IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v100y2021ics0140988321002346.html

Energy poverty through the lens of the energy-environmental Kuznets curve hypothesis

Author

Listed:
  • Filippidis, Michail
  • Tzouvanas, Panagiotis
  • Chatziantoniou, Ioannis

Abstract

We revisit the concept of energy poverty by considering population's access to energy consumption. We stress critical relevant linkages including (i) economic growth and energy consumption, (ii) energy consumption and income inequality and (iii) economic growth and electricity production. Our analytical framework is based on a panel data-set from over 200 countries for the period 2000–2019. To the best of our knowledge, this is the first study to focus both on a global aggregate sample and on the differences between high and low income economies. Main findings provide support to the Energy-Environmental Kuznets Curve hypothesis. We find that, the link between economic growth and renewable energy exhibits a U-shaped curve, while that between economic growth and fossil fuel energy consumption, an inverted U-shaped curve. In addition, an increase in renewable energy consumption reduces income inequality. Furthermore, stronger economic growth positively affects electricity production from renewable sources, while it reduces electricity production from coal. Finally, results remain qualitatively similar across different levels of income, and while controlling for potential endogeneity. Findings raise important policy implications, particularly considering the impact of renewable energy on energy poverty.

Suggested Citation

  • Filippidis, Michail & Tzouvanas, Panagiotis & Chatziantoniou, Ioannis, 2021. "Energy poverty through the lens of the energy-environmental Kuznets curve hypothesis," Energy Economics, Elsevier, vol. 100(C).
  • Handle: RePEc:eee:eneeco:v:100:y:2021:i:c:s0140988321002346
    DOI: 10.1016/j.eneco.2021.105328
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988321002346
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2021.105328?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. Ohler, Adrienne & Fetters, Ian, 2014. "The causal relationship between renewable electricity generation and GDP growth: A study of energy sources," Energy Economics, Elsevier, vol. 43(C), pages 125-139.
    2. Daniel Halter & Manuel Oechslin & Josef Zweimüller, 2014. "Inequality and growth: the neglected time dimension," Journal of Economic Growth, Springer, vol. 19(1), pages 81-104, March.
    3. Stern, David I., 2012. "Modeling international trends in energy efficiency," Energy Economics, Elsevier, vol. 34(6), pages 2200-2208.
    4. Edward Glaeser & Giacomo Ponzetto & Andrei Shleifer, 2007. "Why does democracy need education?," Journal of Economic Growth, Springer, vol. 12(2), pages 77-99, June.
    5. Facundo Alvaredo & Anthony Atkinson & Thomas Piketty & Emmanuel Saez, 2013. "The Top 1% in International and Historical Perspective," Post-Print halshs-00847231, HAL.
    6. Llorca, Manuel & Rodriguez-Alvarez, Ana & Jamasb, Tooraj, 2020. "Objective vs. subjective fuel poverty and self-assessed health," Energy Economics, Elsevier, vol. 87(C).
    7. Topcu, Mert & Tugcu, Can Tansel, 2020. "The impact of renewable energy consumption on income inequality: Evidence from developed countries," Renewable Energy, Elsevier, vol. 151(C), pages 1134-1140.
    8. Shahbaz, Muhammad & Shafiullah, Muhammad & Khalid, Usman & Song, Malin, 2020. "A nonparametric analysis of energy environmental Kuznets Curve in Chinese Provinces," Energy Economics, Elsevier, vol. 89(C).
    9. Chiou-Wei, Song Zan & Chen, Ching-Fu & Zhu, Zhen, 2008. "Economic growth and energy consumption revisited -- Evidence from linear and nonlinear Granger causality," Energy Economics, Elsevier, vol. 30(6), pages 3063-3076, November.
    10. Dergiades, Theologos & Martinopoulos, Georgios & Tsoulfidis, Lefteris, 2013. "Energy consumption and economic growth: Parametric and non-parametric causality testing for the case of Greece," Energy Economics, Elsevier, vol. 36(C), pages 686-697.
    11. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    12. Papaioannou, Elias & Siourounis, Gregorios, 2008. "Economic and social factors driving the third wave of democratization," Journal of Comparative Economics, Elsevier, vol. 36(3), pages 365-387, September.
    13. Golley, Jane & Meng, Xin, 2012. "Income inequality and carbon dioxide emissions: The case of Chinese urban households," Energy Economics, Elsevier, vol. 34(6), pages 1864-1872.
    14. Shahbaz, Muhammad & Solarin, Sakiru Adebola & Hammoudeh, Shawkat & Shahzad, Syed Jawad Hussain, 2017. "Bounds testing approach to analyzing the environment Kuznets curve hypothesis with structural beaks: The role of biomass energy consumption in the United States," Energy Economics, Elsevier, vol. 68(C), pages 548-565.
    15. 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.
    16. Stern, David I. & Gerlagh, Reyer & Burke, Paul J., 2017. "Modeling the emissions–income relationship using long-run growth rates," Environment and Development Economics, Cambridge University Press, vol. 22(6), pages 699-724, December.
    17. Pablo-Romero, María del P. & De Jesús, Josué, 2016. "Economic growth and energy consumption: The Energy-Environmental Kuznets Curve for Latin America and the Caribbean," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1343-1350.
    18. Daron Acemoglu & Suresh Naidu & Pascual Restrepo & James A. Robinson, 2019. "Democracy Does Cause Growth," Journal of Political Economy, University of Chicago Press, vol. 127(1), pages 47-100.
    19. Shahbaz, Muhammad & Solarin, Sakiru Adebola & Hammoudeh, Shawkat & Shahzad, Syed Jawad Hussain, 2017. "Bounds Testing Approach to Analyzing the Environment Kuznets Curve Hypothesis: The Role of Biomass Energy Consumption in the United States with Structural Breaks," MPRA Paper 81840, University Library of Munich, Germany, revised 07 Oct 2017.
    20. Day, Rosie & Walker, Gordon & Simcock, Neil, 2016. "Conceptualising energy use and energy poverty using a capabilities framework," Energy Policy, Elsevier, vol. 93(C), pages 255-264.
    21. 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.
    22. Sovacool, Benjamin K., 2009. "Rejecting renewables: The socio-technical impediments to renewable electricity in the United States," Energy Policy, Elsevier, vol. 37(11), pages 4500-4513, November.
    23. repec:aen:journl:2011v32-02-a05 is not listed on IDEAS
    24. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    25. Awaworyi Churchill, Sefa & Inekwe, John & Ivanovski, Kris & Smyth, Russell, 2023. "Corrigendum to “The environmental Kuznets curve in the OECD: 1870–2014” [Energy Economics 75 (2018) 389–399]," Energy Economics, Elsevier, vol. 124(C).
    26. Panayotou T., 1993. "Empirical tests and policy analysis of environmental degradation at different stages of economic development," ILO Working Papers 992927783402676, International Labour Organization.
    27. repec:aen:journl:ej40-4-cerqueira is not listed on IDEAS
    28. Bekhet, Hussain Ali & Othman, Nor Salwati, 2018. "The role of renewable energy to validate dynamic interaction between CO2 emissions and GDP toward sustainable development in Malaysia," Energy Economics, Elsevier, vol. 72(C), pages 47-61.
    29. Apergis, Nicholas & Payne, James E., 2011. "The renewable energy consumption-growth nexus in Central America," Applied Energy, Elsevier, vol. 88(1), pages 343-347, January.
    30. Pachauri, Shonali & Spreng, Daniel, 2011. "Measuring and monitoring energy poverty," Energy Policy, Elsevier, vol. 39(12), pages 7497-7504.
    31. Mr. James P Walsh & Jiangyan Yu, 2012. "Inflation and Income Inequality: Is Food Inflation Different?," IMF Working Papers 2012/147, International Monetary Fund.
    32. Elhanan Helpman & Oleg Itskhoki & Stephen Redding, 2010. "Inequality and Unemployment in a Global Economy," Econometrica, Econometric Society, vol. 78(4), pages 1239-1283, July.
    33. Zhang, Tong & Shi, Xunpeng & Zhang, Dayong & Xiao, Junji, 2019. "Socio-economic development and electricity access in developing economies: A long-run model averaging approach," Energy Policy, Elsevier, vol. 132(C), pages 223-231.
    34. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    35. Bruns, Stephan B. & Ioannidis, John P.A., 2020. "Determinants of economic growth: Different time different answer?," Journal of Macroeconomics, Elsevier, vol. 63(C).
    36. Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
    37. Apergis, Nicholas & Payne, James E., 2009. "Energy consumption and economic growth in Central America: Evidence from a panel cointegration and error correction model," Energy Economics, Elsevier, vol. 31(2), pages 211-216.
    38. Onafowora, Olugbenga A. & Owoye, Oluwole, 2014. "Bounds testing approach to analysis of the environment Kuznets curve hypothesis," Energy Economics, Elsevier, vol. 44(C), pages 47-62.
    39. Rodriguez-Alvarez, Ana & Orea, Luis & Jamasb, Tooraj, 2019. "Fuel poverty and Well-Being:A consumer theory and stochastic frontier approach," Energy Policy, Elsevier, vol. 131(C), pages 22-32.
    40. Pesaran, H. Hashem & Shin, Yongcheol, 1998. "Generalized impulse response analysis in linear multivariate models," Economics Letters, Elsevier, vol. 58(1), pages 17-29, January.
    41. Cerdeira Bento, João Paulo & Moutinho, Victor, 2016. "CO2 emissions, non-renewable and renewable electricity production, economic growth, and international trade in Italy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 55(C), pages 142-155.
    42. Shahbaz, Muhammad & Ozturk, Ilhan & Afza, Talat & Ali, Amjad, 2013. "Revisiting the environmental Kuznets curve in a global economy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 25(C), pages 494-502.
    43. Apergis, Nicholas & Payne, James E., 2010. "Coal consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(3), pages 1353-1359, March.
    44. Ben Youssef, Adel & Hammoudeh, Shawkat & Omri, Anis, 2016. "Simultaneity modeling analysis of the environmental Kuznets curve hypothesis," Energy Economics, Elsevier, vol. 60(C), pages 266-274.
    45. Moore, Richard, 2012. "Definitions of fuel poverty: Implications for policy," Energy Policy, Elsevier, vol. 49(C), pages 19-26.
    46. Stram, Bruce N., 2016. "Key challenges to expanding renewable energy," Energy Policy, Elsevier, vol. 96(C), pages 728-734.
    47. repec:hal:pseose:halshs-00847231 is not listed on IDEAS
    48. Facundo Alvaredo & Anthony B. Atkinson & Thomas Piketty & Emmanuel Saez, 2013. "The Top 1 Percent in International and Historical Perspective," Journal of Economic Perspectives, American Economic Association, vol. 27(3), pages 3-20, Summer.
    49. Awaworyi Churchill, Sefa & Inekwe, John & Ivanovski, Kris & Smyth, Russell, 2020. "The Environmental Kuznets Curve across Australian states and territories," Energy Economics, Elsevier, vol. 90(C).
    50. 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.
    51. Apergis, Nicholas & Payne, James E., 2012. "Renewable and non-renewable energy consumption-growth nexus: Evidence from a panel error correction model," Energy Economics, Elsevier, vol. 34(3), pages 733-738.
    52. Coibion, Olivier & Gorodnichenko, Yuriy & Kueng, Lorenz & Silvia, John, 2017. "Innocent Bystanders? Monetary policy and inequality," Journal of Monetary Economics, Elsevier, vol. 88(C), pages 70-89.
    53. Pablo-Romero, M.P. & Cruz, L. & Barata, E., 2017. "Testing the transport energy-environmental Kuznets curve hypothesis in the EU27 countries," Energy Economics, Elsevier, vol. 62(C), pages 257-269.
    54. repec:aen:journl:ej41-2-chang is not listed on IDEAS
    55. Pelau, Corina & Pop, Nicolae Al., 2018. "Implications for the energy policy derived from the relation between the cultural dimensions of Hofstede's model and the consumption of renewable energies," Energy Policy, Elsevier, vol. 118(C), pages 160-168.
    56. Markus Brueckner & Era Dabla Norris & Mark Gradstein, 2015. "National income and its distribution," Journal of Economic Growth, Springer, vol. 20(2), pages 149-175, June.
    57. Antonakakis, Nikolaos & Chatziantoniou, Ioannis & Filis, George, 2017. "Energy consumption, CO2 emissions, and economic growth: An ethical dilemma," Renewable and Sustainable Energy Reviews, Elsevier, vol. 68(P1), pages 808-824.
    58. Luzzati, T. & Orsini, M., 2009. "Investigating the energy-environmental Kuznets curve," Energy, Elsevier, vol. 34(3), pages 291-300.
    59. Nicholas Apergis, 2015. "Does renewables production affect income inequality? Evidence from an international panel of countries," Applied Economics Letters, Taylor & Francis Journals, vol. 22(11), pages 865-868, July.
    60. Cadoret, Isabelle & Padovano, Fabio, 2016. "The political drivers of renewable energies policies," Energy Economics, Elsevier, vol. 56(C), pages 261-269.
    61. Awaworyi Churchill, Sefa & Smyth, Russell, 2020. "Ethnic diversity, energy poverty and the mediating role of trust: Evidence from household panel data for Australia11We thank two referees for constructive comments. This article uses unit record data from the Household, Income and Labour Dynamics in ," Energy Economics, Elsevier, vol. 86(C).
    62. Andrew G. Berg & Jonathan D. Ostry, 2017. "Inequality and Unsustainable Growth: Two Sides of the Same Coin?," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 65(4), pages 792-815, November.
    63. repec:aen:journl:ej38-3-welsch is not listed on IDEAS
    64. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    65. Apergis, Nicholas, 2016. "Environmental Kuznets curves: New evidence on both panel and country-level CO2 emissions," Energy Economics, Elsevier, vol. 54(C), pages 263-271.
    66. Apergis, Nicholas & Dincer, Oguzhan C. & Payne, James E., 2012. "Live free or bribe: On the causal dynamics between economic freedom and corruption in U.S. states," European Journal of Political Economy, Elsevier, vol. 28(2), pages 215-226.
    67. 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.
    68. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    69. Arminen, Heli & Menegaki, Angeliki N., 2019. "Corruption, climate and the energy-environment-growth nexus," Energy Economics, Elsevier, vol. 80(C), pages 621-634.
    70. Aiyar, Shekhar & Ebeke, Christian, 2020. "Inequality of opportunity, inequality of income and economic growth," World Development, Elsevier, vol. 136(C).
    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. Anh-Tu Nguyen & Shih-Hao Lu & Phuc Thanh Thien Nguyen, 2021. "Validating and Forecasting Carbon Emissions in the Framework of the Environmental Kuznets Curve: The Case of Vietnam," Energies, MDPI, vol. 14(11), pages 1-38, May.
    2. Awaworyi Churchill, Sefa & Inekwe, John & Ivanovski, Kris & Smyth, Russell, 2020. "The Environmental Kuznets Curve across Australian states and territories," Energy Economics, Elsevier, vol. 90(C).
    3. Mehmet Akif, Destek & Muhammad, Shahbaz & Ilyas, Okumus & Shawkat, Hammoudeh & Avik, Sinha, 2020. "The relationship between economic growth and carbon emissions in G-7 countries: evidence from time-varying parameters with a long history," MPRA Paper 100514, University Library of Munich, Germany, revised Apr 2020.
    4. Antonakakis, Nikolaos & Chatziantoniou, Ioannis & Filis, George, 2015. "Energy Consumption, CO2 Emissions, and Economic Growth: A Moral Dilemma," MPRA Paper 67422, University Library of Munich, Germany.
    5. Smyth, Russell & Narayan, Paresh Kumar, 2015. "Applied econometrics and implications for energy economics research," Energy Economics, Elsevier, vol. 50(C), pages 351-358.
    6. Ivanovski, Kris & Awaworyi Churchill, Sefa, 2020. "Convergence and determinants of greenhouse gas emissions in Australia: A regional analysis," Energy Economics, Elsevier, vol. 92(C).
    7. Nguyen, Canh Phuc & Nasir, Muhammad Ali, 2021. "An inquiry into the nexus between energy poverty and income inequality in the light of global evidence," Energy Economics, Elsevier, vol. 99(C).
    8. Antonakakis, Nikolaos & Chatziantoniou, Ioannis & Filis, George, 2017. "Energy consumption, CO2 emissions, and economic growth: An ethical dilemma," Renewable and Sustainable Energy Reviews, Elsevier, vol. 68(P1), pages 808-824.
    9. Acheampong, Alex O. & Dzator, Janet & Savage, David A., 2021. "Renewable energy, CO2 emissions and economic growth in sub-Saharan Africa: Does institutional quality matter?," Journal of Policy Modeling, Elsevier, vol. 43(5), pages 1070-1093.
    10. Arminen, Heli & Menegaki, Angeliki N., 2019. "Corruption, climate and the energy-environment-growth nexus," Energy Economics, Elsevier, vol. 80(C), pages 621-634.
    11. Mehmet Balcilar & Zeynel Abidin Ozdemir & Huseyin Ozdemir & Muhammad Shahbaz, 2018. "Carbon dioxide emissions, energy consumption and economic growth: The historical decomposition evidence from G-7 countries," Working Papers 15-41, Eastern Mediterranean University, Department of Economics.
    12. Mehmet Balcilar & Zeynel Abidin Ozdemir & Bedriye Tunçsiper & Huseyin Ozdemir & Muhammad Shahbaz, 2020. "On the nexus among carbon dioxide emissions, energy consumption and economic growth in G-7 countries: new insights from the historical decomposition approach," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(8), pages 8097-8134, December.
    13. 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.
    14. Muhammad Bilal Khan & Hummera Saleem & Malik Shahzad Shabbir & Xie Huobao, 2022. "The effects of globalization, energy consumption and economic growth on carbon dioxide emissions in South Asian countries," Energy & Environment, , vol. 33(1), pages 107-134, February.
    15. 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.
    16. Marra, Alessandro & Colantonio, Emiliano, 2021. "The path to renewable energy consumption in the European Union through drivers and barriers: A panel vector autoregressive approach," Socio-Economic Planning Sciences, Elsevier, vol. 76(C).
    17. Troster, Victor & Shahbaz, Muhammad & Uddin, Gazi Salah, 2018. "Renewable energy, oil prices, and economic activity: A Granger-causality in quantiles analysis," Energy Economics, Elsevier, vol. 70(C), pages 440-452.
    18. Ji, Qiang & Zhang, Dayong, 2019. "How much does financial development contribute to renewable energy growth and upgrading of energy structure in China?," Energy Policy, Elsevier, vol. 128(C), pages 114-124.
    19. Yvonne Gwenhure & Nicholas Odhiambo, 2015. "Energy consumption and growth: a review of international empirical literature," ECONOMICS AND POLICY OF ENERGY AND THE ENVIRONMENT, FrancoAngeli Editore, vol. 2015(3), pages 47-70.
    20. Boulanouar, Zakaria & Essid, Lobna & Omri, Anis, 2024. "Achieving carbon neutrality in emerging markets: The dual impact of energy transition investments on economic growth and carbon emissions," International Review of Economics & Finance, Elsevier, vol. 96(PC).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • O44 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Environment and Growth
    • P28 - Political Economy and Comparative Economic Systems - - Socialist and Transition Economies - - - Natural Resources; Environment
    • Q35 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Nonrenewable Resources and Conservation - - - Hydrocarbon Resources
    • Q42 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Alternative Energy Sources
    • 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

    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:eee:eneeco:v:100:y:2021:i:c:s0140988321002346. 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/eneco .

    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.