An Agent-Based Model of Leader Emergence and Leadership Perception within a Collective

Effective teamwork in an initially leaderless group requires a high level of collective leadership emerging from dynamic interactions among group members. Leader emergence is a crucial topic in collective leadership, yet it is challenging to investigate as the problem context is typically highly com...

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Main Authors: Shun Cao, Neil G. MacLaren, Yiding Cao, Yingjun Dong, Hiroki Sayama, Francis J. Yammarino, Shelley D. Dionne, Michael D. Mumford, Shane Connelly, Robert Martin, Colleen J. Standish, Tanner R. Newbold, Samantha England, Gregory A. Ruark
Format: Article
Language:English
Published: Wiley 2020-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2020/6857891
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author Shun Cao
Neil G. MacLaren
Yiding Cao
Yingjun Dong
Hiroki Sayama
Francis J. Yammarino
Shelley D. Dionne
Michael D. Mumford
Shane Connelly
Robert Martin
Colleen J. Standish
Tanner R. Newbold
Samantha England
Gregory A. Ruark
author_facet Shun Cao
Neil G. MacLaren
Yiding Cao
Yingjun Dong
Hiroki Sayama
Francis J. Yammarino
Shelley D. Dionne
Michael D. Mumford
Shane Connelly
Robert Martin
Colleen J. Standish
Tanner R. Newbold
Samantha England
Gregory A. Ruark
author_sort Shun Cao
collection DOAJ
description Effective teamwork in an initially leaderless group requires a high level of collective leadership emerging from dynamic interactions among group members. Leader emergence is a crucial topic in collective leadership, yet it is challenging to investigate as the problem context is typically highly complex and dynamic. Here, we explore leadership emergence and leadership perception by means of computational simulations whose assumptions and parameters were informed by empirical research and human-subject experiments. Our agent-based model describes the process of group planning. Each agent is assigned with three key attributes: talkativeness, intelligence, and credibility. An agent can propose a suggestion to modify the group plan as a speaker or respond and evaluate others’ suggestions and leadership as a listener. Simulation results suggested that agents with high values of talkativeness, intelligence, and credibility tended to be perceived as leaders by their peers. Results also showed that talkativeness may be the most significant and instantaneous predictor for leader emergence of the three investigated attributes: talkativeness, intelligence, and credibility. In terms of group performance, smaller groups may outperform larger groups regarding their problem-solving ability in the beginning, but their performance tends to be of no significant difference in a long run. These results match the empirical literature and offer a mechanistic, operationalized description of the collective leadership processes.
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spelling doaj-art-65fd5d80ca5c45749c591d2bc209694c2025-02-03T01:20:27ZengWileyComplexity1076-27871099-05262020-01-01202010.1155/2020/68578916857891An Agent-Based Model of Leader Emergence and Leadership Perception within a CollectiveShun Cao0Neil G. MacLaren1Yiding Cao2Yingjun Dong3Hiroki Sayama4Francis J. Yammarino5Shelley D. Dionne6Michael D. Mumford7Shane Connelly8Robert Martin9Colleen J. Standish10Tanner R. Newbold11Samantha England12Gregory A. Ruark13Center for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USACenter for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USACenter for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USACenter for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USACenter for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USACenter for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USACenter for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902-6000, USADepartment of Psychology, University of Oklahoma, Norman, OK, USADepartment of Psychology, University of Oklahoma, Norman, OK, USADepartment of Psychology, University of Oklahoma, Norman, OK, USADepartment of Psychology, University of Oklahoma, Norman, OK, USADepartment of Psychology, University of Oklahoma, Norman, OK, USADepartment of Psychology, University of Oklahoma, Norman, OK, USAU.S. Army Research Institute for the Behavioral and Social Sciences, Fort Belvoir, VA, USAEffective teamwork in an initially leaderless group requires a high level of collective leadership emerging from dynamic interactions among group members. Leader emergence is a crucial topic in collective leadership, yet it is challenging to investigate as the problem context is typically highly complex and dynamic. Here, we explore leadership emergence and leadership perception by means of computational simulations whose assumptions and parameters were informed by empirical research and human-subject experiments. Our agent-based model describes the process of group planning. Each agent is assigned with three key attributes: talkativeness, intelligence, and credibility. An agent can propose a suggestion to modify the group plan as a speaker or respond and evaluate others’ suggestions and leadership as a listener. Simulation results suggested that agents with high values of talkativeness, intelligence, and credibility tended to be perceived as leaders by their peers. Results also showed that talkativeness may be the most significant and instantaneous predictor for leader emergence of the three investigated attributes: talkativeness, intelligence, and credibility. In terms of group performance, smaller groups may outperform larger groups regarding their problem-solving ability in the beginning, but their performance tends to be of no significant difference in a long run. These results match the empirical literature and offer a mechanistic, operationalized description of the collective leadership processes.http://dx.doi.org/10.1155/2020/6857891
spellingShingle Shun Cao
Neil G. MacLaren
Yiding Cao
Yingjun Dong
Hiroki Sayama
Francis J. Yammarino
Shelley D. Dionne
Michael D. Mumford
Shane Connelly
Robert Martin
Colleen J. Standish
Tanner R. Newbold
Samantha England
Gregory A. Ruark
An Agent-Based Model of Leader Emergence and Leadership Perception within a Collective
Complexity
title An Agent-Based Model of Leader Emergence and Leadership Perception within a Collective
title_full An Agent-Based Model of Leader Emergence and Leadership Perception within a Collective
title_fullStr An Agent-Based Model of Leader Emergence and Leadership Perception within a Collective
title_full_unstemmed An Agent-Based Model of Leader Emergence and Leadership Perception within a Collective
title_short An Agent-Based Model of Leader Emergence and Leadership Perception within a Collective
title_sort agent based model of leader emergence and leadership perception within a collective
url http://dx.doi.org/10.1155/2020/6857891
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