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当团队在流程之间转换时:来自模拟和优化的见解。

When teams shift among processes: insights from simulation and optimization.

机构信息

Purdue University.

出版信息

J Appl Psychol. 2014 Sep;99(5):784-815. doi: 10.1037/a0037339. Epub 2014 Jul 28.

Abstract

This article introduces process shifts to study the temporal interplay among transition and action processes espoused in the recurring phase model proposed by Marks, Mathieu, and Zacarro (2001). Process shifts are those points in time when teams complete a focal process and change to another process. By using team communication patterns to measure process shifts, this research explores (a) when teams shift among different transition processes and initiate action processes and (b) the potential of different interventions, such as communication directives, to manipulate process shift timing and order and, ultimately, team performance. Virtual experiments are employed to compare data from observed laboratory teams not receiving interventions, simulated teams receiving interventions, and optimal simulated teams generated using genetic algorithm procedures. Our results offer insights about the potential for different interventions to affect team performance. Moreover, certain interventions may promote discussions about key issues (e.g., tactical strategies) and facilitate shifting among transition processes in a manner that emulates optimal simulated teams' communication patterns. Thus, we contribute to theory regarding team processes in 2 important ways. First, we present process shifts as a way to explore the timing of when teams shift from transition to action processes. Second, we use virtual experimentation to identify those interventions with the greatest potential to affect performance by changing when teams shift among processes. Additionally, we employ computational methods including neural networks, simulation, and optimization, thereby demonstrating their applicability in conducting team research.

摘要

本文通过研究反复出现的阶段模型(Marks、Mathieu 和 Zacarro 于 2001 年提出)中所倡导的转变和行动过程之间的时间相互作用,引入了过程转变的概念。过程转变是指团队完成一个焦点过程并转换到另一个过程的时间点。本研究通过使用团队沟通模式来衡量过程转变,探讨了(a)团队在不同的转变过程之间转变并启动行动过程的时间,以及(b)不同干预措施(如沟通指令)操纵过程转变时间和顺序并最终影响团队绩效的潜力。虚拟实验用于比较未接受干预的观察实验室团队、接受干预的模拟团队和使用遗传算法程序生成的最佳模拟团队的数据。我们的研究结果提供了关于不同干预措施对团队绩效的潜在影响的见解。此外,某些干预措施可能会促进关于关键问题(例如战术策略)的讨论,并以模拟最佳模拟团队沟通模式的方式促进转变过程之间的转变。因此,我们通过两种重要方式为团队过程理论做出了贡献。首先,我们将过程转变作为一种探索团队从转变到行动过程的时间的方法。其次,我们使用虚拟实验来确定那些通过改变团队在过程之间转变的时间来对绩效产生最大影响的干预措施。此外,我们采用了计算方法,包括神经网络、模拟和优化,从而证明了它们在进行团队研究中的适用性。

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