IDEAS home Printed from https://ideas.repec.org/a/kap/ecopln/v55y2022i3d10.1007_s10644-021-09368-y.html
   My bibliography  Save this article

Disaggregating the environmental effects of renewable and non-renewable energy consumption in South Africa: fresh evidence from the novel dynamic ARDL simulations approach

Author

Listed:
  • Maxwell Chukwudi Udeagha

    (University of Johannesburg)

  • Nicholas Ngepah

    (University of Johannesburg)

Abstract

Previous studies have widely used the aggregate energy consumption in the energy–growth–CO2 emissions nexus, which may not show the relative strength or explanatory power of several energy sources on CO2 emissions. However, less explored in empirical literature are the effects of disaggregated levels of renewable and non-renewable energy sources on environmental quality. This study therefore contributes to fill this important gap for South Africa over the period 1960–2019. Our strategy is distinctively different from previous works in the following dimensions: we employ the recently developed novel dynamic autoregressive distributed lag (ARDL) simulations framework proposed by Jordan and Philips (Stand Genomic Sci 18(4):902–923, 2018) to examine the negative and positive changes in the disaggregated levels of renewable and non-renewable energy sources, trade openness, technique effect, and scale effect on CO2 emissions. Second, we use an innovative measure of trade openness developed by Squalli and Wilson (World Econ 34(10):1745–770, 2011) to capture trade share in GDP as well as the size of trade relative to world trade for South Africa. Third, we use the frequency-domain causality (FDC) approach, the robust testing strategy suggested by Breitung and Candelon (J Econ 132(2):363–378, 2006) which enables us to explore permanent causality for medium-, short-, and long-term relationships among variables under review. Fourth, we employ the second-generation econometric procedures accounting robustly the multiple structural breaks which have been considerably ignored in earlier studies. For South Africa, the key findings are as follows: (i) hydroelectricity and nuclear energy consumptions contribute to lower CO2 emissions in the long run; (ii) the scale effect increases CO2 emissions whereas the technique effect improves it, validating the presence of an environmental Kuznets curve (EKC) hypothesis; and (iii) oil, coal, and natural gas consumptions deteriorate environmental quality. In the light of our empirical evidence, this paper suggests that South Africa’s government and policymakers should effectively study the optimal mix of all available energy resources to meet the increasing energy demands while improving the country’s environmental quality.

Suggested Citation

  • Maxwell Chukwudi Udeagha & Nicholas Ngepah, 2022. "Disaggregating the environmental effects of renewable and non-renewable energy consumption in South Africa: fresh evidence from the novel dynamic ARDL simulations approach," Economic Change and Restructuring, Springer, vol. 55(3), pages 1767-1814, August.
  • Handle: RePEc:kap:ecopln:v:55:y:2022:i:3:d:10.1007_s10644-021-09368-y
    DOI: 10.1007/s10644-021-09368-y
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10644-021-09368-y
    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/s10644-021-09368-y?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. Say, Nuriye Peker & Yucel, Muzaffer, 2006. "Energy consumption and CO2 emissions in Turkey: Empirical analysis and future projection based on an economic growth," Energy Policy, Elsevier, vol. 34(18), pages 3870-3876, December.
    2. Ngepah, Nicholas & Udeagha, Maxwell C., 2018. "African Regional Trade Agreements and Intra-African Trade," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 33(1), pages 1176-1199.
    3. Halicioglu, Ferda, 2009. "An econometric study of CO2 emissions, energy consumption, income and foreign trade in Turkey," Energy Policy, Elsevier, vol. 37(3), pages 1156-1164, March.
    4. Chiu, Chien-Liang & Chang, Ting-Huan, 2009. "What proportion of renewable energy supplies is needed to initially mitigate CO2 emissions in OECD member countries?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(6-7), pages 1669-1674, August.
    5. Chang, Ching-Chih, 2010. "A multivariate causality test of carbon dioxide emissions, energy consumption and economic growth in China," Applied Energy, Elsevier, vol. 87(11), pages 3533-3537, November.
    6. Ibrahim, Ridwan Lanre & Ajide, Kazeem Bello, 2021. "The dynamic heterogeneous impacts of nonrenewable energy, trade openness, total natural resource rents, financial development and regulatory quality on environmental quality: Evidence from BRICS econo," Resources Policy, Elsevier, vol. 74(C).
    7. Pao, Hsiao-Tien & Yu, Hsiao-Cheng & Yang, Yeou-Herng, 2011. "Modeling the CO2 emissions, energy use, and economic growth in Russia," Energy, Elsevier, vol. 36(8), pages 5094-5100.
    8. Soren Jordan & Andrew Q. Philips, 2018. "Cointegration testing and dynamic simulations of autoregressive distributed lag modelsJournal: Stata Journal," Stata Journal, StataCorp LP, vol. 18(4), pages 902-923, December.
    9. Lean, Hooi Hooi & Smyth, Russell, 2010. "CO2 emissions, electricity consumption and output in ASEAN," Applied Energy, Elsevier, vol. 87(6), pages 1858-1864, June.
    10. Udi Joshua & Festus V. Bekun & Samuel A. Sarkodie, 2020. "New Insight into the Causal Linkage between Economic Expansion, FDI, Coal consumption, Pollutant emissions and Urbanization in South Africa," Working Papers 20/011, European Xtramile Centre of African Studies (EXCAS).
    11. Lotfalipour, Mohammad Reza & Falahi, Mohammad Ali & Ashena, Malihe, 2010. "Economic growth, CO2 emissions, and fossil fuels consumption in Iran," Energy, Elsevier, vol. 35(12), pages 5115-5120.
    12. Tsai, Bi-Huei & Chang, Chih-Jen & Chang, Chun-Hsien, 2016. "Elucidating the consumption and CO2 emissions of fossil fuels and low-carbon energy in the United States using Lotka–Volterra models," Energy, Elsevier, vol. 100(C), pages 416-424.
    13. Jahangir Alam, Mohammad & Ara Begum, Ismat & Buysse, Jeroen & Van Huylenbroeck, Guido, 2012. "Energy consumption, carbon emissions and economic growth nexus in Bangladesh: Cointegration and dynamic causality analysis," Energy Policy, Elsevier, vol. 45(C), pages 217-225.
    14. Keček, Damira & Mikulić, Davor & Lovrinčević, Željko, 2019. "Deployment of renewable energy: Economic effects on the Croatian economy," Energy Policy, Elsevier, vol. 126(C), pages 402-410.
    15. Sebastian Kripfganz & Daniel C. Schneider, 2023. "ardl: Estimating autoregressive distributed lag and equilibrium correction models," Stata Journal, StataCorp LP, vol. 23(4), pages 983-1019, December.
    16. Bölük, Gülden & Mert, Mehmet, 2014. "Fossil & renewable energy consumption, GHGs (greenhouse gases) and economic growth: Evidence from a panel of EU (European Union) countries," Energy, Elsevier, vol. 74(C), pages 439-446.
    17. Saboori, Behnaz & Sulaiman, Jamalludin, 2013. "CO2 emissions, energy consumption and economic growth in Association of Southeast Asian Nations (ASEAN) countries: A cointegration approach," Energy, Elsevier, vol. 55(C), pages 813-822.
    18. Ling, Chong Hui & Ahmed, Khalid & Muhamad, Rusnah binti & Shahbaz, Muhammad, 2015. "Decomposing the trade-environment nexus for Malaysia: What do the technique, scale, composition and comparative advantage effect indicate?," MPRA Paper 67165, University Library of Munich, Germany, revised 09 Oct 2015.
    19. Sebastian Kripfganz & Daniel C. Schneider, 2023. "ardl: Estimating autoregressive distributed lag and equilibrium correction models," Stata Journal, StataCorp LP, vol. 23(4), pages 983-1019, December.
    20. Baek, Jungho & Cho, Yongsung & Koo, Won W., 2009. "The environmental consequences of globalization: A country-specific time-series analysis," Ecological Economics, Elsevier, vol. 68(8-9), pages 2255-2264, June.
    21. Sahbi Farhani & Jaleleddine Ben Rejeb, 2012. "Energy Consumption, Economic Growth and CO2 Emissions: Evidence from Panel Data for MENA Region," International Journal of Energy Economics and Policy, Econjournals, vol. 2(2), pages 71-81.
    22. Shahbaz, Muhammad & Nasreen, Samia & Abbas, Faisal & Anis, Omri, 2015. "Does foreign direct investment impede environmental quality in high-, middle-, and low-income countries?," Energy Economics, Elsevier, vol. 51(C), pages 275-287.
    23. Pao, Hsiao-Tien & Tsai, Chung-Ming, 2011. "Modeling and forecasting the CO2 emissions, energy consumption, and economic growth in Brazil," Energy, Elsevier, vol. 36(5), pages 2450-2458.
    24. Traheka Erdyas Bimanatya & Tri Widodo, 2018. "Fossil Fuels Consumption, Carbon Emissions, and Economic Growth in Indonesia," International Journal of Energy Economics and Policy, Econjournals, vol. 8(4), pages 90-97.
    25. Usama Al-Mulali & Ilhan Ozturk & Hooi Lean, 2015. "The influence of economic growth, urbanization, trade openness, financial development, and renewable energy on pollution in Europe," 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(1), pages 621-644, October.
    26. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    27. Cemal Atici, 2009. "Carbon emissions in Central and Eastern Europe: environmental Kuznets curve and implications for sustainable development," Sustainable Development, John Wiley & Sons, Ltd., vol. 17(3), pages 155-160.
    28. Nicholas Ngepah & Maxwell Chukwudi Udeagha, 2019. "Supplementary Trade Benefits of Multi-Memberships in African Regional Trade Agreements," Journal of African Business, Taylor & Francis Journals, vol. 20(4), pages 505-524, October.
    29. Alkhathlan, Khalid & Javid, Muhammad, 2013. "Energy consumption, carbon emissions and economic growth in Saudi Arabia: An aggregate and disaggregate analysis," Energy Policy, Elsevier, vol. 62(C), pages 1525-1532.
    30. Soytas, Ugur & Sari, Ramazan & Ewing, Bradley T., 2007. "Energy consumption, income, and carbon emissions in the United States," Ecological Economics, Elsevier, vol. 62(3-4), pages 482-489, May.
    31. Maxwell Chukwudi Udeagha & Nicholas Ngepah, 2020. "Trade liberalization and the geography of industries in South Africa: fresh evidence from a new measure," International Journal of Urban Sciences, Taylor & Francis Journals, vol. 24(3), pages 354-396, July.
    32. Saboori, Behnaz & Sulaiman, Jamalludin & Mohd, Saidatulakmal, 2012. "Economic growth and CO2 emissions in Malaysia: A cointegration analysis of the Environmental Kuznets Curve," Energy Policy, Elsevier, vol. 51(C), pages 184-191.
    33. Kai Cheng & Hsin-Pei Hsueh & Omid Ranjbar & Mei-Chih Wang & Tsangyao Chang, 2021. "Urbanization, coal consumption and CO2 emissions nexus in China using bootstrap Fourier Granger causality test in quantiles," Letters in Spatial and Resource Sciences, Springer, vol. 14(1), pages 31-49, April.
    34. Bilgili, Faik & Koçak, Emrah & Bulut, Ümit, 2016. "The dynamic impact of renewable energy consumption on CO2 emissions: A revisited Environmental Kuznets Curve approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 838-845.
    35. Ajmi, Ahdi Noomen & Hammoudeh, Shawkat & Nguyen, Duc Khuong & Sato, João Ricardo, 2015. "On the relationships between CO2 emissions, energy consumption and income: The importance of time variation," Energy Economics, Elsevier, vol. 49(C), pages 629-638.
    36. Cole, Matthew A. & Elliott, Robert J. R., 2003. "Determining the trade-environment composition effect: the role of capital, labor and environmental regulations," Journal of Environmental Economics and Management, Elsevier, vol. 46(3), pages 363-383, November.
    37. Jorge Flores-Chamba & Michelle López-Sánchez & Pablo Ponce & Patricia Guerrero-Riofrío & José Álvarez-García, 2019. "Economic and Spatial Determinants of Energy Consumption in the European Union," Energies, MDPI, vol. 12(21), pages 1-15, October.
    38. Maxwell Chukwudi Udeagha & Nicholas Ngepah, 2021. "The asymmetric effect of trade openness on economic growth in South Africa: a nonlinear ARDL approach," Economic Change and Restructuring, Springer, vol. 54(2), pages 491-540, May.
    39. Ozcan, Burcu, 2013. "The nexus between carbon emissions, energy consumption and economic growth in Middle East countries: A panel data analysis," Energy Policy, Elsevier, vol. 62(C), pages 1138-1147.
    40. Paul L. Joskow, 2013. "Natural Gas: From Shortages to Abundance in the United States," American Economic Review, American Economic Association, vol. 103(3), pages 338-343, May.
    41. Acaravci, Ali & Ozturk, Ilhan, 2010. "On the relationship between energy consumption, CO2 emissions and economic growth in Europe," Energy, Elsevier, vol. 35(12), pages 5412-5420.
    42. Jay Squalli & Kenneth Wilson, 2011. "A New Measure of Trade Openness," The World Economy, Wiley Blackwell, vol. 34(10), pages 1745-1770, October.
    43. Apergis, Nicholas & Payne, James E. & Menyah, Kojo & Wolde-Rufael, Yemane, 2010. "On the causal dynamics between emissions, nuclear energy, renewable energy, and economic growth," Ecological Economics, Elsevier, vol. 69(11), pages 2255-2260, September.
    44. Breitung, Jorg & Candelon, Bertrand, 2006. "Testing for short- and long-run causality: A frequency-domain approach," Journal of Econometrics, Elsevier, vol. 132(2), pages 363-378, June.
    45. Pao, Hsiao-Tien & Tsai, Chung-Ming, 2011. "Multivariate Granger causality between CO2 emissions, energy consumption, FDI (foreign direct investment) and GDP (gross domestic product): Evidence from a panel of BRIC (Brazil, Russian Federation, I," Energy, Elsevier, vol. 36(1), pages 685-693.
    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. Ahakwa, Isaac & Xu, Yi & Tackie, Evelyn Agba, 2023. "Greening human capital towards environmental quality in Ghana: Insight from the novel dynamic ARDL simulation approach," Energy Policy, Elsevier, vol. 176(C).
    2. Gao, Jinchao & Hassan, Muhammad Shahid & Kalim, Rukhsana & Sharif, Arshian & Alkhateeb, Tarek Tawfik Yousef & Mahmood, Haider, 2023. "The role of clean and unclean energy resources in inspecting N-shaped impact of industrial production on environmental quality: A case of high polluting economies," Resources Policy, Elsevier, vol. 80(C).
    3. Maxwell Chukwudi Udeagha & Edwin Muchapondwa, 2023. "Environmental sustainability in South Africa: Understanding the criticality of economic policy uncertainty, fiscal decentralization, and green innovation," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(3), pages 1638-1651, June.
    4. Nsirimovu, Okwuwada, 2023. "Reflecting on the appetite for borrowing and the volatility of crude prices for rapid post-COVID economic recovery initiatives in Nigeria: Implications for Per capita income using a Dynamic ARDL simul," MPRA Paper 119532, University Library of Munich, Germany, revised 20 Dec 2023.
    5. Jianing Zhou & Fan Yang, 2023. "Impact of Chinese-Style Fiscal Decentralization on Urban–Rural Integration: Based on Factor Allocation," Sustainability, MDPI, vol. 15(2), pages 1-21, January.
    6. Maxwell Chukwudi Udeagha & Nicholas Ngepah, 2022. "Dynamic ARDL Simulations Effects of Fiscal Decentralization, Green Technological Innovation, Trade Openness, and Institutional Quality on Environmental Sustainability: Evidence from South Africa," Sustainability, MDPI, vol. 14(16), pages 1-35, August.
    7. Zhou, Hui & Awosusi, Abraham Ayobamiji & Dagar, Vishal & Zhu, Guohua & Abbas, Shujaat, 2023. "Unleashing the asymmetric effect of natural resources abundance on carbon emissions in regional comprehensive economic partnership: What role do economic globalization and disaggregating energy play?," Resources Policy, Elsevier, vol. 85(PA).

    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. Dogan, Eyup & Seker, Fahri, 2016. "The influence of real output, renewable and non-renewable energy, trade and financial development on carbon emissions in the top renewable energy countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1074-1085.
    2. Tiba, Sofien & Omri, Anis, 2017. "Literature survey on the relationships between energy, environment and economic growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 1129-1146.
    3. Inglesi-Lotz, Roula & Dogan, Eyup, 2018. "The role of renewable versus non-renewable energy to the level of CO2 emissions a panel analysis of sub- Saharan Africa’s Βig 10 electricity generators," Renewable Energy, Elsevier, vol. 123(C), pages 36-43.
    4. Sofien, Tiba & Omri, Anis, 2016. "Literature survey on the relationships between energy variables, environment and economic growth," MPRA Paper 82555, University Library of Munich, Germany, revised 14 Sep 2016.
    5. Dogan, Eyup & Seker, Fahri, 2016. "Determinants of CO2 emissions in the European Union: The role of renewable and non-renewable energy," Renewable Energy, Elsevier, vol. 94(C), pages 429-439.
    6. Shahbaz, Muhammad & Sinha, Avik, 2019. "Environmental Kuznets Curve for CO2 emission: A survey of empirical literature," MPRA Paper 100257, University Library of Munich, Germany, revised 2019.
    7. Muhammad Shahbaz & Avik Sinha, 2019. "Environmental Kuznets curve for CO2emissions: a literature survey," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 46(1), pages 106-168, January.
    8. Al-Mulali, Usama & Saboori, Behnaz & Ozturk, Ilhan, 2015. "Investigating the environmental Kuznets curve hypothesis in Vietnam," Energy Policy, Elsevier, vol. 76(C), pages 123-131.
    9. Muhammad, Shahbaz & Adebola Solarin, Solarin & Ozturk, Ilhan, 2016. "Environmental Kuznets curve hypothesis and the role of globalization in selected African countries," MPRA Paper 69859, University Library of Munich, Germany, revised 04 Mar 2016.
    10. Chen, Ping-Yu & Chen, Sheng-Tung & Hsu, Chia-Sheng & Chen, Chi-Chung, 2016. "Modeling the global relationships among economic growth, energy consumption and CO2 emissions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 420-431.
    11. Maxwell Chukwudi Udeagha & Marthinus Christoffel Breitenbach, 2023. "Revisiting the nexus between fiscal decentralization and CO2 emissions in South Africa: fresh policy insights," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-46, December.
    12. Shahbaz, Muhammad & Hye, Qazi Muhammad Adnan & Tiwari, Aviral Kumar & Leitão, Nuno Carlos, 2013. "Economic growth, energy consumption, financial development, international trade and CO2 emissions in Indonesia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 25(C), pages 109-121.
    13. Maxwell Chukwudi Udeagha & Nicholas Ngepah, 2022. "Dynamic ARDL Simulations Effects of Fiscal Decentralization, Green Technological Innovation, Trade Openness, and Institutional Quality on Environmental Sustainability: Evidence from South Africa," Sustainability, MDPI, vol. 14(16), pages 1-35, August.
    14. Zhihui Lv & Amanda M. Y. Chu & Michael McAleer & Wing-Keung Wong, 2019. "Modelling Economic Growth, Carbon Emissions, and Fossil Fuel Consumption in China: Cointegration and Multivariate Causality," IJERPH, MDPI, vol. 16(21), pages 1-35, October.
    15. Chen, Wenhui & Lei, Yalin, 2018. "The impacts of renewable energy and technological innovation on environment-energy-growth nexus: New evidence from a panel quantile regression," Renewable Energy, Elsevier, vol. 123(C), pages 1-14.
    16. Mumin Atalay Cetin & Ibrahim Bakirtas, 2020. "The long-run environmental impacts of economic growth, financial development, and energy consumption: Evidence from emerging markets," Energy & Environment, , vol. 31(4), pages 634-655, June.
    17. Maxwell Chukwudi Udeagha & Marthinus Christoffel Breitenbach, 2023. "Exploring the moderating role of financial development in environmental Kuznets curve for South Africa: fresh evidence from the novel dynamic ARDL simulations approach," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-52, December.
    18. Muhammad, Shahbaz, 2012. "Multivariate granger causality between CO2 Emissions, energy intensity, financial development and economic growth: evidence from Portugal," MPRA Paper 37774, University Library of Munich, Germany, revised 31 Mar 2012.
    19. Al-mulali, Usama, 2011. "Oil consumption, CO2 emission and economic growth in MENA countries," Energy, Elsevier, vol. 36(10), pages 6165-6171.
    20. Saboori, Behnaz & Sulaiman, Jamalludin, 2013. "Environmental degradation, economic growth and energy consumption: Evidence of the environmental Kuznets curve in Malaysia," Energy Policy, Elsevier, vol. 60(C), pages 892-905.

    More about this item

    Keywords

    Non-renewable energy; Renewable energy; Trade openness; CO2 emissions; Dynamic ARDL simulations; EKC; Cointegration; Hydroelectricity; Nuclear energy; South Africa;
    All these keywords.

    JEL classification:

    • Q20 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - General
    • Q29 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - Other
    • Q30 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Nonrenewable Resources and Conservation - - - General
    • Q48 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Government Policy
    • Q42 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Alternative Energy Sources
    • F18 - International Economics - - Trade - - - Trade and Environment
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth
    • O13 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Agriculture; Natural Resources; Environment; Other Primary Products
    • F41 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Open Economy Macroeconomics

    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:kap:ecopln:v:55:y:2022:i:3:d:10.1007_s10644-021-09368-y. 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.