建筑公司的ESG引入机制基于贝叶斯网络与机器学习相结合:来自州的证据
Jinzhao Tian1, Yisheng Liu1, Lincoln Wood2
1School of Economics and Management, Beijing Jiaotong University, 100091, Beijing, China.
Journal of environmental management
|January 26, 2025
概括
中国的建筑公司正在为可持续发展采用环境,社会和治理 (ESG). 关键的驱动因素包括产品态度,品牌形象和准备,积极的态度和支持服务促进了成功.
科学领域:
- 建设管理建设管理.
- 可持续发展 可持续发展 可持续发展
- 公司治理 公司治理
背景情况:
- 中国建筑企业在可持续发展方面面临挑战,环境,社会和治理 (ESG) 原则变得至关重要.
- 缺乏对ESG机制的了解,阻碍了建筑行业有效实施战略.
研究的目的:
- 开发一个框架,以了解中国建筑企业的ESG引入机制.
- 确定影响行业内采用ESG实践的关键因素.
主要方法:
- 利用贝叶斯网络和机器学习算法来构建ESG引入机制框架.
- 采用定量研究方法与一个案例研究在州,中国.
- 进行场景模拟分析,以评估各种因素的影响.
主要成果:
- 确定了ESG引入的三个主要驱动因素:对ESG建筑产品的态度,企业品牌形象和ESG准备.
- 对ESG的积极态度显著增加了成功采用ESG的可能性.
- 促进ESG咨询服务和加强监管措施提高了ESG引入成功率.
结论:
- 开发的框架为建筑经理提供了一个实用的工具,用于分析ESG引入.
- 调查结果为旨在促进建筑业ESG采用的政策制定者提供了关键的决策支持.
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