IDEAS home Printed from https://ideas.repec.org/a/eee/jrpoli/v80y2023ics0301420722006717.html
   My bibliography  Save this article

Transformation of natural resource use: Moving towards sustainability through ICT-based improvements in green total factor energy efficiency

Author

Listed:
  • Zhu, Minglei
  • Huang, Haiyan
  • Ma, Weiwen

Abstract

With the accelerating pace of information and communication technology (ICT) and industrial integration, various emerging formats have emerged one after another, which not only continuously inject new vitality into the national economy but also bring new opportunities for the improvement of the green total factor energy efficiency (GTFEE). This paper uses a fixed effect model, quantile panel regression model, regional heterogeneity panel regression model, and mediating effect model based on System GMM to test the effect of ICT on GTFEE. The findings show that: first, the benchmark regression reveals that ICT will promote GTFEE; second, the quantile regression results show that there is a good correlation between ICT and GTFEE, and the regression coefficient of ICT increases with the increase of the quantile of GTFEE; third, the regional heterogeneity regression results show that the positive effect of ICT on GTFEE decreases from the eastern area to the western area, and the eastern and central areas are significantly positive, the western area is extremely negative; fourth, the mediating effect regression results show that energy structure (ETR) and research and development investment intensity (RD) have positive transfer effect on the relationship between ICT and GTFEE. This paper contributes relevant reference evidence in ICT and GTFEE to accelerate China's green economic transformation and realize sustainable development.

Suggested Citation

  • Zhu, Minglei & Huang, Haiyan & Ma, Weiwen, 2023. "Transformation of natural resource use: Moving towards sustainability through ICT-based improvements in green total factor energy efficiency," Resources Policy, Elsevier, vol. 80(C).
  • Handle: RePEc:eee:jrpoli:v:80:y:2023:i:c:s0301420722006717
    DOI: 10.1016/j.resourpol.2022.103228
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0301420722006717
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.resourpol.2022.103228?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Huaping Guan & Binhua Guo & Jianwu Zhang, 2022. "Study on the Impact of the Digital Economy on the Upgrading of Industrial Structures—Empirical Analysis Based on Cities in China," Sustainability, MDPI, vol. 14(18), pages 1-18, September.
    2. Menzie D. Chinn & Robert W. Fairlie, 2007. "The determinants of the global digital divide: a cross-country analysis of computer and internet penetration," Oxford Economic Papers, Oxford University Press, vol. 59(1), pages 16-44, January.
    3. Madureira, António & den Hartog, Frank & Bouwman, Harry & Baken, Nico, 2013. "Empirical validation of Metcalfe’s law: How Internet usage patterns have changed over time," Information Economics and Policy, Elsevier, vol. 25(4), pages 246-256.
    4. Ren, Siyu & Hao, Yu & Xu, Lu & Wu, Haitao & Ba, Ning, 2021. "Digitalization and energy: How does internet development affect China's energy consumption?," Energy Economics, Elsevier, vol. 98(C).
    5. Sa Xu & Cunyi Yang & Zhehao Huang & Pierre Failler, 2022. "Interaction between Digital Economy and Environmental Pollution: New Evidence from a Spatial Perspective," IJERPH, MDPI, vol. 19(9), pages 1-23, April.
    6. Huiling Liu & Huiling Liu & Youcheng Zhou, 2022. "How does green trade affect the environment? Evidence from China," Journal of Economic Analysis, Anser Press, vol. 1(1), pages 1-19, September.
    7. Wang, Qiang & Chen, Yong, 2010. "Energy saving and emission reduction revolutionizing China's environmental protection," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(1), pages 535-539, January.
    8. Du, Qiang & Han, Xiao & Li, Yi & Li, Zhe & Xia, Bo & Guo, Xiqian, 2021. "The energy rebound effect of residential buildings: Evidence from urban and rural areas in China," Energy Policy, Elsevier, vol. 153(C).
    9. Roberto Cardinale, 2022. "State-Owned Enterprises’ Reforms and their Implications for the Resilience and Vulnerability of the Chinese Economy: Evidence from the Banking, Energy and Telecom Sectors," Networks and Spatial Economics, Springer, vol. 22(3), pages 489-514, September.
    10. Wu, Haitao & Xu, Lina & Ren, Siyu & Hao, Yu & Yan, Guoyao, 2020. "How do energy consumption and environmental regulation affect carbon emissions in China? New evidence from a dynamic threshold panel model," Resources Policy, Elsevier, vol. 67(C).
    11. Wei, Wei & Mushtaq, Zulqarnain & Sharif, Maimoona & Zeng, Xiaowu & Wan-Li, Zhang & Qaisrani, Mumtaz A., 2020. "Evaluating the coal rebound effect in energy intensive industries of China," Energy, Elsevier, vol. 207(C).
    12. Eun Sun Kim & Yunjeong Choi & Jeongeun Byun, 2019. "Big Data Analytics in Government: Improving Decision Making for R&D Investment in Korean SMEs," Sustainability, MDPI, vol. 12(1), pages 1-14, December.
    13. Benhabib, Jess & Spiegel, Mark M., 2005. "Human Capital and Technology Diffusion," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 13, pages 935-966, Elsevier.
    14. Siyu Ren & Zhiyuan Liu & Zhiyuan Liu & Mingyue Du, 2022. "Does the internet development put pressure on energy-saving potential for environmental sustainability? Evidence from China," Journal of Economic Analysis, Anser Press, vol. 1(1), pages 50-65, September.
    15. Minglu Ma & Qiang Wang, 2022. "Assessment and Forecast of Green Total Factor Energy Efficiency in the Yellow River Basin—A Perspective Distinguishing the Upper, Middle and Lower Stream," Sustainability, MDPI, vol. 14(5), pages 1-23, February.
    16. Goel, Raj Kumar & Vishnoi, Shweta, 2022. "Urbanization and sustainable development for inclusiveness using ICTs," Telecommunications Policy, Elsevier, vol. 46(6).
    17. Jiyoung Kim & Satoshi Nakano & Kazuhiko Nishimura, 2021. "The role of ICT productivity in Korea-Japan multifactor CES productions and trades," Applied Economics, Taylor & Francis Journals, vol. 53(14), pages 1613-1627, March.
    18. Lee, Chien-Chiang & He, Zhi-Wen & Xiao, Fu, 2022. "How does information and communication technology affect renewable energy technology innovation? International evidence," Renewable Energy, Elsevier, vol. 200(C), pages 546-557.
    19. Yu Hao & Yunxia Guo & Haitao Wu, 2022. "The role of information and communication technology on green total factor energy efficiency: Does environmental regulation work?," Business Strategy and the Environment, Wiley Blackwell, vol. 31(1), pages 403-424, January.
    20. Xufeng Su & Xiaodong Yang & Jinning Zhang & Jinling Yan & Junfeng Zhao & Jianliang Shen & Qiying Ran, 2021. "Analysis of the Impacts of Economic Growth Targets and Marketization on Energy Efficiency: Evidence from China," Sustainability, MDPI, vol. 13(8), pages 1-17, April.
    21. Berner, Anne & Lange, Steffen & Silbersdorff, Alexander, 2022. "Firm-level energy rebound effects and relative efficiency in the German manufacturing sector," Energy Economics, Elsevier, vol. 109(C).
    22. Garfield Wayne Hunter & Gideon Sagoe & Daniele Vettorato & Ding Jiayu, 2019. "Sustainability of Low Carbon City Initiatives in China: A Comprehensive Literature Review," Sustainability, MDPI, vol. 11(16), pages 1-37, August.
    23. Siyu Ren & Yu Hao & Haitao Wu, 2022. "How Does Green Investment Affect Environmental Pollution? Evidence from China," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 81(1), pages 25-51, January.
    24. Harald Edquist & Peter Goodridge & Jonathan Haskel, 2021. "The Internet of Things and economic growth in a panel of countries," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 30(3), pages 262-283, April.
    25. Cai, Wei & Wang, Lianguo & Li, Li & Xie, Jun & Jia, Shun & Zhang, Xugang & Jiang, Zhigang & Lai, Kee-hung, 2022. "A review on methods of energy performance improvement towards sustainable manufacturing from perspectives of energy monitoring, evaluation, optimization and benchmarking," Renewable and Sustainable Energy Reviews, Elsevier, vol. 159(C).
    26. Lin, Boqiang & Chen, Xing, 2020. "How technological progress affects input substitution and energy efficiency in China: A case of the non-ferrous metals industry," Energy, Elsevier, vol. 206(C).
    27. Appiah-Otoo, Isaac & Song, Na, 2021. "The impact of ICT on economic growth-Comparing rich and poor countries," Telecommunications Policy, Elsevier, vol. 45(2).
    28. Weicheng Xu & Xiao Wang & Zhendong Zhang, 2022. "The Role Of The Information Technology In The Industrial Structure Optimization And Upgrading In China," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 67(06), pages 2023-2048, December.
    29. Teng, Sin Yong & Touš, Michal & Leong, Wei Dong & How, Bing Shen & Lam, Hon Loong & Máša, Vítězslav, 2021. "Recent advances on industrial data-driven energy savings: Digital twins and infrastructures," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    30. Marina Dorokhova & Fernando Ribeiro & António Barbosa & João Viana & Filipe Soares & Nicolas Wyrsch, 2021. "Real-World Implementation of an ICT-Based Platform to Promote Energy Efficiency," Energies, MDPI, vol. 14(9), pages 1-23, April.
    31. Sadorsky, Perry, 2012. "Information communication technology and electricity consumption in emerging economies," Energy Policy, Elsevier, vol. 48(C), pages 130-136.
    32. Yuan, Zhen & Xu, Jie & Li, Bing & Yao, Tingting, 2022. "Limits of technological progress in controlling energy consumption: Evidence from the energy rebound effects across China's industrial sector," Energy, Elsevier, vol. 245(C).
    33. Carol A. Corrado, 2011. "Communication Capital, Metcalfe’s Law, and U.S. Productivity Growth," Economics Program Working Papers 11-01, The Conference Board, Economics Program.
    34. Bastida, Leire & Cohen, Jed J. & Kollmann, Andrea & Moya, Ana & Reichl, Johannes, 2019. "Exploring the role of ICT on household behavioural energy efficiency to mitigate global warming," Renewable and Sustainable Energy Reviews, Elsevier, vol. 103(C), pages 455-462.
    35. Minglei Zhu & Xiaowei Song & Wenxin Chen, 2022. "The Impact of Social Capital on Land Arrangement Behavior of Migrant Workers in China," Journal of Economic Analysis, Anser Press, vol. 1(1), pages 35-49, September.
    36. Maria Rosalia Vicente & Ana Jesus Lopez, 2008. "Some empirical evidence on Internet diffusion in the New Member States and Candidate Countries of the European Union," Applied Economics Letters, Taylor & Francis Journals, vol. 15(13), pages 1015-1018.
    37. Brockway, Paul E. & Sorrell, Steve & Semieniuk, Gregor & Heun, Matthew Kuperus & Court, Victor, 2021. "Energy efficiency and economy-wide rebound effects: A review of the evidence and its implications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 141(C).
    38. Liu, Weipeng & Peng, Tao & Tang, Renzhong & Umeda, Yasushi & Hu, Luoke, 2020. "An Internet of Things-enabled model-based approach to improving the energy efficiency of aluminum die casting processes," Energy, Elsevier, vol. 202(C).
    39. Prakash, Navendu & Singh, Shveta & Sharma, Seema, 2021. "Technological diffusion, banking efficiency and Solow's paradox: A frontier-based parametric and non-parametric analysis," Structural Change and Economic Dynamics, Elsevier, vol. 58(C), pages 534-551.
    40. Nina Czernich & Oliver Falck & Tobias Kretschmer & Ludger Woessmann, 2011. "Broadband Infrastructure and Economic Growth," Economic Journal, Royal Economic Society, vol. 121(552), pages 505-532, May.
    41. Wen, Hong-xing & Chen, Zhe & Yang, Qian & Liu, Jin-yi & Nie, Pu-yan, 2022. "Driving forces and mitigating strategies of CO2 emissions in China: A decomposition analysis based on 38 industrial sub-sectors," Energy, Elsevier, vol. 245(C).
    42. Xu, Mengmeng & Tan, Ruipeng, 2021. "Removing energy allocation distortion to increase economic output and energy efficiency in China," Energy Policy, Elsevier, vol. 150(C).
    43. Stefan Schweikl & Robert Obermaier, 2020. "Lessons from three decades of IT productivity research: towards a better understanding of IT-induced productivity effects," Management Review Quarterly, Springer, vol. 70(4), pages 461-507, November.
    44. Guo, Wen & Liu, Xiaorui, 2022. "Market fragmentation of energy resource prices and green total factor energy efficiency in China," Resources Policy, Elsevier, vol. 76(C).
    45. Gyamfi, Bright Akwasi & Agozie, Divine Q. & Bekun, Festus Victor, 2022. "Can technological innovation, foreign direct investment and natural resources ease some burden for the BRICS economies within current industrial era?," Technology in Society, Elsevier, vol. 70(C).
    46. J. Daniel Khazzoom, 1980. "Economic Implications of Mandated Efficiency in Standards for Household Appliances," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4), pages 21-40.
    47. Richard B. Howarth, 1997. "Energy Efficiency And Economic Growth," Contemporary Economic Policy, Western Economic Association International, vol. 15(4), pages 1-9, October.
    48. Yaya Su & Zhenghui Li & Cunyi Yang, 2021. "Spatial Interaction Spillover Effects between Digital Financial Technology and Urban Ecological Efficiency in China: An Empirical Study Based on Spatial Simultaneous Equations," IJERPH, MDPI, vol. 18(16), pages 1-27, August.
    49. Mugabe Roger & Liu Shulin & Brima Sesay, 2022. "ICT Development, Innovation Diffusion and Sustainable Growth in Sub-Saharan Africa," SAGE Open, , vol. 12(4), pages 21582440221, October.
    50. Markovic, Dragan S. & Zivkovic, Dejan & Cvetkovic, Dragan & Popovic, Ranko, 2012. "Impact of nanotechnology advances in ICT on sustainability and energy efficiency," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(5), pages 2966-2972.
    51. Doytch, Nadia & Narayan, Seema, 2016. "Does FDI influence renewable energy consumption? An analysis of sectoral FDI impact on renewable and non-renewable industrial energy consumption," Energy Economics, Elsevier, vol. 54(C), pages 291-301.
    52. Chunji Zheng & Feng Deng & Chengfeng Zhuo & Weiheng Sun, 2022. "Green Credit Policy, Institution Supply and Enterprise Green Innovation," Journal of Economic Analysis, Anser Press, vol. 1(1), pages 20-34, September.
    53. Filipe Soares & André Madureira & Andreu Pagès & António Barbosa & António Coelho & Fernando Cassola & Fernando Ribeiro & João Viana & José Andrade & Marina Dorokhova & Nélson Morais & Nicolas Wyrsch , 2021. "FEEdBACk: An ICT-Based Platform to Increase Energy Efficiency through Buildings’ Consumer Engagement," Energies, MDPI, vol. 14(6), pages 1-43, March.
    54. Xue, Yan & Tang, Chang & Wu, Haitao & Liu, Jianmin & Hao, Yu, 2022. "The emerging driving force of energy consumption in China: Does digital economy development matter?," Energy Policy, Elsevier, vol. 165(C).
    55. Tajudeen, Ibrahim A., 2021. "The underlying drivers of economy-wide energy efficiency and asymmetric energy price responses," Energy Economics, Elsevier, vol. 98(C).
    56. Wang, Di & Zhou, Tao & Lan, Feng & Wang, Mengmeng, 2021. "ICT and socio-economic development: Evidence from a spatial panel data analysis in China," Telecommunications Policy, Elsevier, vol. 45(7).
    57. Wu, Haitao & Hao, Yu & Ren, Siyu & Yang, Xiaodong & Xie, Guo, 2021. "Does internet development improve green total factor energy efficiency? Evidence from China," Energy Policy, Elsevier, vol. 153(C).
    58. Gou, Xing & Chen, Qun & Sun, Yong & Ma, Huan & Li, Bao-Ju, 2021. "Holistic analysis and optimization of distributed energy system considering different transport characteristics of multi-energy and component efficiency variation," Energy, Elsevier, vol. 228(C).
    59. Luan, Bingjiang & Zou, Hong & Chen, Shuxing & Huang, Junbing, 2021. "The effect of industrial structure adjustment on China’s energy intensity: Evidence from linear and nonlinear analysis," Energy, Elsevier, vol. 218(C).
    60. Shah, Wasi Ul Hassan & Hao, Gang & Yan, Hong & Yasmeen, Rizwana & Padda, Ihtsham Ul Haq & Ullah, Assad, 2022. "The impact of trade, financial development and government integrity on energy efficiency: An analysis from G7-Countries," Energy, Elsevier, vol. 255(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Haikuo Zhang & Chaobo Zhou, 2023. "Construction of the Pilot Free Trade Zone and Chinese Green Total Factor Energy Efficiency," Sustainability, MDPI, vol. 15(12), pages 1-13, June.
    2. Konstantinos I. Roumeliotis & Nikolaos D. Tselikas & Dimitrios K. Nasiopoulos, 2023. "Unveiling Sustainability in Ecommerce: GPT-Powered Software for Identifying Sustainable Product Features," Sustainability, MDPI, vol. 15(15), pages 1-26, August.
    3. Larisa Vazhenina & Elena Magaril & Igor Mayburov, 2023. "Digital Management of Resource Efficiency of Fuel and Energy Companies in a Circular Economy," Energies, MDPI, vol. 16(8), pages 1-21, April.
    4. Liu, Wen & Xu, Jiaqi & She, Shengxiang, 2023. "Green economic development by increasing efficiency of natural resource consumption," Resources Policy, Elsevier, vol. 85(PB).
    5. Yan, Zheming & Sun, Zao & Shi, Rui & Zhao, Minjuan, 2023. "Smart city and green development: Empirical evidence from the perspective of green technological innovation," Technological Forecasting and Social Change, Elsevier, vol. 191(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ran, Qiying & Yang, Xiaodong & Yan, Hongchuan & Xu, Yang & Cao, Jianhong, 2023. "Natural resource consumption and industrial green transformation: Does the digital economy matter?," Resources Policy, Elsevier, vol. 81(C).
    2. Wen, Huwei & Liang, Weitao & Lee, Chien-Chiang, 2022. "Urban broadband infrastructure and green total-factor energy efficiency in China," Utilities Policy, Elsevier, vol. 79(C).
    3. Yu Hao & Yunxia Guo & Haitao Wu, 2022. "The role of information and communication technology on green total factor energy efficiency: Does environmental regulation work?," Business Strategy and the Environment, Wiley Blackwell, vol. 31(1), pages 403-424, January.
    4. Wang, Weilong & Yang, Xiaodong & Cao, Jianhong & Bu, Wenchao & Dagestani, Abd Alwahed & Adebayo, Tomiwa Sunday & Dilanchiev, Azer & Ren, Siyu, 2022. "Energy internet, digital economy, and green economic growth: Evidence from China," Innovation and Green Development, Elsevier, vol. 1(2).
    5. Yu Hao & Jingwen Huang & Yunxia Guo & Haitao Wu & Siyu Ren, 2022. "Does the legacy of state planning put pressure on ecological efficiency? Evidence from China," Business Strategy and the Environment, Wiley Blackwell, vol. 31(7), pages 3100-3121, November.
    6. Bakry, Walid & Nghiem, Xuan-Hoa & Farouk, Sherine & Vo, Xuan Vinh, 2023. "Does it hurt or help? Revisiting the effects of ICT on economic growth and energy consumption: A nonlinear panel ARDL approach," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 597-617.
    7. Razzaq, Asif & Sharif, Arshian & Ozturk, Ilhan & Yang, Xiaodong, 2023. "Central inspections of environmental protection and transition for low-carbon Chinese cities: Policy intervention and mechanism analysis," Energy Economics, Elsevier, vol. 124(C).
    8. Zhang, Wei & Liu, Xuemeng & Wang, Die & Zhou, Jianping, 2022. "Digital economy and carbon emission performance: Evidence at China's city level," Energy Policy, Elsevier, vol. 165(C).
    9. Tang, Chang & Xue, Yan & Wu, Haitao & Irfan, Muhammad & Hao, Yu, 2022. "How does telecommunications infrastructure affect eco-efficiency? Evidence from a quasi-natural experiment in China," Technology in Society, Elsevier, vol. 69(C).
    10. Zhang, Sheng-Hao & Yang, Jun & Feng, Chao, 2023. "Can internet development alleviate energy poverty? Evidence from China," Energy Policy, Elsevier, vol. 173(C).
    11. Shuming Ren & Lianqing Li & Yueqi Han & Yu Hao & Haitao Wu, 2022. "The emerging driving force of inclusive green growth: Does digital economy agglomeration work?," Business Strategy and the Environment, Wiley Blackwell, vol. 31(4), pages 1656-1678, May.
    12. Junhong Qu & Xiaoli Hao, 2022. "Digital Economy, Financial Development, and Energy Poverty Based on Mediating Effects and a Spatial Autocorrelation Model," Sustainability, MDPI, vol. 14(15), pages 1-24, July.
    13. Ren, Siyu & Hao, Yu & Xu, Lu & Wu, Haitao & Ba, Ning, 2021. "Digitalization and energy: How does internet development affect China's energy consumption?," Energy Economics, Elsevier, vol. 98(C).
    14. Songqin Zhao & Diyun Peng & Huwei Wen & Huilin Song, 2022. "Does the Digital Economy Promote Upgrading the Industrial Structure of Chinese Cities?," Sustainability, MDPI, vol. 14(16), pages 1-19, August.
    15. Xue, Yan & Tang, Chang & Wu, Haitao & Liu, Jianmin & Hao, Yu, 2022. "The emerging driving force of energy consumption in China: Does digital economy development matter?," Energy Policy, Elsevier, vol. 165(C).
    16. Xu, Qiong & Zhong, Meirui & Li, Xin, 2022. "How does digitalization affect energy? International evidence," Energy Economics, Elsevier, vol. 107(C).
    17. Lin, Boqiang & Huang, Chenchen, 2023. "Nonlinear relationship between digitization and energy efficiency: Evidence from transnational panel data," Energy, Elsevier, vol. 276(C).
    18. Wu, Haitao & Xue, Yan & Hao, Yu & Ren, Siyu, 2021. "How does internet development affect energy-saving and emission reduction? Evidence from China," Energy Economics, Elsevier, vol. 103(C).
    19. Chai, Jingxia & Wu, Haitao & Hao, Yu, 2022. "Planned economic growth and controlled energy demand: How do regional growth targets affect energy consumption in China?," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    20. Huang, Haiping & Huang, Baolian & Sun, Aijun, 2023. "How do mineral resources influence eco-sustainability in China? Dynamic role of renewable energy and green finance," Resources Policy, Elsevier, vol. 85(PA).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jrpoli:v:80:y:2023:i:c:s0301420722006717. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/30467 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.