{"title":"能源监管与工业机器人采用:人力资本的作用","authors":"Chien-Chiang Lee , En-Ze Wang","doi":"10.1016/j.eneco.2025.108499","DOIUrl":null,"url":null,"abstract":"<div><div>Energy regulations play a crucial role in enhancing firms' energy efficiency and environmental performance. However, their unintended effects, particularly on the adoption of industrial robots, have received limited attention. This paper leverages the implementation of China's Top 10,000 energy-consuming enterprises (TECE) program as an exogenous shock and employs a difference-in-differences methodology to assess the impact of energy regulations on industrial robot adoption and its potential underlying mechanisms. Additionally, the study examines the moderating role of human capital in shaping this relationship. To this end, we constructed firm-level variables for industrial robot usage and the intensity of energy regulation by integrating multiple micro-level datasets. Our findings indicate that energy regulations significantly reduce the usage of industrial robots. Specifically, the TECE project decreased the probability of regulated firms adopting industrial robots by 0.09 percentage points. Given that only 2.8 % of firms in the sample period used industrial robots, this impact is considerable. The deterioration of financial performance and increased R&D investment induced by energy regulations are likely channels for this effect. Furthermore, the energy regulation's negative impact is more pronounced for firms with higher levels of human capital. This is because such firms are more inclined to increase R&D investment, thereby crowding out investment in industrial robots.</div></div>","PeriodicalId":11665,"journal":{"name":"Energy Economics","volume":"146 ","pages":"Article 108499"},"PeriodicalIF":13.6000,"publicationDate":"2025-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Energy regulation and industrial robot adoption: The role of human capital\",\"authors\":\"Chien-Chiang Lee , En-Ze Wang\",\"doi\":\"10.1016/j.eneco.2025.108499\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Energy regulations play a crucial role in enhancing firms' energy efficiency and environmental performance. However, their unintended effects, particularly on the adoption of industrial robots, have received limited attention. This paper leverages the implementation of China's Top 10,000 energy-consuming enterprises (TECE) program as an exogenous shock and employs a difference-in-differences methodology to assess the impact of energy regulations on industrial robot adoption and its potential underlying mechanisms. Additionally, the study examines the moderating role of human capital in shaping this relationship. To this end, we constructed firm-level variables for industrial robot usage and the intensity of energy regulation by integrating multiple micro-level datasets. Our findings indicate that energy regulations significantly reduce the usage of industrial robots. Specifically, the TECE project decreased the probability of regulated firms adopting industrial robots by 0.09 percentage points. Given that only 2.8 % of firms in the sample period used industrial robots, this impact is considerable. The deterioration of financial performance and increased R&D investment induced by energy regulations are likely channels for this effect. Furthermore, the energy regulation's negative impact is more pronounced for firms with higher levels of human capital. This is because such firms are more inclined to increase R&D investment, thereby crowding out investment in industrial robots.</div></div>\",\"PeriodicalId\":11665,\"journal\":{\"name\":\"Energy Economics\",\"volume\":\"146 \",\"pages\":\"Article 108499\"},\"PeriodicalIF\":13.6000,\"publicationDate\":\"2025-04-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Energy Economics\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0140988325003238\",\"RegionNum\":2,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ECONOMICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Energy Economics","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0140988325003238","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
Energy regulation and industrial robot adoption: The role of human capital
Energy regulations play a crucial role in enhancing firms' energy efficiency and environmental performance. However, their unintended effects, particularly on the adoption of industrial robots, have received limited attention. This paper leverages the implementation of China's Top 10,000 energy-consuming enterprises (TECE) program as an exogenous shock and employs a difference-in-differences methodology to assess the impact of energy regulations on industrial robot adoption and its potential underlying mechanisms. Additionally, the study examines the moderating role of human capital in shaping this relationship. To this end, we constructed firm-level variables for industrial robot usage and the intensity of energy regulation by integrating multiple micro-level datasets. Our findings indicate that energy regulations significantly reduce the usage of industrial robots. Specifically, the TECE project decreased the probability of regulated firms adopting industrial robots by 0.09 percentage points. Given that only 2.8 % of firms in the sample period used industrial robots, this impact is considerable. The deterioration of financial performance and increased R&D investment induced by energy regulations are likely channels for this effect. Furthermore, the energy regulation's negative impact is more pronounced for firms with higher levels of human capital. This is because such firms are more inclined to increase R&D investment, thereby crowding out investment in industrial robots.
期刊介绍:
Energy Economics is a field journal that focuses on energy economics and energy finance. It covers various themes including the exploitation, conversion, and use of energy, markets for energy commodities and derivatives, regulation and taxation, forecasting, environment and climate, international trade, development, and monetary policy. The journal welcomes contributions that utilize diverse methods such as experiments, surveys, econometrics, decomposition, simulation models, equilibrium models, optimization models, and analytical models. It publishes a combination of papers employing different methods to explore a wide range of topics. The journal's replication policy encourages the submission of replication studies, wherein researchers reproduce and extend the key results of original studies while explaining any differences. Energy Economics is indexed and abstracted in several databases including Environmental Abstracts, Fuel and Energy Abstracts, Social Sciences Citation Index, GEOBASE, Social & Behavioral Sciences, Journal of Economic Literature, INSPEC, and more.