IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v58y2016icp224-234.html
   My bibliography  Save this article

Energy consumption in China and underlying factors in a changing landscape: Empirical evidence since the reform period

Author

Listed:
  • Ahmed, Khalid
  • Bhattacharya, Mita
  • Qazi, Ahmer Qasim
  • Long, Wei

Abstract

In recent decades, the phenomenal growth in the Chinese economy has created increasing energy consumption. This is the first study analysing energy consumption in China considering economic, social and political dimensions of globalisation along with the effects from trade and financial sectors. The time period covers the full trajectory since the start of economic reform until recent times. In this respect, we use the Konjunkturforschungsstelle (KOF) globalisation index to explore the dynamic link between economic growth, financial development, trade and various dimensions of globalisation and energy consumption. Modern time series econometric techniques are used in establishing stationarity, long-run dynamics and causality of the series. The findings suggest that globalisation decreases energy consumption in the short run but increases it in the long run. However, the effect of financial development on energy consumption in China is opposite to the globalisation effect on energy consumption. Granger causality reveals a feedback effect between economic globalisation and financial development; globalisation in China can only reduce energy consumption if China develops its financial sector to a greater extent. In future, China should invest in its financial sector and low-carbon energy alternatives to achieve sustainable development. Prevention of energy shortfalls and cleaner environment would assist in bridging the gap both from social and political aspects to ensure China benefits significantly with high economic growth in this Asian century.

Suggested Citation

  • Ahmed, Khalid & Bhattacharya, Mita & Qazi, Ahmer Qasim & Long, Wei, 2016. "Energy consumption in China and underlying factors in a changing landscape: Empirical evidence since the reform period," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 224-234.
  • Handle: RePEc:eee:rensus:v:58:y:2016:i:c:p:224-234
    DOI: 10.1016/j.rser.2015.12.214
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S136403211501597X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.rser.2015.12.214?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. Bhattacharya, Mita & Rafiq, Shuddhasattwa & Bhattacharya, Sankar, 2015. "The role of technology on the dynamics of coal consumption–economic growth: New evidence from China," Applied Energy, Elsevier, vol. 154(C), pages 686-695.
    2. 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.
    3. Apergis, Nicholas & Tang, Chor Foon, 2013. "Is the energy-led growth hypothesis valid? New evidence from a sample of 85 countries," Energy Economics, Elsevier, vol. 38(C), pages 24-31.
    4. 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.
    5. Wolfgang Keller & Ben Li & Carol H Shiue, 2013. "Shanghai's Trade, China's Growth: Continuity, Recovery, and Change since the Opium Wars," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 61(2), pages 336-378, June.
    6. Al-mulali, Usama & Binti Che Sab, Che Normee, 2012. "The impact of energy consumption and CO2 emission on the economic and financial development in 19 selected countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(7), pages 4365-4369.
    7. Narayan, Paresh Kumar & Smyth, Russell, 2008. "Energy consumption and real GDP in G7 countries: New evidence from panel cointegration with structural breaks," Energy Economics, Elsevier, vol. 30(5), pages 2331-2341, September.
    8. Shahbaz, Muhammad & Lean, Hooi Hooi, 2012. "Does financial development increase energy consumption? The role of industrialization and urbanization in Tunisia," Energy Policy, Elsevier, vol. 40(C), pages 473-479.
    9. Al-mulali, Usama & Binti Che Sab, Che Normee, 2012. "The impact of energy consumption and CO2 emission on the economic growth and financial development in the Sub Saharan African countries," Energy, Elsevier, vol. 39(1), pages 180-186.
    10. 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.
    11. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    12. Islam, Faridul & Shahbaz, Muhammad & Ahmed, Ashraf U. & Alam, Md. Mahmudul, 2013. "Financial development and energy consumption nexus in Malaysia: A multivariate time series analysis," Economic Modelling, Elsevier, vol. 30(C), pages 435-441.
    13. Ilhan Ozturk & Muhittin Kaplan & Huseyin Kalyoncu, 2013. "The Causal Relationship between Energy Consumption and GDP in Turkey," Energy & Environment, , vol. 24(5), pages 727-734, September.
    14. Asafu-Adjaye, John, 2000. "The relationship between energy consumption, energy prices and economic growth: time series evidence from Asian developing countries," Energy Economics, Elsevier, vol. 22(6), pages 615-625, December.
    15. 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.
    16. Liddle, Brantley, 2001. "Free trade and the environment-development system," Ecological Economics, Elsevier, vol. 39(1), pages 21-36, October.
    17. Brian R. Copeland & M. Scott Taylor, 2004. "Trade, Growth, and the Environment," Journal of Economic Literature, American Economic Association, vol. 42(1), pages 7-71, March.
    18. Helmut Lütkepohl, 2006. "Structural Vector Autoregressive Analysis for Cointegrated Variables," Springer Books, in: Olaf Hübler & Jachim Frohn (ed.), Modern Econometric Analysis, chapter 6, pages 73-86, Springer.
    19. Lee, Chien-Chiang, 2005. "Energy consumption and GDP in developing countries: A cointegrated panel analysis," Energy Economics, Elsevier, vol. 27(3), pages 415-427, May.
    20. Aghion, Philippe & Banerjee, Abhijit, 2005. "Volatility and Growth," OUP Catalogue, Oxford University Press, number 9780199248612, Decembrie.
    21. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
    22. Muhammad Shahbaz & Samia Nasreen & Chong Hui Ling & Rashid Sbia, 2014. "Causality between Trade Openness and Energy Consumption- What Causes What in High, Middle and Low Income Countries," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 53(4), pages 423-459.
    23. Romain Wacziarg & Karen Horn Welch, 2008. "Trade Liberalization and Growth: New Evidence," The World Bank Economic Review, World Bank, vol. 22(2), pages 187-231, June.
    24. Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
    25. Stern, David I. & Enflo, Kerstin, 2013. "Causality between energy and output in the long-run," Energy Economics, Elsevier, vol. 39(C), pages 135-146.
    26. Pierre Perron, 1994. "Trend, Unit Root and Structural Change in Macroeconomic Time Series," Palgrave Macmillan Books, in: B. Bhaskara Rao (ed.), Cointegration, chapter 4, pages 113-146, Palgrave Macmillan.
    27. Stern, David I., 1993. "Energy and economic growth in the USA : A multivariate approach," Energy Economics, Elsevier, vol. 15(2), pages 137-150, April.
    28. Paresh Kumar Narayan, 2005. "The saving and investment nexus for China: evidence from cointegration tests," Applied Economics, Taylor & Francis Journals, vol. 37(17), pages 1979-1990.
    29. Al-Iriani, Mahmoud A., 2006. "Energy-GDP relationship revisited: An example from GCC countries using panel causality," Energy Policy, Elsevier, vol. 34(17), pages 3342-3350, November.
    30. Mahadevan, Renuka & Asafu-Adjaye, John, 2007. "Energy consumption, economic growth and prices: A reassessment using panel VECM for developed and developing countries," Energy Policy, Elsevier, vol. 35(4), pages 2481-2490, April.
    31. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    32. Axel Dreher, 2006. "Does globalization affect growth? Evidence from a new index of globalization," Applied Economics, Taylor & Francis Journals, vol. 38(10), pages 1091-1110.
    33. Stephan B. Bruns, Christian Gross and David I. Stern, 2014. "Is There Really Granger Causality Between Energy Use and Output?," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4).
    34. Jushan Bai & Pierre Perron, 2003. "Computation and analysis of multiple structural change models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(1), pages 1-22.
    35. Shafik, Nemat & Bandyopadhyay, Sushenjit, 1992. "Economic growth and environmental quality : time series and cross-country evidence," Policy Research Working Paper Series 904, The World Bank.
    36. Perron, Pierre, 1997. "Further evidence on breaking trend functions in macroeconomic variables," Journal of Econometrics, Elsevier, vol. 80(2), pages 355-385, October.
    37. Çoban, Serap & Topcu, Mert, 2013. "The nexus between financial development and energy consumption in the EU: A dynamic panel data analysis," Energy Economics, Elsevier, vol. 39(C), pages 81-88.
    38. Kearsley, Aaron & Riddel, Mary, 2010. "A further inquiry into the Pollution Haven Hypothesis and the Environmental Kuznets Curve," Ecological Economics, Elsevier, vol. 69(4), pages 905-919, February.
    39. Richard Kozul-Wright & Piergiuseppe Fortunato, 2012. "International Trade and Carbon Emissions," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 24(4), pages 509-529, September.
    40. Andrea Goldstein & Nicolas Pinaud & Helmut Reisen, 2006. "The Rise of China and India: What's in it for Africa?," OECD Development Centre Policy Insights 19, OECD Publishing.
    41. Wolde-Rufael, Yemane, 2006. "Electricity consumption and economic growth: a time series experience for 17 African countries," Energy Policy, Elsevier, vol. 34(10), pages 1106-1114, July.
    42. Apergis, Nicholas & Payne, James E., 2009. "CO2 emissions, energy usage, and output in Central America," Energy Policy, Elsevier, vol. 37(8), pages 3282-3286, August.
    43. Suri, Vivek & Chapman, Duane, 1998. "Economic growth, trade and energy: implications for the environmental Kuznets curve," Ecological Economics, Elsevier, vol. 25(2), pages 195-208, May.
    44. Wustenhagen, Rolf & Wolsink, Maarten & Burer, Mary Jean, 2007. "Social acceptance of renewable energy innovation: An introduction to the concept," Energy Policy, Elsevier, vol. 35(5), pages 2683-2691, May.
    45. Lee, Chien-Chiang & Chang, Chun-Ping, 2008. "Energy consumption and economic growth in Asian economies: A more comprehensive analysis using panel data," Resource and Energy Economics, Elsevier, vol. 30(1), pages 50-65, January.
    46. Robin L. Lumsdaine & David H. Papell, 1997. "Multiple Trend Breaks And The Unit-Root Hypothesis," The Review of Economics and Statistics, MIT Press, vol. 79(2), pages 212-218, May.
    47. 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.
    48. Lo, Kevin, 2014. "A critical review of China's rapidly developing renewable energy and energy efficiency policies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 29(C), pages 508-516.
    49. Sadorsky, Perry, 2011. "Financial development and energy consumption in Central and Eastern European frontier economies," Energy Policy, Elsevier, vol. 39(2), pages 999-1006, February.
    50. Brian R. Copeland & M. Scott Taylor, 1995. "Trade and the Environment: A Partial Synthesis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 77(3), pages 765-771.
    51. H seyin Kalyoncu & Faruk G rsoy & Hasan G cen, 2013. "Causality Relationship between GDP and Energy Consumption in Georgia, Azerbaijan and Armenia," International Journal of Energy Economics and Policy, Econjournals, vol. 3(1), pages 111-117.
    52. Xu, Jin-Hua & Fleiter, Tobias & Eichhammer, Wolfgang & Fan, Ying, 2012. "Energy consumption and CO2 emissions in China's cement industry: A perspective from LMDI decomposition analysis," Energy Policy, Elsevier, vol. 50(C), pages 821-832.
    53. Joseph E. Stiglitz, 2004. "Capital-market Liberalization, Globalization, and the IMF," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 20(1), pages 57-71, Spring.
    54. 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.
    55. Zhang, Jin & Wang, Lanfang & Wang, Susheng, 2012. "Financial development and economic growth: Recent evidence from China," Journal of Comparative Economics, Elsevier, vol. 40(3), pages 393-412.
    56. Philippe Aghion & George-Marios Angeletos & Abhijit Banerjee & Kalina Manova, 2005. "Volatility and Growth: Credit Constraints and Productivity-Enhancing Investment," NBER Working Papers 11349, National Bureau of Economic Research, Inc.
    57. Liang-Chou Huang & Shu-Hwa Chang, 2014. "Revisit the nexus of trade openness and GDP growth: Does the financial system matter?," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 23(7), pages 1038-1058, October.
    58. 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.
    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. Ruqayya Ibraheem & Ismat Nasim, 2021. "Globalization, Energy Use and Environmental Degradation in Thailand," iRASD Journal of Energy and Environment, International Research Association for Sustainable Development (iRASD), vol. 2(1), pages 01-11, June.
    2. Muhammad Shahbaz & Syed Jawad Hussain Shahzad & Shaista Alam & Nicholas Apergis, 2018. "Globalisation, economic growth and energy consumption in the BRICS region: The importance of asymmetries," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 27(8), pages 985-1009, November.
    3. Ahmed, Khalid, 2015. "The sheer scale of China’s urban renewal and CO2 emissions: Multiple structural breaks, long-run relationship and short-run dynamics," MPRA Paper 71035, University Library of Munich, Germany.
    4. Ahmed, Khalid & Rehman, Mujeeb Ur & Ozturk, Ilhan, 2017. "What drives carbon dioxide emissions in the long-run? Evidence from selected South Asian Countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 70(C), pages 1142-1153.
    5. Ahmed, Khalid, 2017. "Revisiting the role of financial development for energy-growth-trade nexus in BRICS economies," Energy, Elsevier, vol. 128(C), pages 487-495.
    6. Ahmed, Khalid & Shahbaz, Muhammad & Kyophilavong, Phouphet, 2016. "Revisiting the emissions-energy-trade nexus: Evidence from the newly industrializing," MPRA Paper 68680, University Library of Munich, Germany, revised 05 Jan 2016.
    7. Shi, Xinjie, 2019. "Inequality of opportunity in energy consumption in China," Energy Policy, Elsevier, vol. 124(C), pages 371-382.
    8. Habib Ur Rahman & Umer Zaman & Jarosław Górecki, 2021. "The Role of Energy Consumption, Economic Growth and Globalization in Environmental Degradation: Empirical Evidence from the BRICS Region," Sustainability, MDPI, vol. 13(4), pages 1-16, February.
    9. Dagoumas, Athanasios S. & Polemis, Michael L. & Soursou, Symeoni-Eleni, 2020. "Revisiting the impact of energy prices on economic growth: Lessons learned from the European Union," Economic Analysis and Policy, Elsevier, vol. 66(C), pages 85-95.
    10. Balsalobre-Lorente, Daniel & Shahbaz, Muhammad & Roubaud, David & Farhani, Sahbi, 2018. "How economic growth, renewable electricity and natural resources contribute to CO2 emissions?," Energy Policy, Elsevier, vol. 113(C), pages 356-367.
    11. Zhu Weimin & Muhammad Zubair Chishti, 2021. "Toward Sustainable Development: Assessing the Effects of Commercial Policies on Consumption and Production-Based Carbon Emissions in Developing Economies," SAGE Open, , vol. 11(4), pages 21582440211, December.
    12. Najid Ahmad & Liangsheng Du & Xian-Liang Tian & Jianlin Wang, 2019. "Chinese growth and dilemmas: modelling energy consumption, CO2 emissions and growth in China," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(1), pages 315-338, January.
    13. Ozcan, Burcu & Danish, & Temiz, Mehmet, 2022. "An empirical investigation between renewable energy consumption, globalization and human capital: A dynamic auto-regressive distributive lag simulation," Renewable Energy, Elsevier, vol. 193(C), pages 195-203.
    14. Wu, Ge & Baležentis, Tomas & Sun, Chuanwang & Xu, Shuhua, 2019. "Source control or end-of-pipe control: Mitigating air pollution at the regional level from the perspective of the Total Factor Productivity change decomposition," Energy Policy, Elsevier, vol. 129(C), pages 1227-1239.

    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. Shahbaz, Muhammad & Mallick, Hrushikesh & Mahalik, Mantu Kumar & Sadorsky, Perry, 2016. "The role of globalization on the recent evolution of energy demand in India: Implications for sustainable development," Energy Economics, Elsevier, vol. 55(C), pages 52-68.
    2. Pradhan, Rudra P. & Arvin, Mak B. & Nair, Mahendhiran & Bennett, Sara E. & Hall, John H., 2018. "The dynamics between energy consumption patterns, financial sector development and economic growth in Financial Action Task Force (FATF) countries," Energy, Elsevier, vol. 159(C), pages 42-53.
    3. Mahalik, Mantu Kumar & Babu, M. Suresh & Loganathan, Nanthakumar & Shahbaz, Muhammad, 2017. "Does financial development intensify energy consumption in Saudi Arabia?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 1022-1034.
    4. 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.
    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. Shahbaz, Muhammad & Hoang, Thi Hong Van & Mahalik, Mantu Kumar & Roubaud, David, 2017. "Energy consumption, financial development and economic growth in India: New evidence from a nonlinear and asymmetric analysis," Energy Economics, Elsevier, vol. 63(C), pages 199-212.
    7. 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.
    8. 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.
    9. Paresh Narayan & Russell Smyth, 2014. "Applied Econometrics and a Decade of Energy Economics Research," Monash Economics Working Papers 21-14, Monash University, Department of Economics.
    10. Ali Raza Cheema & Attiya Yasmin Javid, 2015. "The Relationship between Disaggregate Energy Consumption, Economic Growth and Environment for Asian Developing Economies," PIDE-Working Papers 2015:115, Pakistan Institute of Development Economics.
    11. Shahzad, Syed Jawad Hussain & Kumar, Ronald Ravinesh & Zakaria, Muhammad & Hurr, Maryam, 2017. "Carbon emission, energy consumption, trade openness and financial development in Pakistan: A revisit," Renewable and Sustainable Energy Reviews, Elsevier, vol. 70(C), pages 185-192.
    12. 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.
    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. 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.
    15. Ali, Wajahat & Abdullah, Azrai & Azam, Muhammad, 2017. "Re-visiting the environmental Kuznets curve hypothesis for Malaysia: Fresh evidence from ARDL bounds testing approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 990-1000.
    16. Shahbaz, Muhammad, 2017. "Current Issues in Time-Series Analysis for the Energy-Growth Nexus; Asymmetries and Nonlinearities Case Study: Pakistan," MPRA Paper 82221, University Library of Munich, Germany, revised 19 Oct 2017.
    17. Sanu, Md Sahnewaz, 2019. "Re-examining the Environmental Kuznets Curve Hypothesis in India: The Role of Coal Consumption, Financial Development and Trade Openness," MPRA Paper 107845, University Library of Munich, Germany, revised Dec 2019.
    18. repec:ipg:wpaper:2014-522 is not listed on IDEAS
    19. 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.
    20. Kahouli, Bassem, 2017. "The short and long run causality relationship among economic growth, energy consumption and financial development: Evidence from South Mediterranean Countries (SMCs)," Energy Economics, Elsevier, vol. 68(C), pages 19-30.
    21. Shahbaz, Muhammad & Abosedra, Salah & Sbia, Rashid, 2013. "Energy Consumption, Financial Development and Growth: Evidence from Cointegration with unknown Structural breaks in Lebanon," MPRA Paper 46580, University Library of Munich, Germany.

    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:rensus:v:58:y:2016:i:c:p:224-234. 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/wps/find/journaldescription.cws_home/600126/description#description .

    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.