人工智能在项目管理中的应用:我们离实际实施还很远吗?

C. Mariani, M. Mancini
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引用次数: 0

摘要

数字化转型时代提出了计算机科学在全新方式和应用领域的应用,主要是与人类的持续互动。这一现象促进了在世界范围内广泛的人口中检验这些应用的可能性,从而有机会加快查明和执行新需要的进程。人工智能正沿着这条道路发展,成为最有希望改善许多仍然存在效率低下和不准确的流程的假设之一。然而,人工智能的采用还处于非常初级的阶段。本文旨在通过广泛的文献综述,介绍人工智能应用的现状及其在项目管理领域的潜力,然后讨论和确定学术研究和工业应用中的新趋势。结果表明,在几乎所有的知识领域,人工智能的实施可以帮助减少在重复、低附加值任务上花费的时间,使项目经理能够专注于管理团队并为公司创造附加值。然而,许多挑战仍然存在。一方面,该领域必须为项目经理的角色以及专业和教育路径的变化做好准备。另一方面,为了在预测模型中达到可接受的精度水平,需要大量数据,这使得人工智能技术的使用仍然部分远离实践。
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Artificial Intelligence Adoption in Project Management: Are We Still Far from Practical Implementation?
The era of Digital transformation is proposing the usage of computer science in completely new ways and areas of application mainly the continuous interaction with human beings. This phenomenon is fostering the possibility to test those applications in a very wide range of the worldwide population giving the chance to speed up the process of new needs identification and implementation. Artificial Intelligence is following exactly this path emerging as one of the most promising hypotheses for improving many processes that still suffer from inefficiency and inaccuracy. Nevertheless, AI adoption is at the very infant stage. The paper aims at presenting a state of the art of AI application and its potentialities in the project management field through a wide literature review followed by a discussion and identification of new trends both in academic research and industrial applications. The result shows that in almost all knowledge areas, AI implementation can help to reduce the time spent on repetitive, low-value-added tasks, allowing the project manager to focus on managing the team and creating added value for the company. Nevertheless, many challenges still remain. On the one hand, the field must be ready for a change in project managers’ roles and professional and educational paths. On the other hand, the need for large amounts of data to achieve acceptable levels of accuracy in the predictive models makes the use of AI techniques still partially distant from practice.
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