IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v52y2015icp890-896.html
   My bibliography  Save this article

Energy consumption–economic growth nexus for Pakistan: Taming the untamed

Author

Listed:
  • Ahmed, Mumtaz
  • Riaz, Khalid
  • Maqbool Khan, Atif
  • Bibi, Salma

Abstract

A recent survey of energy-growth literature has highlighted the potential trade-off between bivariate models that suffer from omitted variable bias, and the danger of over-parameterization of multivariate models in the individual country setting (Narayan and Smyth [2]). This is a serious limitation when the interest is in drawing policy implications for specific countries with short times series of available data. The maximum entropy bootstrap approach was used to re-examine the nature of causal relationship between energy consumption and economic growth for Pakistan where the available time series data was only from 1971 to 2011. Unlike the techniques used in much of the earlier literature, this approach does not rely on asymptotic methods and, therefore, leads to robust inference even in small samples. Moreover, the approach can be applied in the presence of non-stationarity of any type, and structural breaks, without requiring data transformation for to achieving stationarity, and is not sensitive to specification errors such as those in lag length selection. The empirical findings, based on both the bivariate as well as the multivariate frameworks, supported the conservation hypothesis, implying the existence of a unidirectional causality from economic growth to energy consumption.

Suggested Citation

  • Ahmed, Mumtaz & Riaz, Khalid & Maqbool Khan, Atif & Bibi, Salma, 2015. "Energy consumption–economic growth nexus for Pakistan: Taming the untamed," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 890-896.
  • Handle: RePEc:eee:rensus:v:52:y:2015:i:c:p:890-896
    DOI: 10.1016/j.rser.2015.07.063
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1364032115007108
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.rser.2015.07.063?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. Muhammad Shahbaz & Ilhan Ozturk & Amjad Ali, 2015. "Electricity Consumption and Economic Growth Causality Revisited: Evidence from Turkey," Bulletin of Energy Economics (BEE), The Economics and Social Development Organization (TESDO), vol. 3(4), pages 176-193, December.
    2. Muhammad Arshad Khan & Usman Ahmad, 2008. "Energy Demand in Pakistan: A Disaggregate Analysis," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 47(4), pages 437-455.
    3. Toda, Hiro Y & Phillips, Peter C B, 1993. "Vector Autoregressions and Causality," Econometrica, Econometric Society, vol. 61(6), pages 1367-1393, November.
    4. 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.
    5. 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.
    6. Mehrara, Mohsen, 2007. "Energy consumption and economic growth: The case of oil exporting countries," Energy Policy, Elsevier, vol. 35(5), pages 2939-2945, May.
    7. Shahbaz, Muhammad & Lean, Hooi Hooi, 2012. "The dynamics of electricity consumption and economic growth: A revisit study of their causality in Pakistan," Energy, Elsevier, vol. 39(1), pages 146-153.
    8. Jamil, Faisal & Ahmad, Eatzaz, 2010. "The relationship between electricity consumption, electricity prices and GDP in Pakistan," Energy Policy, Elsevier, vol. 38(10), pages 6016-6025, October.
    9. Shahbaz, Muhammad & Lean, Hooi Hooi & Farooq, Abdul, 2013. "Natural gas consumption and economic growth in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 87-94.
    10. Khalid Mushtaq & Faisal Abbas & Abedullah & Abdul Ghafoor, 2007. "Energy Use for Economic Growth: Cointegration and Causality Analysis from the Agriculture Sector of Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 46(4), pages 1065-1073.
    11. Ben Aïssa, Mohamed Safouane & Ben Jebli, Mehdi & Ben Youssef, Slim, 2014. "Output, renewable energy consumption and trade in Africa," Energy Policy, Elsevier, vol. 66(C), pages 11-18.
    12. Abbas, Faisal & Choudhury, Nirmalya, 2013. "Electricity consumption-economic growth Nexus: An aggregated and disaggregated causality analysis in India and Pakistan," Journal of Policy Modeling, Elsevier, vol. 35(4), pages 538-553.
    13. Sadorsky, Perry, 2012. "Energy consumption, output and trade in South America," Energy Economics, Elsevier, vol. 34(2), pages 476-488.
    14. Coers, Robin & Sanders, Mark, 2013. "The energy–GDP nexus; addressing an old question with new methods," Energy Economics, Elsevier, vol. 36(C), pages 708-715.
    15. Shahbaz, Muhammad & Zeshan, Muhammad & Afza, Talat, 2012. "Is energy consumption effective to spur economic growth in Pakistan? New evidence from bounds test to level relationships and Granger causality tests," Economic Modelling, Elsevier, vol. 29(6), pages 2310-2319.
    16. Zahid Ashraf & Attiya Yasmin Javid & Muhammad Javid, 2013. "Electricity consumption and economic growth: evidence from Pakistan," Economics and Business Letters, Oviedo University Press, vol. 2(1), pages 21-32.
    17. Ozturk, Ilhan, 2010. "A literature survey on energy-growth nexus," Energy Policy, Elsevier, vol. 38(1), pages 340-349, January.
    18. Vaona, Andrea, 2013. "The sclerosis of regional electricity intensities in Italy: An aggregate and sectoral analysis," Applied Energy, Elsevier, vol. 104(C), pages 880-889.
    19. Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
    20. Stern, David I. & Enflo, Kerstin, 2013. "Causality between energy and output in the long-run," Energy Economics, Elsevier, vol. 39(C), pages 135-146.
    21. Muhammad Shahbaz & Mete Feridun, 2012. "Electricity consumption and economic growth empirical evidence from Pakistan," Quality & Quantity: International Journal of Methodology, Springer, vol. 46(5), pages 1583-1599, August.
    22. Stern, David I., 1993. "Energy and economic growth in the USA : A multivariate approach," Energy Economics, Elsevier, vol. 15(2), pages 137-150, April.
    23. Yalta, A. Yasemin, 2013. "Revisiting the FDI-led growth Hypothesis: The case of China," Economic Modelling, Elsevier, vol. 31(C), pages 335-343.
    24. Qazi Muhammad Adnan Hye & Sana Riaz, 2008. "Causality between Energy Consumption and Economic Growth: The Case of Pakistan," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 13(2), pages 45-58, Jul-Dec.
    25. Sadorsky, Perry, 2011. "Trade and energy consumption in the Middle East," Energy Economics, Elsevier, vol. 33(5), pages 739-749, September.
    26. Wang, Qiang, 2014. "Effects of urbanisation on energy consumption in China," Energy Policy, Elsevier, vol. 65(C), pages 332-339.
    27. Stern, David I., 2000. "A multivariate cointegration analysis of the role of energy in the US macroeconomy," Energy Economics, Elsevier, vol. 22(2), pages 267-283, April.
    28. Talha Yalta, A. & Cakar, Hatice, 2012. "Energy consumption and economic growth in China: A reconciliation," Energy Policy, Elsevier, vol. 41(C), pages 666-675.
    29. 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.
    30. Akhmat, Ghulam & Zaman, Khalid, 2013. "Nuclear energy consumption, commercial energy consumption and economic growth in South Asia: Bootstrap panel causality test," Renewable and Sustainable Energy Reviews, Elsevier, vol. 25(C), pages 552-559.
    31. 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).
    32. Payne, James E., 2010. "A survey of the electricity consumption-growth literature," Applied Energy, Elsevier, vol. 87(3), pages 723-731, March.
    33. Chien, Taichen & Hu, Jin-Li, 2008. "Renewable energy: An efficient mechanism to improve GDP," Energy Policy, Elsevier, vol. 36(8), pages 3035-3042, August.
    34. Lean, Hooi Hooi & Smyth, Russell, 2010. "On the dynamics of aggregate output, electricity consumption and exports in Malaysia: Evidence from multivariate Granger causality tests," Applied Energy, Elsevier, vol. 87(6), pages 1963-1971, June.
    35. Mirza, Irfan Afzal & Khan, Nasim A. & Memon, Naeem, 2010. "Development of benchmark wind speed for Gharo and Jhimpir, Pakistan," Renewable Energy, Elsevier, vol. 35(3), pages 576-582.
    36. 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.
    37. repec:ipg:wpaper:2014-057 is not listed on IDEAS
    38. Yalta, A. Talha, 2011. "Analyzing energy consumption and GDP nexus using maximum entropy bootstrap: The case of Turkey," Energy Economics, Elsevier, vol. 33(3), pages 453-460, May.
    39. Malik, Sidra Nisar & Sukhera, Osama Rafiq, 2012. "Management of natural gas resources and search for alternative renewable energy resources: A case study of Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(2), pages 1282-1290.
    40. Vinod, Hrishikesh D. & Lopez-de-Lacalle, Javier, 2009. "Maximum Entropy Bootstrap for Time Series: The meboot R Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 29(i05).
    41. Vinod, H. D., 2004. "Ranking mutual funds using unconventional utility theory and stochastic dominance," Journal of Empirical Finance, Elsevier, vol. 11(3), pages 353-377, June.
    42. 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.
    43. Brantley Liddle, 2013. "The Energy, Economic Growth, Urbanization Nexus Across Development: Evidence from Heterogeneous Panel Estimates Robust to Cross-Sectional Dependence," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2).
    44. ASGHAR, Zahid, 2008. "Energy–Gdp Relationship: A Causal Analysis For The Five Countries Of South Asia," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 8(1), pages 167-180.
    45. Sadorsky, Perry, 2013. "Do urbanization and industrialization affect energy intensity in developing countries?," Energy Economics, Elsevier, vol. 37(C), pages 52-59.
    46. 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.
    47. Kessides, Ioannis N., 2013. "Chaos in power: Pakistan's electricity crisis," Energy Policy, Elsevier, vol. 55(C), pages 271-285.
    48. Nicholas Apergisu & Dan Danuletiu, 2012. "Energy Consumption and Growth in Romania: Evidence from a Panel Error Correction Model," International Journal of Energy Economics and Policy, Econjournals, vol. 2(4), pages 348-356.
    49. Benjamin S. Cheng, 1999. "Causality Between Energy Consumption and Economic Growth in India: An Application of Cointegration and Error-Correction Modeling," Indian Economic Review, Department of Economics, Delhi School of Economics, vol. 34(1), pages 39-49, January.
    50. Lutkepohl, Helmut, 1982. "Non-causality due to omitted variables," Journal of Econometrics, Elsevier, vol. 19(2-3), pages 367-378, August.
    51. Liu, Yaobin & Xie, Yichun, 2013. "Asymmetric adjustment of the dynamic relationship between energy intensity and urbanization in China," Energy Economics, Elsevier, vol. 36(C), pages 43-54.
    52. Mishra, Vinod & Sharma, Susan & Smyth, Russell, 2009. "Are fluctuations in energy consumption per capita transitory? Evidence from a panel of Pacific Island countries," Energy Policy, Elsevier, vol. 37(6), pages 2318-2326, June.
    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. Fazal, Rizwan & Rehman, Syed Aziz Ur & Rehman, Atiq Ur & Bhatti, Muhammad Ishaq & Hussain, Anwar, 2021. "Energy-environment-economy causal nexus in Pakistan: A graph theoretic approach," Energy, Elsevier, vol. 214(C).
    2. Faisal Mahmood & Maria Saleem, 2016. "An Empirical Analysis of the Impact of Energy Consumption on the Financial Development of the Emerging Economies: A Moderating Role of Oil Prices," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 8(9), pages 26-33, September.
    3. Kashif Munir & Sana Nadeem, 2022. "Disaggregate Energy Consumption and Economic Growth in Pakistan: A Sectoral Analysis," International Journal of Energy Economics and Policy, Econjournals, vol. 12(1), pages 296-306.
    4. Radovanović, Mirjana & Filipović, Sanja & Pavlović, Dejan, 2017. "Energy security measurement – A sustainable approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 68(P2), pages 1020-1032.
    5. Luís Miguel Marques & José Alberto Fuinhas & António Cardoso Marques, 2019. "Are There Spillovers from China on the Global Energy-Growth Nexus? Evidence from Four World Regions," Economies, MDPI, vol. 7(2), pages 1-19, June.
    6. Lin, Boqiang & Raza, Muhammad Yousaf, 2020. "Analysis of energy security indicators and CO2 emissions. A case from a developing economy," Energy, Elsevier, vol. 200(C).
    7. Iftikhar Ahmad & Muhammad Salman Arif & Izzat Iqbal Cheema & Patrik Thollander & Masroor Ahmed Khan, 2020. "Drivers and Barriers for Efficient Energy Management Practices in Energy-Intensive Industries: A Case-Study of Iron and Steel Sector," Sustainability, MDPI, vol. 12(18), pages 1-16, September.
    8. Muhammad Yousaf Raza & Muhammad Tauqir Sultan Shah, 2020. "Analysis of coal-related energy consumption in Pakistan: an alternative energy resource to fuel economic development," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(7), pages 6149-6170, October.
    9. Papada, Lefkothea & Kaliampakos, Dimitris, 2016. "Developing the energy profile of mountainous areas," Energy, Elsevier, vol. 107(C), pages 205-214.
    10. Rizwan Fazal & Syed Aziz Ur Rehman & Muhammad Ishaq Bhatti & Atiq Ur Rehman & Fariha Arooj & Umar Hayat, 2021. "A Cross-Sectoral Investigation of the Energy–Environment–Economy Causal Nexus in Pakistan: Policy Suggestions for Improved Energy Management," Energies, MDPI, vol. 14(17), pages 1-22, September.
    11. Alam, Mohammad Jahangir & Ahmed, Mumtaz & Begum, Ismat Ara, 2017. "Nexus between non-renewable energy demand and economic growth in Bangladesh: Application of Maximum Entropy Bootstrap approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 399-406.
    12. Bilgili, Faik & Koçak, Emrah & Bulut, Ümit & Kuşkaya, Sevda, 2017. "Can biomass energy be an efficient policy tool for sustainable development?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 71(C), pages 830-845.
    13. Ur Rehman, Syed Aziz & Cai, Yanpeng & Mirjat, Nayyar Hussain & Walasai, Gordhan Das & Nafees, Mohammad, 2019. "Energy-environment-economy nexus in Pakistan: Lessons from a PAK-TIMES model," Energy Policy, Elsevier, vol. 126(C), pages 200-211.
    14. Rath, Badri Narayan & Akram, Vaseem & Bal, Debi Prasad & Mahalik, Mantu Kumar, 2019. "Do fossil fuel and renewable energy consumption affect total factor productivity growth? Evidence from cross-country data with policy insights," Energy Policy, Elsevier, vol. 127(C), pages 186-199.
    15. Nawaz, Kishwar & Lahiani, Amine & Roubaud, David, 2023. "Do natural resources determine energy consumption in Pakistan? The importance of quantile asymmetries," The Quarterly Review of Economics and Finance, Elsevier, vol. 87(C), pages 200-211.
    16. Aqil Khan & Mumtaz Ahmed & Salma Bibi, 2019. "Financial development and economic growth nexus for Pakistan: a revisit using maximum entropy bootstrap approach," Empirical Economics, Springer, vol. 57(4), pages 1157-1169, October.
    17. Fazal, Rizwan & Rehman, Syed Aziz Ur & Bhatti, M. Ishaq, 2022. "Graph theoretic approach to expose the energy-induced crisis in Pakistan," Energy Policy, Elsevier, vol. 169(C).
    18. Syed Aziz Ur Rehman & Yanpeng Cai & Rizwan Fazal & Gordhan Das Walasai & Nayyar Hussain Mirjat, 2017. "An Integrated Modeling Approach for Forecasting Long-Term Energy Demand in Pakistan," Energies, MDPI, vol. 10(11), pages 1-23, November.
    19. Roubaud, David & Shahbaz, Muhammad, 2018. "Financial Development, Economic Growth, and Electricity Demand: A Sector Analysis of an Emerging Economy," MPRA Paper 87212, University Library of Munich, Germany, revised 06 Jun 2018.
    20. Muhammad Yousaf Raza & Songlin Tang, 2022. "Inter-Fuel Substitution, Technical Change, and Carbon Mitigation Potential in Pakistan: Perspectives of Environmental Analysis," Energies, MDPI, vol. 15(22), pages 1-20, November.

    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. Smyth, Russell & Narayan, Paresh Kumar, 2015. "Applied econometrics and implications for energy economics research," Energy Economics, Elsevier, vol. 50(C), pages 351-358.
    2. 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.
    3. Alam, Mohammad Jahangir & Ahmed, Mumtaz & Begum, Ismat Ara, 2017. "Nexus between non-renewable energy demand and economic growth in Bangladesh: Application of Maximum Entropy Bootstrap approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 399-406.
    4. Shahbaz, Muhammad & Khan, Saleheen & Tahir, Mohammad Iqbal, 2013. "The dynamic links between energy consumption, economic growth, financial development and trade in China: Fresh evidence from multivariate framework analysis," Energy Economics, Elsevier, vol. 40(C), pages 8-21.
    5. Roubaud, David & Shahbaz, Muhammad, 2018. "Financial Development, Economic Growth, and Electricity Demand: A Sector Analysis of an Emerging Economy," MPRA Paper 87212, University Library of Munich, Germany, revised 06 Jun 2018.
    6. 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.
    7. 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.
    8. Hayat, Farah & Pirzada, Muhammad Daniel Saeed & Khan, Abid Ali, 2018. "The validation of Granger causality through formulation and use of finance-growth-energy indexes," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 1859-1867.
    9. 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.
    10. Destek, Mehmet Akif, 2016. "Natural gas consumption and economic growth: Panel evidence from OECD countries," Energy, Elsevier, vol. 114(C), pages 1007-1015.
    11. Islam, Faridul & Shahbaz, Muhammad & Rahman, Mohammad Mafizur, 2013. "Trade Openness, Financial Development Energy Use and Economic Growth in Australia:Evidence on Long Run Relation with Structural Breaks," MPRA Paper 52546, University Library of Munich, Germany, revised 28 Dec 2013.
    12. Acheampong, Alex O. & Boateng, Elliot & Amponsah, Mary & Dzator, Janet, 2021. "Revisiting the economic growth–energy consumption nexus: Does globalization matter?," Energy Economics, Elsevier, vol. 102(C).
    13. Kyophilavong, Phouphet & Shahbaz, Muhammad & Anwar, Sabeen & Masood, Sameen, 2015. "The energy-growth nexus in Thailand: Does trade openness boost up energy consumption?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 46(C), pages 265-274.
    14. Shahbaz, Muhammad & Benkraiem, Ramzi & Miloudi, Anthony & Lahiani, Amine, 2017. "Production function with electricity consumption and policy implications in Portugal," Energy Policy, Elsevier, vol. 110(C), pages 588-599.
    15. Farhani, Sahbi & Shahbaz, Muhammad & Sbia, Rashid & Chaibi, Anissa, 2014. "What does MENA region initially need: Grow output or mitigate CO2 emissions?," Economic Modelling, Elsevier, vol. 38(C), pages 270-281.
    16. Mudassir Zaman & Farzana Shaheen & Azad Haider & Sadia Qamar, 2015. "Examining Relationship between Electricity Consumption and its Major Determinants in Pakistan," International Journal of Energy Economics and Policy, Econjournals, vol. 5(4), pages 998-1009.
    17. Farhani, Sahbi & Shahbaz, Muhammad & Sbia, Rashid, 2013. "What is MENA Region Initially Needed: Grow Output or Mitigate CO2 Emissions?," MPRA Paper 48859, University Library of Munich, Germany, revised 05 Aug 2013.
    18. repec:ipg:wpaper:2014-529 is not listed on IDEAS
    19. Muhammad Shahbaz & Faridul Islam & Muhammad Sabihuddin Butt, 2016. "Finance–Growth–Energy Nexus and the Role of Agriculture and Modern Sectors: Evidence from ARDL Bounds Test Approach to Cointegration in Pakistan," Global Business Review, International Management Institute, vol. 17(5), pages 1037-1059, October.
    20. Solarin, Sakiru Adebola & Shahbaz, Muhammad, 2015. "Natural gas consumption and economic growth: The role of foreign direct investment, capital formation and trade openness in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 42(C), pages 835-845.
    21. Benkraiem, Ramzi & Lahiani, Amine & Miloudi, Anthony & Shahbaz, Muhammad, 2019. "The asymmetric role of shadow economy in the energy-growth nexus in Bolivia," Energy Policy, Elsevier, vol. 125(C), pages 405-417.

    More about this item

    Keywords

    Entropy; Bootstrap; Causality;
    All these 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:eee:rensus:v:52:y:2015:i:c:p:890-896. 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.