Do we really need A‐shaped coordinators? A comparison across specialists versus generalists in coordinated exploration

Abstract Coordinated exploration involves effectively integrating discoveries from different areas of expertise to identify high‐value combinations of alternatives. Extant literature suggests that a coordinator holding A‐shaped skills might play a crucial role in supporting groups in this process. We posit that the role of A‐shaped coordinators in driving exploration might change based on the nature of the team. Using agent‐based simulation, we compare the performance of groups of specialists and groups of generalists in the presence versus absence of an A‐shaped coordinator. We find that the presence of an A‐shaped coordinator constrains search toward mutually compatible combinations and reduces incompatible exploration trajectories, consistently improving specialists' average performance as well as their likelihood of identifying the global peak. In contrast, groups of generalists benefit only in terms of average performance. Coordination can improve alignment and guide early search toward compatible alternatives, particularly in more rugged landscapes, when the coordinator's evaluations are highly accurate, or when smaller regions are assigned. However, coordination does not expand groups of generalists' exploratory breadth and often increases the risk of premature convergence on suboptimal local peaks.

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Publication Details

Journal
European Management Review
Published
2026-09-15
DOI
https://doi.org/10.1111/emre.70109
Primary Topic
Distributed Control Multi-Agent Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

Do we really need A‐shaped coordinators? A comparison across specialists versus generalists in coordinated exploration

Michela Carraro, Andrea Furlan
European Management Review
Distributed Control Multi-Agent Systems
article

Do we really need A‐shaped coordinators? A comparison across specialists versus generalists in coordinated exploration

Michela Carraro, Andrea Furlan
article en

Abstract

Abstract Coordinated exploration involves effectively integrating discoveries from different areas of expertise to identify high‐value combinations of alternatives. Extant literature suggests that a coordinator holding A‐shaped skills might play a crucial role in supporting groups in this process. We posit that the role of A‐shaped coordinators in driving exploration might change based on the nature of the team. Using agent‐based simulation, we compare the performance of groups of specialists and groups of generalists in the presence versus absence of an A‐shaped coordinator. We find that the presence of an A‐shaped coordinator constrains search toward mutually compatible combinations and reduces incompatible exploration trajectories, consistently improving specialists' average performance as well as their likelihood of identifying the global peak. In contrast, groups of generalists benefit only in terms of average performance. Coordination can improve alignment and guide early search toward compatible alternatives, particularly in more rugged landscapes, when the coordinator's evaluations are highly accurate, or when smaller regions are assigned. However, coordination does not expand groups of generalists' exploratory breadth and often increases the risk of premature convergence on suboptimal local peaks.

European Management Review
NEOMA Business School (FR), University of Padua (IT)
Quality Education
Openalex Percentile: Top 9%
Distributed Control Multi-Agent Systems
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