揭开可持续性合规的神秘面纱:描述欧盟业务流程管理分类标准

Finn Klessascheck, Stephan A. Fahrenkrog-Petersen, Jan Mendling, Luise Pufahl
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引用次数: 0

摘要

为了促进可持续的商业行为,并在 2050 年前实现气候中和,欧盟制定了可持续活动分类法,规定了商业行为在什么情况下可以被视为可持续的。虽然该分类标准最近才制定,但将有越来越多的公司必须报告其收入中有多少是通过可持续执行的业务流程创造的。为了帮助企业准备评估其业务流程是否符合分类标准中列出的约束条件,我们研究了这些标准在多大程度上可用于一致性检查,即以数据驱动的方式评估业务流程的执行是否符合法规约束条件。为此,我们开发了一个少量学习管道,在 LLM 的帮助下对分类法的约束条件进行描述,以确定它们所涉及的流程维度。我们发现,分类标准中的许多约束条件都可用于一致性检查,尤其是在能源、制造和运输等行业。这将有助于公司准备自动监控分类标准的法规遵从情况,方法是确定他们需要提取哪类信息,并更好地了解哪些部门可以进行此类评估,哪些部门不可以。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Unlocking Sustainability Compliance: Characterizing the EU Taxonomy for Business Process Management
To promote sustainable business practices, and to achieve climate neutrality by 2050, the EU has developed the taxonomy of sustainable activities, which describes when exactly business practices can be considered sustainable. While the taxonomy has only been recently established, progressively more companies will have to report how much of their revenue was created via sustainably executed business processes. To help companies prepare to assess whether their business processes comply with the constraints outlined in the taxonomy, we investigate in how far these criteria can be used for conformance checking, that is, assessing in a data-driven manner, whether business process executions adhere to regulatory constraints. For this, we develop a few-shot learning pipeline to characterize the constraints of the taxonomy with the help of an LLM as to the process dimensions they relate to. We find that many constraints of the taxonomy are useable for conformance checking, particularly in the sectors of energy, manufacturing, and transport. This will aid companies in preparing to monitor regulatory compliance with the taxonomy automatically, by characterizing what kind of information they need to extract, and by providing a better understanding of sectors where such an assessment is feasible and where it is not.
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