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Stop Auditing and Start to CARE: Paradigm Shift in Assessing and Improving Supplier Sustainability

持续性 审计 杠杆(统计) 可持续性报告 过程管理 分析 业务 计算机科学 会计 数据科学 生态学 生物 机器学习
作者
Tarkan Tan,M. Hakan Akyüz,Bengisu Urlu,Santiago Ruiz
出处
期刊:INFORMS journal on applied analytics [Institute for Operations Research and the Management Sciences]
卷期号:54 (3): 241-263 被引量:2
标识
DOI:10.1287/inte.2022.0015
摘要

Traditional auditing has been commonly practiced by multinational companies to monitor their suppliers for sustainability violations. Based on a collaborative supplier sustainability performance improvement program at Koninklijke (Royal) Philips N.V., we introduce a framework that offers a paradigm shift to an improvement-based proactive approach that makes use of suppliers’ self-assessments. We refer to this framework as CARE, consisting of the following phases: collecting supplier sustainability data, assessing suppliers’ sustainability levels, reacting to future violations proactively, and enhancing sustainability performance. The framework integrates analytics techniques to understand the link between the general characteristics of the carefully assessed suppliers—such as location, size, and sector—and their sustainability profile, enabling large-scale supplier assessment and improvement. This information is then used to leverage machine learning techniques to predict current and future sustainability levels of suppliers and to determine best actions for sustainability improvement using mathematical programming. The utilization of analytics constitutes a pivotal element in this endeavor and notably makes CARE highly scalable because it harnesses limited supplier data—namely, only general supplier information—while there is a need to support decision making concerning thousands of suppliers. Philips makes use of this framework and reports that the overall 2021 year-on-year improvement in sustainability performance was 24% for suppliers that entered the program in 2020, indicating the efficacy of the suggested approach. History: This paper was refereed. Funding: The authors gratefully acknowledge the support of TKI Dinalog–Dutch Institute for Advance Logistics on the project entitled “Supplier Sustainability Improvement” [Grant 2017-2-132TKI].
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