Article  Google Scholar 

  9. Tasa, K., Taggar, S., Seijts, G.H.: The development of collective efficacy in teams: a multilevel and longitudinal perspective. J. Appl. Psychol. 92, 17–27 (2007)

    Article  Google Scholar 

  10. Sawyer, S.: Software development teams. Commun. ACM 47(12), 95–99 (2004)

    Article  Google Scholar 

  11. Walz, D.B., Elam, J.J., Curtis, B.: Inside a software design team: knowledge acquisition, sharing, and integration. Commun. ACM 36(10), 63–77 (1993)

    Article  Google Scholar 

  12. Reus, T.H., Liu, Y.: Rhyme and reason: emotional capability and the performance of knowledge-intensive work groups. Hum. Perform. 17, 245–266 (2004)

    Article  Google Scholar 

  13. Brodbeck, F.C.: Communication and performance in software development projects. Eur. J. Work Organ. Psy. 10, 73–94 (2001)

    Article  Google Scholar 

  14. Franz, T.M., Larson, J.R.J.: The impact of experts on information sharing during group discussion. Small Group Res. 33, 383–411 (2002)

    Article  Google Scholar 

  15. Brown, R.W.: Autorating: getting individual marks from team marks and enhancing teamwork. In: Proceedings Frontiers in Education 1995 25th Annual Conference. Engineering Education for the 21st Century (n.d). https://doi.org/10.1109/fie.1995.483140

  16. Sonnentag, S.: High performance and meeting participation. An observational study in software design teams. Group Dyn. Theory Res. Pract. 5, 3–18 (2001)

    Article  Google Scholar 

  17. Christianson, D.: New Cumcula, SpectralLines. In: IEEE Spectrum, vol. 29, no 7 (1992)

    Google Scholar 

  18. Agrawal, V.: Managing the diversified team: challenges and strategies for improving performance. Team Perform. Manag.: Int. J. 18(7/8), 384–400 (2012). https://doi.org/10.1108/13527591211281129

    Article  Google Scholar 

  19. Evans, C.R., Dion, K.L.: Group cohesion and performance: a meta-analysis. Small Group Res. 43, 690–701 (2012)

    Article  Google Scholar 

  20. Carron, A.V., Bray, S.R., Eys, M.A.: Team cohesion and team success in sport. J. Sports Sci. 20, 119–126 (2002)

    Article  Google Scholar 

  21. Dion, K.L.: Group cohesion: from “field of forces” to multidimensional construct. Group Dyn. Theory Res. Pract. 4, 7–26 (2000)

    Article  Google Scholar 

  22. Severt, J.B., Estrada, A.X.: On the function and structure of group cohesion. In: Salas, E., Vessey, W.B., Estrada, A.X. (eds.) Team Cohesion: Advances in Psychological Theory, Methods and Practice, pp. 3–24. Emerald Group publishing limited, West Yorkshire (2015)

    Chapter  Google Scholar 

  23. Wickramasinghe, V., Nandula, S.: Diversity in team composition, relationship conflict and team leader support on globally distributed virtual software development team performance. Strateg. Outsourcing: Int. J. 8(2/3), 138–155 (2015)

    Article  Google Scholar 

  24. Horwitz, S.K., Horwitz, I.B.: The effects of team diversity on team outcomes: a meta-analytic review of team demography. J. Manag. 33(6), 987–1015 (2007). https://doi.org/10.1177/0149206307308587

    Article  Google Scholar 

  25. Miron-Spector, E., Erez, M., Naveh, E.: To drive creativity add some conformity. Harvard Bus. Rev. 90, 30 (2012)

    Google Scholar 

  26. Hinds, P.J., Bailey, D.E.: Out of sight, out of sync: understanding conflict in distributed teams. Organ. Sci. 14(6), 615–632 (2003)

    Article  Google Scholar 

  27. Oertig, M., Buergi, T.: The challenges of managing cross-cultural virtual project teams. Team Perform. Manag.: Int. J. 12(1/2), 23–30 (2006). https://doi.org/10.1108/13527590610652774

    Article  Google Scholar 

  28. Vakola, M., Wilson, I.E.: The challenge of virtual organisations: critical success factors in dealing with constant change. Team Perform. Manag. 10(5/6), 112–120 (2004)

    Article  Google Scholar 

  29. Byrne, D.: An overview (and underview) of research and theory within the attraction paradigm. J. Soc. Pers. Relat. 14, 417–431 (1997)

    Article  Google Scholar 

  30. Flake, J., Fried, E.: Measurement Schmeasurement: Questionable Measurement Practices and How to Avoid Them (2019). https://doi.org/10.31234/osf.io/hs7wm

  31. Barry, A.E., Chaney, B., Piazza-Gardner, A.K., Chavarria, E.A.: Validity and reliability reporting practices in the field of health education and behavior. Health Educ. Behav. 41(1), 12–18 (2014). https://doi.org/10.1177/1090198113483139

    Article  Google Scholar 

  32. Santor, D.A., Gregus, M., Welch, A.: Eight decades of measurement in depression. Measurement 4, 135–155 (2006). https://doi.org/10.1207/s15366359mea0403_1

    Article  Google Scholar 

  33. Weidman, A.C., Steckler, C.M., Tracy, J.L.: The jingle and jangle of emotion assessment: imprecise measurement, casual scale usage, and conceptual fuzziness in emotion research. Emotion 17, 267–295 (2017). https://doi.org/10.1037/emo0000226

    Article  Google Scholar 

  34. Bradshaw, J.D., et al.: Roles for agent technology in knowledge management: examples from applications in aerospace and medicine, White Paper, Boeing Information and Support Services, Seattle, WA (1998)

    Google Scholar 

  35. Hendriks, P., Vriens, D.: Knowledge-based systems and knowledge management: friends or foes? Inf. Manag. 35, 113–125 (1999)

    Article  Google Scholar 

  36. Bell, S.T., Outland, N.: Team composition over time. In: Team Dynamics Over Time, vol. 18, pp. 3–27. Emerald Publishing Limited, UK (2017)

    Google Scholar 

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Correspondence to Ewa Jochheim .

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Jochheim, E., Orzechowski, M., Nowodzinski, P. (2021). Managing the Team by Individualization. How Can Artificial Intelligence Help to Manage a Team Effectively and Increase Its Efficiency?. In: Trzcielinski, S., Mrugalska, B., Karwowski, W., Rossi, E., Di Nicolantonio, M. (eds) Advances in Manufacturing, Production Management and Process Control. AHFE 2021. Lecture Notes in Networks and Systems, vol 274. Springer, Cham. https://doi.org/10.1007/978-3-030-80462-6_17

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  • DOI: https://doi.org/10.1007/978-3-030-80462-6_17

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