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Market segmentation and urban energy consumption: An analysis of threshold effects from an agglomeration perspective

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  • Hou, Xinshuo
  • He, Yan
  • Liu, Xin
  • Li, Dongyang
  • Zhang, Shijie

Abstract

Mitigating energy consumption is a critical concern for countries globally as they pursue sustainable development goals. Despite the intertwining nature of market segmentation and economic development, their impact on energy consumption has received limited attention. The role of urban agglomeration in this context remains a topic of debate. This study explores the relationship between market segmentation and energy consumption based on the urban agglomeration perspective. Our empirical analysis draws on panel data from 265 cities across China collected over the period from 2004 to 2022. Diverging from prior studies that focus on singular indicators, our approach encompasses urban agglomeration across three dimensions: polycentric, industrial, and population concentrations. The research results show that: (1) Market segmentation is positively associated with urban energy consumption trends consistent across robustness tests; (2) Market segmentation has a significant impact on urban energy consumption, which varies significantly in terms of city scale, location and level. (3) The three urban agglomeration variables exhibit distinct moderating effects on the relationship between market segmentation and energy consumption. These research results provide a theoretical foundation for policy recommendations for energy conservation and market segmentation reduction.

Suggested Citation

  • Hou, Xinshuo & He, Yan & Liu, Xin & Li, Dongyang & Zhang, Shijie, 2025. "Market segmentation and urban energy consumption: An analysis of threshold effects from an agglomeration perspective," Energy Economics, Elsevier, vol. 147(C).
  • Handle: RePEc:eee:eneeco:v:147:y:2025:i:c:s014098832500341x
    DOI: 10.1016/j.eneco.2025.108517
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    as
    1. Glaeser, Edward L. & Kahn, Matthew E., 2010. "The greenness of cities: Carbon dioxide emissions and urban development," Journal of Urban Economics, Elsevier, vol. 67(3), pages 404-418, May.
    2. Thisse, Jacques-François & Fujita, Masahisa, 2002. "Agglomeration and Market Interaction," CEPR Discussion Papers 3362, C.E.P.R. Discussion Papers.
    3. Davis, James C. & Henderson, J. Vernon, 2003. "Evidence on the political economy of the urbanization process," Journal of Urban Economics, Elsevier, vol. 53(1), pages 98-125, January.
    4. Liu, Kai & Xue, Mingyue & Peng, Mengjie & Wang, Chengxin, 2020. "Impact of spatial structure of urban agglomeration on carbon emissions: An analysis of the Shandong Peninsula, China," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    5. Antoine Dechezleprêtre & Misato Sato, 2017. "The Impacts of Environmental Regulations on Competitiveness," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 11(2), pages 183-206.
    6. Zheng, Yilin & Lu, Ming & Li, Jiewei, 2022. "Internal circulation in China: Analyzing market segmentation and integration using big data for truck traffic flow," Economic Modelling, Elsevier, vol. 115(C).
    7. Chen, Xudong & Huang, Bihong, 2016. "Club membership and transboundary pollution: Evidence from the European Union enlargement," Energy Economics, Elsevier, vol. 53(C), pages 230-237.
    8. Che, Shuai & Wang, Jun, 2022. "Policy effectiveness of market-oriented energy reform: Experience from China energy-consumption permit trading scheme," Energy, Elsevier, vol. 261(PB).
    9. Wang, Jianda & Dong, Xiucheng & Dong, Kangyin, 2022. "How does ICT agglomeration affect carbon emissions? The case of Yangtze River Delta urban agglomeration in China," Energy Economics, Elsevier, vol. 111(C).
    10. Poncet, Sandra, 2003. "Measuring Chinese domestic and international integration," China Economic Review, Elsevier, vol. 14(1), pages 1-21.
    11. Martijn J. Burger & Evert J. Meijers & Frank G. Van Oort, 2014. "Regional Spatial Structure and Retail Amenities in the Netherlands," Regional Studies, Taylor & Francis Journals, vol. 48(12), pages 1972-1992, December.
    12. Proque, Andressa Lemes & dos Santos, Gervásio Ferreira & Betarelli Junior, Admir Antonio & Larson, William D., 2020. "Effects of land use and transportation policies on the spatial distribution of urban energy consumption in Brazil," Energy Economics, Elsevier, vol. 90(C).
    13. Gylfason, Thorvaldur & Hochreiter, Eduard, 2009. "Growing apart? A tale of two republics: Estonia and Georgia," European Journal of Political Economy, Elsevier, vol. 25(3), pages 355-370, September.
    14. Pan, Xiongfeng & Wang, Mengyang & Li, Mengna, 2023. "Low-carbon policy and industrial structure upgrading: Based on the perspective of strategic interaction among local governments," Energy Policy, Elsevier, vol. 183(C).
    15. Xie, Qichang & Bai, Dingchuan & Cong, Xiaoping, 2022. "Modeling the dynamic influences of economic growth and financial development on energy consumption in emerging economies: Insights from dynamic nonlinear approaches," Energy Economics, Elsevier, vol. 116(C).
    16. Yuan, Huaxi & Feng, Yidai & Lee, Chien-Chiang & Cen, Yan, 2020. "How does manufacturing agglomeration affect green economic efficiency?," Energy Economics, Elsevier, vol. 92(C).
    17. Chen, Xu & Chen, Xueli & Song, Malin, 2021. "Polycentric agglomeration, market integration and green economic efficiency," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 185-197.
    18. Hao, Yu & Guo, Yunxia & Li, Suixin & Luo, Shiyue & Jiang, Xueting & Shen, Zhiyang & Wu, Haitao, 2022. "Towards achieving the sustainable development goal of industry: How does industrial agglomeration affect air pollution?," Innovation and Green Development, Elsevier, vol. 1(1).
    19. Liang Nie & ZhongXiang Zhang, 2022. "Market Segmentation and Energy Efficiency: Evidence from China’s Regional Economies," The Energy Journal, , vol. 43(6), pages 217-242, November.
    20. Wang, Ailun & Hu, Shuo & Lin, Boqiang, 2021. "Emission abatement cost in China with consideration of technological heterogeneity," Applied Energy, Elsevier, vol. 290(C).
    21. Evert Meijers & Martijn Burger & Evert J. Meijers & Martijn J. Burger & Marloes M. Hoogerbrugge, 2016. "Borrowing size in networks of cities: City size, network connectivity and metropolitan functions in Europe," Papers in Regional Science, Wiley Blackwell, vol. 95(1), pages 181-198, March.
    22. John B Parr, 2002. "Agglomeration Economies: Ambiguities and Confusions," Environment and Planning A, , vol. 34(4), pages 717-731, April.
    23. Li, Ke & Lin, Boqiang, 2015. "Impacts of urbanization and industrialization on energy consumption/CO2 emissions: Does the level of development matter?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1107-1122.
    24. Wang, Ailun & Hu, Shuo & Lin, Boqiang, 2021. "Can environmental regulation solve pollution problems? Theoretical model and empirical research based on the skill premium," Energy Economics, Elsevier, vol. 94(C).
    25. Xu, Bin & Lin, Boqiang, 2023. "Assessing the green energy development in China and its carbon reduction effect: Using a quantile approach," Energy Economics, Elsevier, vol. 126(C).
    26. Huang, Junbing & Wang, Yajun & Luan, Bingjiang & Zou, Hong & Wang, Jun, 2023. "The energy intensity reduction effect of developing digital economy: Theory and empirical evidence from China," Energy Economics, Elsevier, vol. 128(C).
    27. Combes, Pierre-Philippe, 2000. "Economic Structure and Local Growth: France, 1984-1993," Journal of Urban Economics, Elsevier, vol. 47(3), pages 329-355, May.
    28. Ramphul Ohlan, 2015. "The impact of population density, energy consumption, economic growth and trade openness on CO 2 emissions in India," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 79(2), pages 1409-1428, November.
    29. Fujita, Masahisa & Ogawa, Hideaki, 1982. "Multiple equilibria and structural transition of non-monocentric urban configurations," Regional Science and Urban Economics, Elsevier, vol. 12(2), pages 161-196, May.
    30. Liu, Jun & Huang, Bihui & Hu, Yaoyu, 2024. "The influence of tax incentives on market segmentation in the context of a unified national market," Finance Research Letters, Elsevier, vol. 65(C).
    31. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    32. Zi Ye & Chen Zou & Yongchun Huang, 2022. "Impact of Heterogeneous Spatial Structure on Regional Innovation—From the Perspectives of Efficiency and Gap," Sustainability, MDPI, vol. 14(19), pages 1-22, September.
    33. Jianhua Zhao & Guohua He & Wen-Tsao Pan, 2022. "Research on the Impact of Digital Finance on the Green Development of Chinese Cities," Discrete Dynamics in Nature and Society, Hindawi, vol. 2022, pages 1-10, April.
    34. Pang, Silu & Hua, Guihong & Liu, Hui, 2023. "How do R&D capital market distortions affect innovation efficiency in China? Some evidence about spatial interaction and spillover effects," Socio-Economic Planning Sciences, Elsevier, vol. 90(C).
    35. Alwyn Young, 2000. "The Razor's Edge: Distortions and Incremental Reform in the People's Republic of China," NBER Working Papers 7828, National Bureau of Economic Research, Inc.
    36. Su, Yongxian & Chen, Xiuzhi & Li, Yong & Liao, Jishan & Ye, Yuyao & Zhang, Hongou & Huang, Ningsheng & Kuang, Yaoqiu, 2014. "China׳s 19-year city-level carbon emissions of energy consumptions, driving forces and regionalized mitigation guidelines," Renewable and Sustainable Energy Reviews, Elsevier, vol. 35(C), pages 231-243.
    37. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    38. Carlos Cinelli & Chad Hazlett, 2020. "Making sense of sensitivity: extending omitted variable bias," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 82(1), pages 39-67, February.
    39. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    40. Li, Jianglong & Lin, Boqiang, 2017. "Does energy and CO2 emissions performance of China benefit from regional integration?," Energy Policy, Elsevier, vol. 101(C), pages 366-378.
    41. Huang, Ruting & Miao, Qin & Liu, Chen & Li, Zhi, 2025. "Market segmentation and the dilemma of energy efficiency improvement: New insights from Chinese manufacturing firms," Energy, Elsevier, vol. 322(C).
    42. Ding, Jian & Liu, Baoliu & Shao, Xuefeng, 2022. "Spatial effects of industrial synergistic agglomeration and regional green development efficiency: Evidence from China," Energy Economics, Elsevier, vol. 112(C).
    43. FU, Shihe & DONG, Xiaofang & CHAI, Guojun, 2010. "Industry specialization, diversification, churning, and unemployment in Chinese cities," China Economic Review, Elsevier, vol. 21(4), pages 508-520, December.
    44. Chen, Danling & Hu, Wenbo & Li, Yuying & Zhang, Chaozheng & Lu, Xinhai & Cheng, Hui, 2023. "Exploring the temporal and spatial effects of city size on regional economic integration: Evidence from the Yangtze River Economic Belt in China," Land Use Policy, Elsevier, vol. 132(C).
    45. Qin, Quande & Yu, Ying & Liu, Yuan & Zhou, Jianqing & Chen, Xiude, 2023. "Industrial agglomeration and energy efficiency: A new perspective from market integration," Energy Policy, Elsevier, vol. 183(C).
    46. Guo, Bingnan & Wang, Yu & Zhang, Hao & Liang, Chunyan & Feng, Yu & Hu, Feng, 2023. "Impact of the digital economy on high-quality urban economic development: Evidence from Chinese cities," Economic Modelling, Elsevier, vol. 120(C).
    47. Li, Ke & Lin, Boqiang, 2014. "The nonlinear impacts of industrial structure on China's energy intensity," Energy, Elsevier, vol. 69(C), pages 258-265.
    48. repec:aen:journl:ej43-6-zhang is not listed on IDEAS
    49. Wang, Song & Yang, Canyu & Hou, Dailing & Dai, Liang, 2023. "How do urban agglomerations drive economic development? A policy implementation and spatial effects perspective," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1224-1238.
    50. Li, Zheng Zheng & Su, Chi-Wei & Moldovan, Nicoleta-Claudia & Umar, Muhammad, 2023. "Energy consumption within policy uncertainty: Considering the climate and economic factors," Renewable Energy, Elsevier, vol. 208(C), pages 567-576.
    51. Alwyn Young, 2000. "The Razor's Edge: Distortions and Incremental Reform in the People's Republic of China," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(4), pages 1091-1135.
    52. Han, Feng & Xie, Rui & Fang, Jiayu, 2018. "Urban agglomeration economies and industrial energy efficiency," Energy, Elsevier, vol. 162(C), pages 45-59.
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