Skip to main content
Erschienen in:
Buchtitelbild

2015 | OriginalPaper | Buchkapitel

Cooperative Team Work Analysis and Modeling: A Bayesian Network Approach

verfasst von : Pilar Fuster-Parra, Alex García-Mas, Jaume Cantallops, Francisco Javier Ponseti

Erschienen in: Cooperative Design, Visualization, and Engineering

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The purpose of this study was to discover the relationships among 18 psychological features in a cooperative team in order to analyse work team performance. A Bayesian network (BN) has been built from a dataset of 403 soccer semi-professional players, taking into account prototypical sportive teams with respect to other workteams, regarding its psychological features, such as leadership, cohesion or group roles. The BN shows three conditionally independent features according to the local Markov property: two cohesion dimensions and the cooperative style of management/coaching; and features such as players satisfaction, experience, social integration in the team, and the workplace specificity, i.e., the players’ positions, which were located at the bottom in the BN show a clear dependence. The BN was used to make inferences achieving: (1) The social side of the cohesion has a low likelihood influence on the performance; (2) All psychological leadership styles (positive and/or negative) have some influence on the performance, the years remaining in the same team, and the player’s position; (3) The positive leadership style is not a required condition for the performance or for the player’s satisfaction, but a consequence of the other psychological variables.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Beal, D.J., Cohen, R.R., Burke, M.J., McLendon, C.L.: Cohesion and performance in groups: a meta-analytic clarification of construct relations. J. Appl. Psychol. 88, 989–1004 (2003)CrossRef Beal, D.J., Cohen, R.R., Burke, M.J., McLendon, C.L.: Cohesion and performance in groups: a meta-analytic clarification of construct relations. J. Appl. Psychol. 88, 989–1004 (2003)CrossRef
2.
Zurück zum Zitat Beauchamp, M.R.: Efficacy beliefs within relational and group contexts in sport. In: Jowett, S., Lavallee, D. (eds.) Social Psychology in Sport, pp. 181–193. Human Kinetics, Champaign (2007) Beauchamp, M.R.: Efficacy beliefs within relational and group contexts in sport. In: Jowett, S., Lavallee, D. (eds.) Social Psychology in Sport, pp. 181–193. Human Kinetics, Champaign (2007)
3.
Zurück zum Zitat Boixadós, M., Cruz, J., Torregrosa, M., Valiente, L.: Relationships among motivational climate, satisfaction, perceived ability, and fair play attitudes in young soccer players. J. Appl. Sport Psychol. 16, 301–317 (2004)CrossRef Boixadós, M., Cruz, J., Torregrosa, M., Valiente, L.: Relationships among motivational climate, satisfaction, perceived ability, and fair play attitudes in young soccer players. J. Appl. Sport Psychol. 16, 301–317 (2004)CrossRef
4.
Zurück zum Zitat Butz, C.J., Hua, S., Chen, J., Yao, H.: A simple graphical approach for understanding probabilistic inference in Bayesian networks. Inf. Sci. 179, 699–716 (2009)MathSciNetCrossRefMATH Butz, C.J., Hua, S., Chen, J., Yao, H.: A simple graphical approach for understanding probabilistic inference in Bayesian networks. Inf. Sci. 179, 699–716 (2009)MathSciNetCrossRefMATH
5.
Zurück zum Zitat Cannon-Bowers, J.A., Salas, E.: Teamwork competencies: The interaction of team members knowledge, skills, and attittudes. In: O’Neil, H.F. (ed.) Workforce Readiness: Competencies and Assessment, pp. 151–174. Erlbaum, Mahwah (1997) Cannon-Bowers, J.A., Salas, E.: Teamwork competencies: The interaction of team members knowledge, skills, and attittudes. In: O’Neil, H.F. (ed.) Workforce Readiness: Competencies and Assessment, pp. 151–174. Erlbaum, Mahwah (1997)
6.
Zurück zum Zitat Carron, A.V., Eys, M.A.: Group Dynamics in Sport. Fitness Information Technology, Morgantown (2012) Carron, A.V., Eys, M.A.: Group Dynamics in Sport. Fitness Information Technology, Morgantown (2012)
7.
Zurück zum Zitat Chen, G., Bliese, P.D.: The role of different levels of leadership in predicting self and collective efficacy: evidence for discontinuity. J. Appl. Psychol. 87, 549–556 (2002)CrossRef Chen, G., Bliese, P.D.: The role of different levels of leadership in predicting self and collective efficacy: evidence for discontinuity. J. Appl. Psychol. 87, 549–556 (2002)CrossRef
8.
Zurück zum Zitat Chickering, D.: Optimal structure identification with greedy search. J. Mach. Learn. Res. 3(3), 507–554 (2002)MathSciNetMATH Chickering, D.: Optimal structure identification with greedy search. J. Mach. Learn. Res. 3(3), 507–554 (2002)MathSciNetMATH
9.
Zurück zum Zitat Claeskens, G., Hjort, N.L.: Model Selection and Model Averaging. Cambridge University Press, Cambridge (2008)CrossRefMATH Claeskens, G., Hjort, N.L.: Model Selection and Model Averaging. Cambridge University Press, Cambridge (2008)CrossRefMATH
10.
Zurück zum Zitat Cohen, S.G., Bailey, D.E.: What makes team work: group effectiveness research from the shop floor to the executive suite. J. Manage. 23, 239–290 (1997) Cohen, S.G., Bailey, D.E.: What makes team work: group effectiveness research from the shop floor to the executive suite. J. Manage. 23, 239–290 (1997)
11.
Zurück zum Zitat Cooper, G.F., Herskovits, E.: A Bayesian method for the induction of probabilistic networks from data. Mach. Learn. 9(4), 309–347 (1992)MATH Cooper, G.F., Herskovits, E.: A Bayesian method for the induction of probabilistic networks from data. Mach. Learn. 9(4), 309–347 (1992)MATH
12.
Zurück zum Zitat Costa, A.: Work team trust and efectiveness. Pers. Rev. 32, 605–672 (1994)CrossRef Costa, A.: Work team trust and efectiveness. Pers. Rev. 32, 605–672 (1994)CrossRef
13.
Zurück zum Zitat Crespo, M., Balaguer, I., Atienza, F.L.: Análisis psicométrico de la versión española de la escala de liderazgo en el deporte de Chelladurai y Saleh en la versión de entrenadores. Rev. Psicol. Soc. Apl. 4(1), 5–28 (1994) Crespo, M., Balaguer, I., Atienza, F.L.: Análisis psicométrico de la versión española de la escala de liderazgo en el deporte de Chelladurai y Saleh en la versión de entrenadores. Rev. Psicol. Soc. Apl. 4(1), 5–28 (1994)
14.
Zurück zum Zitat Daly, R., Shen, Q., Aitken, S.: Learning Bayesian networks: approaches and issues. Knowl. Eng. Rev. 26(2), 99–157 (2011)CrossRef Daly, R., Shen, Q., Aitken, S.: Learning Bayesian networks: approaches and issues. Knowl. Eng. Rev. 26(2), 99–157 (2011)CrossRef
15.
Zurück zum Zitat DeFelipe, J., López-Cruz, P.L., Benavides-Piccione, R., Bielza, C., Larrañaga, P., et al.: New insights into the classification and nomenclature of cortical GABAergic interneurons. Nat. Rev. Neurosci. 14, 202–216 (2013)CrossRef DeFelipe, J., López-Cruz, P.L., Benavides-Piccione, R., Bielza, C., Larrañaga, P., et al.: New insights into the classification and nomenclature of cortical GABAergic interneurons. Nat. Rev. Neurosci. 14, 202–216 (2013)CrossRef
16.
Zurück zum Zitat Eys, M.A., Carron, A.V., Beauchamp, M.R., Bray, S.R.: Role ambiguity in sport teams. J. Sport Exerc. Psychol. 25, 534–550 (2003)CrossRef Eys, M.A., Carron, A.V., Beauchamp, M.R., Bray, S.R.: Role ambiguity in sport teams. J. Sport Exerc. Psychol. 25, 534–550 (2003)CrossRef
17.
Zurück zum Zitat Fuster-Parra, P., García-Mas, A., Ponseti, F.J., Palou, P., Cruz, J.: A Bayesian network to discover relationships between negative features in sport: a case study of teen players. Qual. Quant. 48(3), 1473–1491 (2014). doi:10.1007/s11135-013-9848-y CrossRef Fuster-Parra, P., García-Mas, A., Ponseti, F.J., Palou, P., Cruz, J.: A Bayesian network to discover relationships between negative features in sport: a case study of teen players. Qual. Quant. 48(3), 1473–1491 (2014). doi:10.​1007/​s11135-013-9848-y CrossRef
18.
Zurück zum Zitat Fuster-Parra, P., García-Mas, A., Ponseti, F.J., Leo, F.M.: Team performance and collective efficacy in the dynamic psychology of competitive team: a Bayesian network analysis. Hum. Mov. Sci. 40, 98–118 (2015). doi:10.1016/j.humov.2014.12.005 CrossRef Fuster-Parra, P., García-Mas, A., Ponseti, F.J., Leo, F.M.: Team performance and collective efficacy in the dynamic psychology of competitive team: a Bayesian network analysis. Hum. Mov. Sci. 40, 98–118 (2015). doi:10.​1016/​j.​humov.​2014.​12.​005 CrossRef
19.
Zurück zum Zitat García Mas, A., Fuster-Parra, P., Ponseti, J., Palou, P., Olmedilla, A., Cruz, J.: Análisis de las relaciones entre motivación, el clima motivacional y la ansiedad competitiva entre jóvenes jugadores de equipo mediante una red Bayesiana (2015). doi:10.6018/analesps.31.1.167531 García Mas, A., Fuster-Parra, P., Ponseti, J., Palou, P., Olmedilla, A., Cruz, J.: Análisis de las relaciones entre motivación, el clima motivacional y la ansiedad competitiva entre jóvenes jugadores de equipo mediante una red Bayesiana (2015). doi:10.​6018/​analesps.​31.​1.​167531
20.
Zurück zum Zitat Heckerman, D., Geiger, D., Chickering, D.M.: Learning Bayesian networks: the combination of knowledge and statistical data. Mach. Learn. 20, 197–243 (1995)MATH Heckerman, D., Geiger, D., Chickering, D.M.: Learning Bayesian networks: the combination of knowledge and statistical data. Mach. Learn. 20, 197–243 (1995)MATH
21.
Zurück zum Zitat Hojsgaard, S., Edwards, D., Lauritzen, S.: Graphical Models with R. Springer, New York (2012)CrossRefMATH Hojsgaard, S., Edwards, D., Lauritzen, S.: Graphical Models with R. Springer, New York (2012)CrossRefMATH
22.
Zurück zum Zitat Iturbide, L.M., Elosua, P., Yanes, F.: Medida de la cohesión en equipos deportivos. Adaptación al español del Group Environment Questionnaire (GEQ). Psicothema 22, 482–488 (2010) Iturbide, L.M., Elosua, P., Yanes, F.: Medida de la cohesión en equipos deportivos. Adaptación al español del Group Environment Questionnaire (GEQ). Psicothema 22, 482–488 (2010)
23.
Zurück zum Zitat Jirotka, M., Gilbert, N., Luff, P.: On the social organisation of organisations. Comput. Support. Coop. Work 1, 95–118 (1992)CrossRef Jirotka, M., Gilbert, N., Luff, P.: On the social organisation of organisations. Comput. Support. Coop. Work 1, 95–118 (1992)CrossRef
24.
Zurück zum Zitat Keshtan, M.H., Ramzaninezhad, R., Kordshooli, S., Panahi, P.M.: The relationship between collective efficacy and coaching behaviours in professional volleyball league of Iran clubs. World J. Sport Sci. 3(1), 1–6 (2010) Keshtan, M.H., Ramzaninezhad, R., Kordshooli, S., Panahi, P.M.: The relationship between collective efficacy and coaching behaviours in professional volleyball league of Iran clubs. World J. Sport Sci. 3(1), 1–6 (2010)
25.
Zurück zum Zitat Koller, D., Friedman, N.: Probabilistic Graphical Models: Principles and Techniques. The MIT Press, Cambridge, London (2010) Koller, D., Friedman, N.: Probabilistic Graphical Models: Principles and Techniques. The MIT Press, Cambridge, London (2010)
26.
Zurück zum Zitat Glymour, C.: The Mind’s Arrows: Bayes Nets and Graphical Causal Models in Psychology. The MIT Press, New York (2003) Glymour, C.: The Mind’s Arrows: Bayes Nets and Graphical Causal Models in Psychology. The MIT Press, New York (2003)
27.
Zurück zum Zitat Lameiras, J., Almeida, P.L., García-Mas, A.: Relationships between cooperation and goal orientation among male professional and semi-professional team athletes 1. Percept. Mot. Skills 119(3), 851–860 (2014)CrossRef Lameiras, J., Almeida, P.L., García-Mas, A.: Relationships between cooperation and goal orientation among male professional and semi-professional team athletes 1. Percept. Mot. Skills 119(3), 851–860 (2014)CrossRef
28.
Zurück zum Zitat Leo, F.M., Sánchez-Miguel, P.A., Sánchez-Oliva, D., Amado, D., García-Calvo, T.: Incidence of cooperation, cohesion and collective efficacy on performance in football teams. Revista Internacional Ciencias Deporte 7, 341–354 (2012)CrossRef Leo, F.M., Sánchez-Miguel, P.A., Sánchez-Oliva, D., Amado, D., García-Calvo, T.: Incidence of cooperation, cohesion and collective efficacy on performance in football teams. Revista Internacional Ciencias Deporte 7, 341–354 (2012)CrossRef
29.
Zurück zum Zitat Ligȩza, A., Fuster-Parra, P.: AND/OR/NOT causal graphs - a model for diagnostic reasoning. Int. J. Appl. Math. Comput. Sci. 7, 185–203 (1997)MathSciNetMATH Ligȩza, A., Fuster-Parra, P.: AND/OR/NOT causal graphs - a model for diagnostic reasoning. Int. J. Appl. Math. Comput. Sci. 7, 185–203 (1997)MathSciNetMATH
30.
Zurück zum Zitat Mathieu, J., Maynard, M.T., Rapp, T., Gilson, L.: Team effectiveness 1997–2007: a review of recent advancements and a glimpse into the future. J. Manage. 34, 410–476 (2008) Mathieu, J., Maynard, M.T., Rapp, T., Gilson, L.: Team effectiveness 1997–2007: a review of recent advancements and a glimpse into the future. J. Manage. 34, 410–476 (2008)
31.
Zurück zum Zitat Nagarajan, R., Scutari, M., Lèbre, S.: Bayesian Networks in R: with Applications in Systems Biology. Springer, Berlin, Heidelberg, New York (2013)CrossRefMATH Nagarajan, R., Scutari, M., Lèbre, S.: Bayesian Networks in R: with Applications in Systems Biology. Springer, Berlin, Heidelberg, New York (2013)CrossRefMATH
32.
Zurück zum Zitat Olmedilla, A., Ortega, E., Almeida, P., Lameiras, J., Villalonga, T., Sousa, C., Torregrosa, M., Cruz, J., Garcia-Mas, A.: Cohesión y cooperación en equipos deportivos. Anales de Psicología 27, 232–238 (2011) Olmedilla, A., Ortega, E., Almeida, P., Lameiras, J., Villalonga, T., Sousa, C., Torregrosa, M., Cruz, J., Garcia-Mas, A.: Cohesión y cooperación en equipos deportivos. Anales de Psicología 27, 232–238 (2011)
33.
Zurück zum Zitat Pearl, J.: Causality: Models, Reasoning and Inference. Cambridge University Press, Cambridge (2000)MATH Pearl, J.: Causality: Models, Reasoning and Inference. Cambridge University Press, Cambridge (2000)MATH
34.
Zurück zum Zitat Raedeke, T.D.: Is athlete burnout more than just stress? a sport commitment per-spective. J. Sport Exerc. Psychol. 19, 396–417 (1997)CrossRef Raedeke, T.D.: Is athlete burnout more than just stress? a sport commitment per-spective. J. Sport Exerc. Psychol. 19, 396–417 (1997)CrossRef
35.
Zurück zum Zitat Riemer, H.A.: Multidimensional model of coach leadership. In: Jowett, S., Lavallee, D. (eds.) Social Psychology in Sport, pp. 57–73. Human Kinetics Publishers, Champaign (2007) Riemer, H.A.: Multidimensional model of coach leadership. In: Jowett, S., Lavallee, D. (eds.) Social Psychology in Sport, pp. 57–73. Human Kinetics Publishers, Champaign (2007)
36.
Zurück zum Zitat Scanlan, T.K., Russell, D.G., Beals, K.P., Scanlan, L.A.: Project on elite athlete commitment (PEAK):II. a direct test and expansion of the sport commitment model with elite amateur sportsmen. J. Sport Exerc. Psychol. 25, 377–401 (2003)CrossRef Scanlan, T.K., Russell, D.G., Beals, K.P., Scanlan, L.A.: Project on elite athlete commitment (PEAK):II. a direct test and expansion of the sport commitment model with elite amateur sportsmen. J. Sport Exerc. Psychol. 25, 377–401 (2003)CrossRef
37.
Zurück zum Zitat Scurati, M.: Learning Bayesian networks with the bnlearn R package. J. Stat. Softw. 35(3), 1–22 (2010) Scurati, M.: Learning Bayesian networks with the bnlearn R package. J. Stat. Softw. 35(3), 1–22 (2010)
38.
Zurück zum Zitat Spirtes, P., Glymour, C., Scheines, R.: Causation, Prediction and Search. Adaptive Computation and Machine Learning, 2nd edn. The MIT Press, Cambridge (2001)MATH Spirtes, P., Glymour, C., Scheines, R.: Causation, Prediction and Search. Adaptive Computation and Machine Learning, 2nd edn. The MIT Press, Cambridge (2001)MATH
39.
Zurück zum Zitat R Development Core Team. R: a language and environment for statistical computing. [Computer Software]. R Foundation for Statistical Computing, Vienna, Austria (2012). ISBN 3-900051-07-0, http://www.R-project.org/ R Development Core Team. R: a language and environment for statistical computing. [Computer Software]. R Foundation for Statistical Computing, Vienna, Austria (2012). ISBN 3-900051-07-0, http://​www.​R-project.​org/​
40.
Zurück zum Zitat Watson, C.B., Chemers, M.M., Preiser, N.: Collective efficacy: a multilevel analysis. Pers. Soc. Psychol. Bull. 27, 1057–1068 (2001)CrossRef Watson, C.B., Chemers, M.M., Preiser, N.: Collective efficacy: a multilevel analysis. Pers. Soc. Psychol. Bull. 27, 1057–1068 (2001)CrossRef
Metadaten
Titel
Cooperative Team Work Analysis and Modeling: A Bayesian Network Approach
verfasst von
Pilar Fuster-Parra
Alex García-Mas
Jaume Cantallops
Francisco Javier Ponseti
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-24132-6_1

Neuer Inhalt