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疏堵相济:能源大数据与安全生产OA

Balancing facilitation and restriction:energy big data and workplace safety

中文摘要英文摘要

传统的监管模式一般无法实时监督生产过程,这就导致事前的生产安全监督容易浮于表面,而事后又只能"亡羊补牢".具有"数能结合"特征的能源大数据中心则为安全生产治理提供了新的监管模式.该研究以能源大数据中心建设作为一项准自然实验,采用2015-2023年上市公司数据,实证研究了能源大数据对安全生产的影响.研究发现:①能源大数据中心的建设对生产安全事故的发生具有显著的抑制作用,且该结论经过一系列稳健性检验后依然成立.②能源大数据显著提升了监管部门对超额工作量的实时监督效能,因此能源大数据的安全效应在工作负荷较大的公司里较为显著.③能源大数据为融资困难的公司提供了额外信用信息,因此能源大数据的安全效应在融资较为困难的公司中更加显著.④从监管主体的动机看,一是新闻媒体对监管部门构成了重要的舆论压力,因此能源大数据的安全效应在媒体关注度较高的公司中较为显著;二是监管部门本身的监督意愿构成了重要的内驱动力,因此能源大数据的安全效应在政府安全监督意愿较强的区域较为显著.⑤从监管客体的特征看,一是违规风险较高的公司更容易被监管部门关注,因此能源大数据对安全事故的抑制作用在生产安全风险较高的公司中较为显著;二是社会责任承诺较低的公司违反劳动规范的社会成本较低,因此能源大数据的安全效应在社会责任承诺较低的公司中较为显著.实证结果表明,"数能结合"的能源大数据中心是帮助监管部门克服传统监管模式弊端的重要工具;与此同时,基于能源大数据所构建的"疏堵相济"的监管模式对企业安全生产具有显著的治理效应.

Traditional regulatory models often lack the capacity for real-time monitoring of production processes,leading to superficial ex ante safety oversight and purely reactive ex post measures.Energy big data centers,characterized by"data-energy integration,"pro-vide a novel model for workplace safety governance.This study treated the construction of energy big data centers as a quasi-natural ex-periment and employed data from listed companies covering the period 2015-2023 to empirically examine the impact of energy big data on workplace safety.The findings revealed that:(1)The construction of energy big data centers significantly inhibited the occurrence of workplace safety accidents,a finding that remained robust across a series of robustness checks.(2)Energy big data substantially en-hanced regulators'efficacy in real-time monitoring of excessive workloads;consequently,its safety effect was more pronounced in compa-nies with heavier workloads.(3)By providing additional credit information,energy big data benefited firms facing financing constraints;thus,its safety effect was stronger in financially constrained firms.(4)Regarding the motivation of regulatory actors:first,news media ex-erted significant public pressure on regulators,amplifying the safety effect in firms with higher media attention;second,regulators'own willingness to supervise served as a key internal driver,making the safety effect more evident in regions with stronger government safety supervision intentions.(5)Concerning the characteristics of regulated entities:first,firms with higher violation risks attracted greater regulatory attention,so the inhibitory effect on safety accidents was stronger in firms with higher workplace safety risks;second,firms with lower corporate social responsibility commitments faced lower social costs for violating labor standards,leading to a more signifi-cant safety effect in these firms.The empirical results indicated that energy big data centers embodying"data-energy integration"served as crucial tools for helping regulators overcome the limitations of traditional models.Furthermore,the dual-pronged regulatory approach of"balancing facilitation and restriction"developed on the basis of energy big data yielded significant governance effects on corporate workplace safety.

沈弋;陈伟忠;邢秋航

南京林业大学经济管理学院,江苏 南京 210037西南财经大学会计学院,四川 成都 611130对外经济贸易大学国际商学院,北京 100029

管理科学

安全生产融资约束政府监管能源大数据

workplace safetyfinancing constraintgovernment regulationenergy big data

《中国人口·资源与环境》 2026 (8)

30-40,11

国家社会科学基金一般项目"我国企业漂绿行为的测度与治理研究"(批准号:21BJY225).

10.12062/cpre.20251032

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