Retention, Migration, and Engagement: An Analysis of a Large-Scale Multiplex Volunteer Collaboration Network

Yifan Yu, Xue Tan, Yong Tan
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Abstract

Volunteer engagement is improving the well-being of individuals in society, and volunteers' retention and migration behaviors are critical to the management of non-profit organizations. Despite the existing effort to understand organization performance with network science, no prior study has tapped into the behavior of the unpaid labor force of non-profit organizations. This work looks into volunteers' engagement, retention, and migration by constructing dynamic egocentric collaboration networks using data from 827,260 unique volunteers' participation in 183,445 projects initiated by 74,556 non-profit organizations over nine years. We apply a multiplex network framework to characterize the heterogeneous relationships within the collaboration networks. We find that volunteers embedded in more cohesive networks and surrounded by fewer structural holes (gaps between individuals who have complementary sources of information) are more likely to remain in their existing non-profit organizations. These volunteers are less likely to explore unfamiliar organizations through migration, and collectively, the reduced migration rates negatively affect the development of small and newly-established organizations. Further, such volunteers have a higher volunteering engagement level overall, guaranteeing the supply of the volunteer labor force. Our work not only adds to the theories of network cohesion and structural holes but also deepens the understanding of how collaboration networks pose opportunities and constraints for volunteer behaviors. This work provides rich implications for volunteer management and public policy.
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留存、迁移和参与:一个大型多元志愿者合作网络的分析
志愿者的参与提高了个人在社会中的福祉,志愿者的保留和迁移行为对非营利组织的管理至关重要。尽管已有研究试图用网络科学来理解组织绩效,但尚未有研究涉足非营利组织无偿劳动力的行为。这项工作通过构建动态的以自我为中心的协作网络来研究志愿者的参与、保留和迁移,该协作网络使用了827,260名志愿者参与的数据,这些志愿者参与了9年来由74,556个非营利组织发起的183,445个项目。我们应用一个多路网络框架来描述协作网络中的异构关系。我们发现,嵌入在更有凝聚力的网络中,被更少的结构漏洞(具有互补信息来源的个人之间的差距)所包围的志愿者更有可能留在现有的非营利组织中。这些志愿者不太可能通过迁移来探索不熟悉的组织,并且总体而言,迁移率的降低对小型和新成立的组织的发展产生了负面影响。此外,这类志愿者总体上具有较高的志愿参与水平,保证了志愿劳动力的供给。我们的工作不仅增加了网络凝聚力和结构漏洞的理论,而且加深了对协作网络如何为志愿者行为带来机会和约束的理解。这项工作对志愿者管理和公共政策具有丰富的启示意义。
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