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Simulation-based workforce assignment in a multi-organizational social network for alliance-based software development

机译:多组织社交网络中基于仿真的劳动力分配,用于基于联盟的软件开发

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摘要

The development of alliance-based software requires the collaboration of many stakeholders. These different stakeholders across multiple organizations form a complex social network. The goal of this paper is to develop a novel modeling framework, which will help task managers devise optimal workforce assignments considering both short-term and long-term aspects of the software development process. The proposed framework is composed of an assignment module and a prediction module. For a given task, the assignment module first selects a candidate workforce mix. Based on the candidate workforce mix, the prediction module then predicts the short-term performance (productivity) as well as the long-term performance (workforce training and robustness of the organization) of the organization. Then, the assignment module selects another candidate mix, and this iteration continues until an optimal workforce mix is found. The prediction module and the assignment module are based on an agent-based simulation method and a multi-objective optimization model, respectively. The proposed modeling framework is illustrated with a software enhancement request process in Kuali, an alliance-based open source software development project involving 12 organizations. The constructed framework is executed with varying parameters to demonstrate its use and benefit in the software enhancement process.
机译:基于联盟的软件的开发需要许多利益相关者的协作。多个组织中的这些不同的利益相关者组成了一个复杂的社交网络。本文的目的是开发一个新颖的建模框架,该框架将帮助任务管理器考虑软件开发过程的短期和长期方面,设计最佳的工作人员分配。所提出的框架由分配模块和预测模块组成。对于给定的任务,分配模块首先选择候选劳动力组合。基于候选的劳动力组合,预测模块然后预测组织的短期绩效(生产力)以及长期绩效(劳动力培训和组织的健壮性)。然后,分配模块选择另一个候选组合,并且此迭代将继续进行,直到找到最佳的劳动力组合为止。预测模块和分配模块分别基于基于代理的仿真方法和多目标优化模型。 Kuali是一个基于联盟的开源软件开发项目,涉及12个组织,其中的软件增强请求过程说明了所提出的建模框架。使用各种参数执行构建的框架,以证明其在软件增强过程中的使用和好处。

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