IDEAS home Printed from https://ideas.repec.org/a/spr/jknowl/v16y2025i2d10.1007_s13132-024-01894-0.html
   My bibliography  Save this article

The Impact of Energy Consumption, Financial Development, and Foreign Direct Investment on Environmental Quality: Fresh Insights from Static and Dynamic Panel Models

Author

Listed:
  • Henry Orach

    (Sichuan Agricultural University)

  • Shen Qianling

    (Sichuan Agricultural University)

  • Salina Adhikari

    (Sichuan Agricultural University)

  • Martinson Ankrah Twumasi

    (Sichuan Agricultural University)

  • Abbas Ali Chandio

    (Sichuan Agricultural University)

  • Anita Afra Arthur

    (Sichuan Agricultural University)

  • Peter Ocheng

    (Uganda Martyrs University)

  • Buteme Irene Masangah

    (Makerere University Business School)

  • Amone William

    (Gulu University)

Abstract

The current global trend shows that there is a tremendous increase in CO2 emission and that the level of emission is increasing with various development factors such as consumption of non-renewable energy, financial development, and FDI. However, very few studies have examined the impact of development factors that increase CO2 emissions, especially for African Countries. Therefore, this study contributes to the existing literature by examining the impact of these development factors (i.e., renewable energy consumption, non-renewable energy consumption, FDI, and financial development) on CO2 emission while also considering the importance of institutional quality and technical advancement in African countries. The study also addresses the issues of whether institutional quality and technological advancement have a role in protecting the environment and achieving faster economic growth. A panel between 1996 to 2020 and a model for estimation is used. Results of the analysis indicate that using renewable energy is a fundamental tool in promoting sustainable development by reducing environmental pollution. However, Financial developments and Foreign Direct investment positively impact CO2 emissions. Nevertheless, the majority of the institutional quality estimates are significant for reducing environmental pollution. Technological innovation is revealed as environmental degradation reducer and encourages sustainable growth. The findings call for African policymakers to formulate policies that encourage the use of renewable energy, fund renewable energy projects, and promote technology innovation through financial institutions to achieve sustainable development.

Suggested Citation

  • Henry Orach & Shen Qianling & Salina Adhikari & Martinson Ankrah Twumasi & Abbas Ali Chandio & Anita Afra Arthur & Peter Ocheng & Buteme Irene Masangah & Amone William, 2025. "The Impact of Energy Consumption, Financial Development, and Foreign Direct Investment on Environmental Quality: Fresh Insights from Static and Dynamic Panel Models," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(2), pages 7525-7579, June.
  • Handle: RePEc:spr:jknowl:v:16:y:2025:i:2:d:10.1007_s13132-024-01894-0
    DOI: 10.1007/s13132-024-01894-0
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s13132-024-01894-0
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s13132-024-01894-0?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Jalil, Abdul & Feridun, Mete, 2011. "The impact of growth, energy and financial development on the environment in China: A cointegration analysis," Energy Economics, Elsevier, vol. 33(2), pages 284-291, March.
    2. Shahbaz, Muhammad & Shahzad, Syed Jawad Hussain & Ahmad, Nawaz & Alam, Shaista, 2016. "Financial development and environmental quality: The way forward," Energy Policy, Elsevier, vol. 98(C), pages 353-364.
    3. Hongzhong Fan & Hossain Md Ismail & Sultanuzzaman Md Reza, 2018. "Technological Innovation, Infrastructure and Industrial Growth in Bangladesh: Empirical Evidence from ARDL and Granger Causality Approach," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 8(7), pages 964-985.
    4. Soumyananda Dinda, 2018. "Production technology and carbon emission: long-run relation with short-run dynamics," Journal of Applied Economics, Taylor & Francis Journals, vol. 21(1), pages 106-121, January.
    5. David H. Romer & Jeffrey A. Frankel, 1999. "Does Trade Cause Growth?," American Economic Review, American Economic Association, vol. 89(3), pages 379-399, June.
    6. Deng, Qiu Shi & Alvarado, Rafael & Cuesta, Lizeth & Tillaguango, Brayan & Murshed, Muntasir & Rehman, Abdul & Işık, Cem & López-Sánchez, Michelle, 2022. "Asymmetric impacts of foreign direct investment inflows, financial development, and social globalization on environmental pollution," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 236-251.
    7. Charfeddine, Lanouar & Kahia, Montassar, 2019. "Impact of renewable energy consumption and financial development on CO2 emissions and economic growth in the MENA region: A panel vector autoregressive (PVAR) analysis," Renewable Energy, Elsevier, vol. 139(C), pages 198-213.
    8. Hongfeng Peng & Xiaoyu Tan & Yanli Li & Liqin Hu, 2016. "Economic Growth, Foreign Direct Investment and CO 2 Emissions in China: A Panel Granger Causality Analysis," Sustainability, MDPI, vol. 8(3), pages 1-13, March.
    9. Bélaïd, Fateh & Youssef, Meriem, 2017. "Environmental degradation, renewable and non-renewable electricity consumption, and economic growth: Assessing the evidence from Algeria," Energy Policy, Elsevier, vol. 102(C), pages 277-287.
    10. Zhu, Huiming & Duan, Lijun & Guo, Yawei & Yu, Keming, 2016. "The effects of FDI, economic growth and energy consumption on carbon emissions in ASEAN-5: Evidence from panel quantile regression," Economic Modelling, Elsevier, vol. 58(C), pages 237-248.
    11. Belaïd, Fateh & Zrelli, Maha Harbaoui, 2019. "Renewable and non-renewable electricity consumption, environmental degradation and economic development: Evidence from Mediterranean countries," Energy Policy, Elsevier, vol. 133(C).
    12. Jie He & Paul MAKDISSI & Quentin WODON, 2007. "Corruption, Inequality, and Environmental Regulation," Cahiers de recherche 07-13, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    13. Acheampong, Alex O., 2019. "Modelling for insight: Does financial development improve environmental quality?," Energy Economics, Elsevier, vol. 83(C), pages 156-179.
    14. Khan, Samiha & Murshed, Muntasir & Ozturk, Ilhan & Khudoykulov, Khurshid, 2022. "The roles of energy efficiency improvement, renewable electricity production, and financial inclusion in stimulating environmental sustainability in the Next Eleven countries," Renewable Energy, Elsevier, vol. 193(C), pages 1164-1176.
    15. Tehreem Fatima & Umer Shahzad & Lianbiao Cui, 2021. "Renewable and nonrenewable energy consumption, trade and CO2 emissions in high emitter countries: does the income level matter?," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 64(7), pages 1227-1251, June.
    16. Huan Zhang & Kangning Xu, 2016. "Impact of Environmental Regulation and Technical Progress on Industrial Carbon Productivity: An Approach Based on Proxy Measure," Sustainability, MDPI, vol. 8(8), pages 1-15, August.
    17. van der Werf, Edwin & Di Maria, Corrado, 2012. "Imperfect Environmental Policy and Polluting Emissions: The Green Paradox and Beyond," International Review of Environmental and Resource Economics, now publishers, vol. 6(2), pages 153-194, March.
    18. Omri, Anis, 2013. "CO2 emissions, energy consumption and economic growth nexus in MENA countries: Evidence from simultaneous equations models," Energy Economics, Elsevier, vol. 40(C), pages 657-664.
    19. Lei Jin & Keran Duan & Chunming Shi & Xianwei Ju, 2017. "The Impact of Technological Progress in the Energy Sector on Carbon Emissions: An Empirical Analysis from China," IJERPH, MDPI, vol. 14(12), pages 1-14, December.
    20. Siong Law & W. Azman-Saini, 2012. "Institutional quality, governance, and financial development," Economics of Governance, Springer, vol. 13(3), pages 217-236, September.
    21. Xie, Wei & Huang, Jikun & Wang, Jinxia & Cui, Qi & Robertson, Ricky & Chen, Kevin, 2020. "Climate change impacts on China's agriculture: The responses from market and trade," China Economic Review, Elsevier, vol. 62(C).
    22. Jing Lan & Makoto Kakinaka & Xianguo Huang, 2012. "Foreign Direct Investment, Human Capital and Environmental Pollution in China," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 51(2), pages 255-275, February.
    23. Abbasi, Faiza & Riaz, Khalid, 2016. "CO2 emissions and financial development in an emerging economy: An augmented VAR approach," Energy Policy, Elsevier, vol. 90(C), pages 102-114.
    24. Omri, Anis & Daly, Saida & Rault, Christophe & Chaibi, Anissa, 2015. "Financial development, environmental quality, trade and economic growth: What causes what in MENA countries," Energy Economics, Elsevier, vol. 48(C), pages 242-252.
    25. Zhao, Jing & Zhao, Ziru & Zhang, Huan, 2021. "The impact of growth, energy and financial development on environmental pollution in China: New evidence from a spatial econometric analysis," Energy Economics, Elsevier, vol. 93(C).
    26. David Dollar & Aart Kraay, 2004. "Trade, Growth, and Poverty," Economic Journal, Royal Economic Society, vol. 114(493), pages 22-49, February.
    27. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    28. Zhang, Yue-Jun, 2011. "The impact of financial development on carbon emissions: An empirical analysis in China," Energy Policy, Elsevier, vol. 39(4), pages 2197-2203, April.
    29. Eyup Dogan & Fahri Seker & Serap Bulbul, 2017. "Investigating the impacts of energy consumption, real GDP, tourism and trade on CO2 emissions by accounting for cross-sectional dependence: A panel study of OECD countries," Current Issues in Tourism, Taylor & Francis Journals, vol. 20(16), pages 1701-1719, December.
    30. Danish I. Godil & Zhang Yu & Arshian Sharif & Rimsha Usman & Syed Abdul Rehman Khan, 2021. "Investigate the role of technology innovation and renewable energy in reducing transport sector CO2 emission in China: A path toward sustainable development," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(4), pages 694-707, July.
    31. Herrerias, M.J. & Cuadros, A. & Orts, V., 2013. "Energy intensity and investment ownership across Chinese provinces," Energy Economics, Elsevier, vol. 36(C), pages 286-298.
    32. Welsch, Heinz, 2004. "Corruption, growth, and the environment: a cross-country analysis," Environment and Development Economics, Cambridge University Press, vol. 9(5), pages 663-693, October.
    33. Bentzen, Jan, 2004. "Estimating the rebound effect in US manufacturing energy consumption," Energy Economics, Elsevier, vol. 26(1), pages 123-134, January.
    34. Seyed Meysam Khoshnava & Raheleh Rostami & Rosli Mohamad Zin & Dalia Štreimikienė & Abbas Mardani & Mohammad Ismail, 2020. "The Role of Green Building Materials in Reducing Environmental and Human Health Impacts," IJERPH, MDPI, vol. 17(7), pages 1-22, April.
    35. Apergis, Nicholas & Payne, James E., 2010. "Renewable energy consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(1), pages 656-660, January.
    36. Muhammad Qayyum & Minhaj Ali & Mir Muhammad Nizamani & Shijie Li & Yuyuan Yu & Atif Jahanger, 2021. "Nexus between Financial Development, Renewable Energy Consumption, Technological Innovations and CO 2 Emissions: The Case of India," Energies, MDPI, vol. 14(15), pages 1-19, July.
    37. Shahbaz, Muhammad & Balsalobre-Lorente, Daniel & Sinha, Avik, 2019. "Foreign Direct Investment–CO2 Emissions Nexus in Middle East and North African countries: Importance of Biomass Energy Consumption," MPRA Paper 91729, University Library of Munich, Germany, revised 19 Jan 2019.
    38. Liang, Qiao-Mei & Wei, Yi-Ming, 2012. "Distributional impacts of taxing carbon in China: Results from the CEEPA model," Applied Energy, Elsevier, vol. 92(C), pages 545-551.
    39. Avom, Désiré & Nkengfack, Hilaire & Fotio, Hervé Kaffo & Totouom, Armand, 2020. "ICT and environmental quality in Sub-Saharan Africa: Effects and transmission channels," Technological Forecasting and Social Change, Elsevier, vol. 155(C).
    40. Ozturk, Ilhan & Acaravci, Ali, 2013. "The long-run and causal analysis of energy, growth, openness and financial development on carbon emissions in Turkey," Energy Economics, Elsevier, vol. 36(C), pages 262-267.
    41. Jianhui Jian & Xiaojie Fan & Pinglin He & Hao Xiong & Huayu Shen, 2019. "The Effects of Energy Consumption, Economic Growth and Financial Development on CO 2 Emissions in China: A VECM Approach," Sustainability, MDPI, vol. 11(18), pages 1-16, September.
    42. Lau, Lin-Sea & Choong, Chee-Keong & Eng, Yoke-Kee, 2014. "Carbon dioxide emission, institutional quality, and economic growth: Empirical evidence in Malaysia," Renewable Energy, Elsevier, vol. 68(C), pages 276-281.
    43. Soytas, Ugur & Sari, Ramazan, 2003. "Energy consumption and GDP: causality relationship in G-7 countries and emerging markets," Energy Economics, Elsevier, vol. 25(1), pages 33-37, January.
    44. Mansor H. Ibrahim & Siong Hook Law, 2016. "Institutional Quality and CO 2 Emission–Trade Relations: Evidence from Sub-Saharan Africa," South African Journal of Economics, Economic Society of South Africa, vol. 84(2), pages 323-340, June.
    45. Atif Jahanger & Muhammad Usman & Daniel Balsalobre‐Lorente, 2022. "Linking institutional quality to environmental sustainability," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(6), pages 1749-1765, December.
    46. Muhammad Azam & Liu Liu & Najid Ahmad, 2021. "Impact of institutional quality on environment and energy consumption: evidence from developing world," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(2), pages 1646-1667, February.
    47. Amaryllis Mavragani & Ioannis E. Nikolaou & Konstantinos P. Tsagarakis, 2016. "Open Economy, Institutional Quality, and Environmental Performance: A Macroeconomic Approach," Sustainability, MDPI, vol. 8(7), pages 1-13, June.
    48. Werner Antweiler & Brian R. Copeland & M. Scott Taylor, 2001. "Is Free Trade Good for the Environment?," American Economic Review, American Economic Association, vol. 91(4), pages 877-908, September.
    49. Wajahat Ali & Azrai Abdullah & Muhammad Azam, 2016. "The Dynamic Linkage between Technological Innovation and carbon dioxide emissions in Malaysia: An Autoregressive Distributed Lagged Bound Approach," International Journal of Energy Economics and Policy, Econjournals, vol. 6(3), pages 389-400.
    50. Hongzhong Fan & Hossain Md Ismail & Sultanuzzaman Md Reza, 2018. "Technological Innovation, Infrastructure and Industrial Growth in Bangladesh: Empirical Evidence from ARDL and Granger Causality Approach," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 8(7), pages 964-985, July.
    51. Cong Minh Huynh & Hong Hiep Hoang, 2019. "Foreign direct investment and air pollution in Asian countries: does institutional quality matter?," Applied Economics Letters, Taylor & Francis Journals, vol. 26(17), pages 1388-1392, October.
    52. Jamiu Adetola Odugbesan & Husam Rjoub, 2020. "Relationship Among Economic Growth, Energy Consumption, CO2 Emission, and Urbanization: Evidence From MINT Countries," SAGE Open, , vol. 10(2), pages 21582440209, April.
    53. Cole, Matthew A., 2004. "Trade, the pollution haven hypothesis and the environmental Kuznets curve: examining the linkages," Ecological Economics, Elsevier, vol. 48(1), pages 71-81, January.
    54. Lei Jiang & Henk Folmer & Minhe Ji & Jianjun Tang, 2017. "Energy efficiency in the Chinese provinces: a fixed effects stochastic frontier spatial Durbin error panel analysis," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 58(2), pages 301-319, March.
    55. Sun, Ya-Yen, 2016. "Decomposition of tourism greenhouse gas emissions: Revealing the dynamics between tourism economic growth, technological efficiency, and carbon emissions," Tourism Management, Elsevier, vol. 55(C), pages 326-336.
    56. Wang, S.S. & Zhou, D.Q. & Zhou, P. & Wang, Q.W., 2011. "CO2 emissions, energy consumption and economic growth in China: A panel data analysis," Energy Policy, Elsevier, vol. 39(9), pages 4870-4875, September.
    57. Diallo, Abdoulaye Kindy & Masih, Mansur, 2017. "CO2 emissions and financial development: evidence from the United Arab Emirates based on an ARDL approach," MPRA Paper 82054, University Library of Munich, Germany.
    58. Ilhan Ozturk & Alper Aslan & Buket Altinoz, 2022. "Investigating the nexus between CO2 emissions, economic growth, energy consumption and pilgrimage tourism in Saudi Arabia," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 3083-3098, December.
    59. Dedeoğlu, Dinçer & Kaya, Hüseyin, 2013. "Energy use, exports, imports and GDP: New evidence from the OECD countries," Energy Policy, Elsevier, vol. 57(C), pages 469-476.
    Full references (including those not matched with items on IDEAS)

    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. Iftikhar Yasin & Nawaz Ahmad & Muhammad Aslam Chaudhary, 2021. "The impact of financial development, political institutions, and urbanization on environmental degradation: evidence from 59 less-developed economies," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(5), pages 6698-6721, May.
    2. Mansor H. Ibrahim, 2018. "Trade–finance complementarity and carbon emission intensity: panel evidence from middle-income countries," Environment Systems and Decisions, Springer, vol. 38(4), pages 489-500, December.
    3. Shahbaz, Muhammad & Balsalobre, Daniel & Shahzad, Syed Jawad Hussain, 2018. "The Influencing Factors of CO2 Emissions and the Role of Biomass Energy Consumption: Statistical Experience from G-7 Countries," MPRA Paper 87456, University Library of Munich, Germany, revised 14 Jun 2018.
    4. Xu, Xin & Huang, Shupei & An, Haizhong & Vigne, Samuel & Lucey, Brian, 2021. "The influence pathways of financial development on environmental quality: New evidence from smooth transition regression models," Renewable and Sustainable Energy Reviews, Elsevier, vol. 151(C).
    5. Hayat Khan & Liu Weili & Itbar Khan, 2022. "Environmental innovation, trade openness and quality institutions: an integrated investigation about environmental sustainability," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(3), pages 3832-3862, March.
    6. Qamri, Ghulam Muhammad & Sheng, Bin & Adeel-Farooq, Rana Muhammad & Alam, Gazi Mahabubul, 2022. "The criticality of FDI in Environmental Degradation through financial development and economic growth: Implications for promoting the green sector," Resources Policy, Elsevier, vol. 78(C).
    7. Kai Dong & Shaonan Wang & Hengqiang Hu & Ningning Guan & Xiaolei Shi & Ye Song, 2024. "Financial development, carbon dioxide emissions, and sustainable development," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(1), pages 348-366, February.
    8. Acheampong, Alex O., 2019. "Modelling for insight: Does financial development improve environmental quality?," Energy Economics, Elsevier, vol. 83(C), pages 156-179.
    9. Iftikhar Yasin & Nawaz Ahmad & M. Aslam Chaudhary, 2020. "Catechizing the Environmental-Impression of Urbanization, Financial Development, and Political Institutions: A Circumstance of Ecological Footprints in 110 Developed and Less-Developed Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 147(2), pages 621-649, January.
    10. Su-Yin Cheng & Chih-Ping Yu & Han Hou, 2025. "Investigating the role of financial development in mitigating carbon emissions across diverse financial economies," Economic Change and Restructuring, Springer, vol. 58(1), pages 1-31, February.
    11. Umme Habiba & Cao Xinbang, 2022. "An Investigation of the Dynamic Relationships Between Financial Development, Renewable Energy Use, and CO2 Emissions," SAGE Open, , vol. 12(4), pages 21582440221, November.
    12. Gao Ling & Asif Razzaq & Yaqiong Guo & Tehreem Fatima & Farrukh Shahzad, 2022. "Asymmetric and time-varying linkages between carbon emissions, globalization, natural resources and financial development in China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(5), pages 6702-6730, May.
    13. Shahbaz, Muhammad & Haouas, Ilham & Hoang, Thi Hong Van, 2019. "Economic growth and environmental degradation in Vietnam: Is the environmental Kuznets curve a complete picture?," Emerging Markets Review, Elsevier, vol. 38(C), pages 197-218.
    14. Shahbaz, Muhammad & Nasir, Muhammad Ali & Roubaud, David, 2018. "Environmental degradation in France: The effects of FDI, financial development, and energy innovations," Energy Economics, Elsevier, vol. 74(C), pages 843-857.
    15. Dong-Hyeon Kim & Yi-Chen Wu & Shu-Chin Lin, 2022. "Carbon dioxide emissions, financial development and political institutions," Economic Change and Restructuring, Springer, vol. 55(2), pages 837-874, May.
    16. Yen Nguyen & Son Le & Nam Ngo & Huyen Nguyen, 2023. "Impacts of FDI and Environmental Pollution in ASEAN Countries: The Role of Institutions," International Journal of Energy Economics and Policy, Econjournals, vol. 13(5), pages 242-250, September.
    17. Yuang He & Xiaodan Gao & Yinhui Wang, 2022. "Sustainable Financial Development: Does It Matter for Greenhouse Gas Emissions?," Sustainability, MDPI, vol. 14(9), pages 1-23, April.
    18. Halkos, George & Polemis, Michael, 2016. "Examining the impact of financial development on the environmental Kuznets curve hypothesis," MPRA Paper 75368, University Library of Munich, Germany.
    19. Acheampong, Alex O. & Amponsah, Mary & Boateng, Elliot, 2020. "Does financial development mitigate carbon emissions? Evidence from heterogeneous financial economies," Energy Economics, Elsevier, vol. 88(C).
    20. Xiaoxia Shi & Haiyun Liu & Joshua Sunday Riti, 2019. "The role of energy mix and financial development in greenhouse gas (GHG) emissions’ reduction: evidence from ten leading CO2 emitting countries," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 36(3), pages 695-729, October.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:spr:jknowl:v:16:y:2025:i:2:d:10.1007_s13132-024-01894-0. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.