数字化转型和环境可持续创新:基于机器学习和文本分析方法
Yang Huang1, Qin Liu1, Ni Xiong2
1The Institute for Sustainable Development, Macau University of Science and Technology, Macao, 999078, China.
Journal of environmental management
|August 23, 2025
概括
内部数字化转型阻碍环境可持续创新 (ESI),而外部数字化转型则促进了创新. 机构环境和资源供给缓解了这些影响,指导了可持续发展战略.
科学领域:
- 环境科学
- 企业管理
- 信息技术
背景情况:
- 越来越多的全球环境挑战需要环境可持续的创新 (ESI).
- 数字化转型在推动ESI的作用需要更深入的研究,超越了对数字技术的传统观点.
- 区分内部和外部的数字化转型对于理解它们对ESI的影响至关重要.
研究的目的:
- 审查内部数字化转型 (IDT) 和外部数字化转型 (EDT) 对ESI的影响.
- 分析机构环境和资源供给在数字化转型与ESI之间关系中的调节作用.
- 提供有关将数字战略与政策和实践中的环境创新的机制的见解.
主要方法:
- 使用来自变压器 (BERT) 和字袋 (BoW) 模型的双向编码器表示.
- 使用这些NLP技术构建ESI和数字化变量.
- 采用了中国上市公司的样本进行实证分析.
主要成果:
- 在内部数字化转型 (IDT) 和ESI之间发现了负面关系.
- 外部数字化转型 (EDT) 对ESI产生了积极影响.
- 研究人员发现,机构环境和资源供给对IDT-ESI和EDT-ESI的关系有所缓和.
结论:
- 数字化转型对ESI的影响取决于其内部与外部重点.
- 外部数字化转型为增强ESI提供了一个有前途的途径.
- 关于数字化转型的政策和战略决策应考虑机构环境和资源可用性等上下文因素.
相关概念视频
Issues And Trends In Healthcare Delivery System
5.8K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.8K
Environmental Applications of Microorganisms
233
Microorganisms play a pivotal role in maintaining ecosystem balance by recycling essential elements such as carbon, nitrogen, and phosphorus, as well as supporting processes like bioremediation, wastewater treatment, and biofuel production.Microbes in Elemental CyclesIn the carbon cycle, microorganisms decompose organic matter, releasing carbon dioxide via aerobic respiration. This carbon dioxide is subsequently used by photosynthetic organisms to synthesize organic compounds, closing the...
233
Sustainable Development
13.5K
As the human population continues to grow and use resources, we must be mindful of our planet’s natural limits. Sustainable development provides a pathway to maintain and improve human life now while also ensuring that future generations will have the resources that they need. The long-term success of sustainability efforts rests on understanding the interplay between human actions and ecological systems.
13.5K


