IDEAS home Printed from https://ideas.repec.org/a/eco/journ2/2020-01-32.html
   My bibliography  Save this article

The Impact of Energy Consumption based on Fossil Fuel and Hydroelectricity Generation towards Pollution in Malaysia, Indonesia and Thailand

Author

Listed:
  • Abdul Rahim Ridzuan

    (Faculty of Business and Management, Universiti Teknologi MARA, Kampus Alor Gajah, Km 26 Jalan Lendu, 78000 Alor Gajah, Melaka, Malaysia,)

  • Aliashim Albani

    (Universiti Malaysia Terengganu, Malaysia,)

  • Abdul Rais Abdul Latiff

    (Universiti Sains Malaysia, Malaysia,)

  • Mohamad Idham Md Razak

    (Universiti Teknologi MARA, Malaysia,)

  • Mohd Haziq Murshidi

    (Universiti Malaysia Sabah, Malaysia.)

Abstract

This study investigated the effects of energy consumption (ENY) based on fossil fuels and alternative energy with hydroelectricity as its proxy upon pollution, aside from ascertaining if the correlation between income and pollution determined the presence of Environmental Kuznets curve (EKC). In addition, the functions of foreign direct investment (FDI) inflows and trade openness (TO) were probed into so as to generate more precise outcomes of EKC hypothesis. Hence, in order to fulfil the objectives outlined in this study, the Bound estimation method was utilized to examine three developing nations of the Association of South East Asian Nation (ASEAN), which are Malaysia, Indonesia, and Thailand. The main finding of interest retrieved from this paper refers to the EKC hypothesis reflective of Malaysia and Thailand. It was discovered that hydroelectricity favourably lowered the release of carbon emissions in the case of Malaysia, while it insignificantly influenced environmental degradation for Indonesia and Thailand. On the other hand, as anticipated, per capita energy use displayed a significant long-run effect in raising the levels of carbon emission in Indonesia and Thailand. Meanwhile, the FDI inflows seemed to improve the environmental quality only in Malaysia, while deepening in TO among ASEAN-3 nations appeared to successfully minimize issues related to environmental degradation in these countries.

Suggested Citation

  • Abdul Rahim Ridzuan & Aliashim Albani & Abdul Rais Abdul Latiff & Mohamad Idham Md Razak & Mohd Haziq Murshidi, 2020. "The Impact of Energy Consumption based on Fossil Fuel and Hydroelectricity Generation towards Pollution in Malaysia, Indonesia and Thailand," International Journal of Energy Economics and Policy, Econjournals, vol. 10(1), pages 215-227.
    • Handle: RePEc:eco:journ2:2020-01-32
    as

    Download full text from publisher

    File URL: https://www.econjournals.com/index.php/ijeep/article/download/8140/4776
    Download Restriction: no
    File URL: https://www.econjournals.com/index.php/ijeep/article/view/8140/4776
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Pao, Hsiao-Tien & Tsai, Chung-Ming, 2010. "CO2 emissions, energy consumption and economic growth in BRIC countries," Energy Policy, Elsevier, vol. 38(12), pages 7850-7860, December.
    3. Yin, Jianhua & Zheng, Mingzheng & Chen, Jian, 2015. "The effects of environmental regulation and technical progress on CO2 Kuznets curve: An evidence from China," Energy Policy, Elsevier, vol. 77(C), pages 97-108.
    4. Baek, Jungho, 2015. "Environmental Kuznets curve for CO2 emissions: The case of Arctic countries," Energy Economics, Elsevier, vol. 50(C), pages 13-17.
    5. Farhani, Sahbi & Chaibi, Anissa & Rault, Christophe, 2014. "CO2 emissions, output, energy consumption, and trade in Tunisia," Economic Modelling, Elsevier, vol. 38(C), pages 426-434.
    6. Chandran Govindaraju, V.G.R. & Tang, Chor Foon, 2013. "The dynamic links between CO2 emissions, economic growth and coal consumption in China and India," Applied Energy, Elsevier, vol. 104(C), pages 310-318.
    7. repec:ipg:wpaper:2014-582 is not listed on IDEAS
    8. 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.
    9. Sinha, Avik & Shahbaz, Muhammad, 2018. "Estimation of Environmental Kuznets Curve for CO2 emission: Role of renewable energy generation in India," Renewable Energy, Elsevier, vol. 119(C), pages 703-711.
    10. Ahmad, Salsabila & Kadir, Mohd Zainal Abidin Ab & Shafie, Suhaidi, 2011. "Current perspective of the renewable energy development in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(2), pages 897-904, February.
    11. 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.
    12. 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.
    13. Sharif Hossain, Md., 2011. "Panel estimation for CO2 emissions, energy consumption, economic growth, trade openness and urbanization of newly industrialized countries," Energy Policy, Elsevier, vol. 39(11), pages 6991-6999.
    14. Al-Mulali, Usama & Ozturk, Ilhan, 2015. "The effect of energy consumption, urbanization, trade openness, industrial output, and the political stability on the environmental degradation in the MENA (Middle East and North African) region," Energy, Elsevier, vol. 84(C), pages 382-389.
    15. 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.
    16. Paresh Kumar Narayan & Russell Smyth, 2006. "What Determines Migration Flows From Low‐Income To High‐Income Countries? An Empirical Investigation Of Fiji–U.S. Migration 1972–2001," Contemporary Economic Policy, Western Economic Association International, vol. 24(2), pages 332-342, April.
    17. Tang, Chor Foon & Tan, Bee Wah, 2015. "The impact of energy consumption, income and foreign direct investment on carbon dioxide emissions in Vietnam," Energy, Elsevier, vol. 79(C), pages 447-454.
    18. Marcel Kohler, 2013. "CO2 Emissions, Energy Consumption, Income and Foreign Trade: A South African Perspective," Working Papers 356, Economic Research Southern Africa.
    19. Bella, Giovanni & Massidda, Carla & Mattana, Paolo, 2014. "The relationship among CO2 emissions, electricity power consumption and GDP in OECD countries," Journal of Policy Modeling, Elsevier, vol. 36(6), pages 970-985.
    20. Tiwari, Aviral Kumar & Shahbaz, Muhammad & Adnan Hye, Qazi Muhammad, 2013. "The environmental Kuznets curve and the role of coal consumption in India: Cointegration and causality analysis in an open economy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 519-527.
    21. Asian Development Bank (ADB) & Asian Development Bank (ADB) & Asian Development Bank (ADB) & Asian Development Bank (ADB), 2016. "Asian Development Bank 2016 Sustainability Report: Investing for an Asia and the Pacific Free of Poverty," ADB Reports RPT167995-2, Asian Development Bank (ADB).
    22. 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.
    23. 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.
    24. repec:ipg:wpaper:201415 is not listed on IDEAS
    25. Adebola Solarin, Sakiru & Al-Mulali, Usama & Ozturk, Ilhan, 2017. "Validating the environmental Kuznets curve hypothesis in India and China: The role of hydroelectricity consumption," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 1578-1587.
    26. Pao, Hsiao-Tien & Fu, Hsin-Chia & Tseng, Cheng-Lung, 2012. "Forecasting of CO2 emissions, energy consumption and economic growth in China using an improved grey model," Energy, Elsevier, vol. 40(1), pages 400-409.
    27. Pal, Debdatta & Mitra, Subrata Kumar, 2017. "The environmental Kuznets curve for carbon dioxide in India and China: Growth and pollution at crossroad," Journal of Policy Modeling, Elsevier, vol. 39(2), pages 371-385.
    28. Al-mulali, Usama, 2012. "Factors affecting CO2 emission in the Middle East: A panel data analysis," Energy, Elsevier, vol. 44(1), pages 564-569.
    29. Lean, Hooi Hooi & Smyth, Russell, 2010. "CO2 emissions, electricity consumption and output in ASEAN," Applied Energy, Elsevier, vol. 87(6), pages 1858-1864, June.
    30. Kohler, Marcel, 2013. "CO2 emissions, energy consumption, income and foreign trade: A South African perspective," Energy Policy, Elsevier, vol. 63(C), pages 1042-1050.
    31. Arouri, Mohamed El Hedi & Ben Youssef, Adel & M'henni, Hatem & Rault, Christophe, 2012. "Energy consumption, economic growth and CO2 emissions in Middle East and North African countries," Energy Policy, Elsevier, vol. 45(C), pages 342-349.
    32. Sahbi Farhani & Anissa Chaibi & Christophe Rault, 2014. "A study of CO2 emissions, output,energy consumption, and trade," Working Papers 2014-56, Department of Research, Ipag Business School.
    33. Shahbaz, Muhammad & Solarin, Sakiru Adebola & Mahmood, Haider & Arouri, Mohamed, 2013. "Does financial development reduce CO2 emissions in Malaysian economy? A time series analysis," Economic Modelling, Elsevier, vol. 35(C), pages 145-152.
    34. 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.
    35. Joysri Acharyya, 2009. "Fdi, Growth And The Environment: Evidence From India On Co2 Emission During The Last Two Decades," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 34(1), pages 43-58, June.
    36. Shahbaz, muhammad & Solarin, Sakiru Adebola & Sbia, Rashid & Bibi, Sadia, 2015. "Does Energy Intensity Contribute to CO2 Emissions? A Trivariate Analysis in Selected African Countries," MPRA Paper 64335, University Library of Munich, Germany, revised 19 Mar 2015.
    37. 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.
    38. Narayan, Paresh Kumar & Narayan, Seema, 2010. "Carbon dioxide emissions and economic growth: Panel data evidence from developing countries," Energy Policy, Elsevier, vol. 38(1), pages 661-666, January.
    39. Kasman, Adnan & Duman, Yavuz Selman, 2015. "CO2 emissions, economic growth, energy consumption, trade and urbanization in new EU member and candidate countries: A panel data analysis," Economic Modelling, Elsevier, vol. 44(C), pages 97-103.
    40. Kivyiro, Pendo & Arminen, Heli, 2014. "Carbon dioxide emissions, energy consumption, economic growth, and foreign direct investment: Causality analysis for Sub-Saharan Africa," Energy, Elsevier, vol. 74(C), pages 595-606.
    41. Koutroumanidis, Theodoros & Ioannou, Konstantinos & Arabatzis, Garyfallos, 2009. "Predicting fuelwood prices in Greece with the use of ARIMA models, artificial neural networks and a hybrid ARIMA-ANN model," Energy Policy, Elsevier, vol. 37(9), pages 3627-3634, September.
    42. Jayanthakumaran, Kankesu & Verma, Reetu & Liu, Ying, 2012. "CO2 emissions, energy consumption, trade and income: A comparative analysis of China and India," Energy Policy, Elsevier, vol. 42(C), pages 450-460.
    43. Baek, Jungho, 2015. "A panel cointegration analysis of CO2 emissions, nuclear energy and income in major nuclear generating countries," Applied Energy, Elsevier, vol. 145(C), pages 133-138.
    44. 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.
    45. Wang, S.S. & Zhou, D.Q. & Zhou, P. & Wang, Q.W., 2011. "CO2 emissions, energy consumption and economic growth in China: A panel data analysis," Energy Policy, Elsevier, vol. 39(9), pages 4870-4875, September.
    46. 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.
    47. Begum, Rawshan Ara & Sohag, Kazi & Abdullah, Sharifah Mastura Syed & Jaafar, Mokhtar, 2015. "CO2 emissions, energy consumption, economic and population growth in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 594-601.
    48. Shahbaz, Muhammad & Kumar Tiwari, Aviral & Nasir, Muhammad, 2013. "The effects of financial development, economic growth, coal consumption and trade openness on CO2 emissions in South Africa," Energy Policy, Elsevier, vol. 61(C), pages 1452-1459.
    49. repec:ipg:wpaper:2014-056 is not listed on IDEAS
    50. Melikoglu, Mehmet, 2017. "Pumped hydroelectric energy storage: Analysing global development and assessing potential applications in Turkey based on Vision 2023 hydroelectricity wind and solar energy targets," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 146-153.
    51. 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. Tomiwa Sunday Adebayo & Mary Oluwatoyin Agboola & Husam Rjoub & Ibrahim Adeshola & Ephraim Bonah Agyekum & Nallapaneni Manoj Kumar, 2021. "Linking Economic Growth, Urbanization, and Environmental Degradation in China: What Is the Role of Hydroelectricity Consumption?," IJERPH, MDPI, vol. 18(13), pages 1-14, June.
    2. Oleg ANDREEV & Oksana LOMAKINA & Ariadna ALEKSANDROVA, 2021. "Diversification Of Structural And Crisis Risks In The Energy Sector Of The Asean Member Countries," Regional Science Inquiry, Hellenic Association of Regional Scientists, vol. 0(2), pages 149-160, June.
    3. Mesagan, Ekundayo Peter & Olunkwa, Chidi Ndubuisi, 2022. "Heterogeneous analysis of energy consumption, financial development, and pollution in Africa: The relevance of regulatory quality," Utilities Policy, Elsevier, vol. 74(C).
    4. Daniel Balsalobre-Lorente & Nuno Carlos Leitão & Festus Victor Bekun, 2021. "Fresh Validation of the Low Carbon Development Hypothesis under the EKC Scheme in Portugal, Italy, Greece and Spain," Energies, MDPI, vol. 14(1), pages 1-17, January.
    5. Halimahton Borhan & Abdul Rahim Ridzuan & Mohamad Idham Md Razak & Rozita Naina Mohamed, 2023. "The Dynamic Relationship between Energy Consumption and Level of Unemployment Rates in Malaysia: A Time Series Analysis Based on ARDL Estimation," International Journal of Energy Economics and Policy, Econjournals, vol. 13(2), pages 207-214, March.
    6. Siti Indati Mustapa & Bamidele Victor Ayodele & Waznatol Widad Mohamad Ishak & Freida Ozavize Ayodele, 2020. "Evaluation of Cost Competitiveness of Electric Vehicles in Malaysia Using Life Cycle Cost Analysis Approach," Sustainability, MDPI, vol. 12(13), pages 1-14, June.
    7. Abdul Rahim Ridzuan & Bayu Arie Fianto & Miguel Angel Esquivias & Vikniswari Vija Kumaran & Mohd Shahidan Shaari & Aliashim Albani, 2022. "Do Financial Development and Trade Liberalization Influence Environmental Quality in Indonesia? Evidence-based on ARDL Model," International Journal of Energy Economics and Policy, Econjournals, vol. 12(5), pages 342-351, September.
    8. Liton Chandra Voumik & Salma Akter & Mohammad Ridwan & Abdul Rahim Ridzuan & Amin Pujiati & Bestari Dwi Handayani & J. S. Keshminder & Mohamad Idham Md Razak, 2023. "Exploring the Factors behind Renewable Energy Consumption in Indonesia: Analyzing the Impact of Corruption and Innovation using ARDL Model," International Journal of Energy Economics and Policy, Econjournals, vol. 13(5), pages 115-125, September.
    9. Abdul Rahim Ridzuan & Vikniswari Vija Kumaran & Bayu Arie Fianto & Mohd Shahidan Shaari & Miguel Angel Esquivias & Aliashim Albani, 2022. "Reinvestigating the Presence of Environmental Kuznets Curve in Malaysia: The Role of Foreign Direct Investment," International Journal of Energy Economics and Policy, Econjournals, vol. 12(5), pages 217-225, September.

    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. Adebola Solarin, Sakiru & Al-Mulali, Usama & Ozturk, Ilhan, 2017. "Validating the environmental Kuznets curve hypothesis in India and China: The role of hydroelectricity consumption," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 1578-1587.
    2. 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.
    3. 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.
    4. Usama Al-Mulali & Sakiru Solarin & Ilhan Ozturk, 2016. "Investigating the presence of the environmental Kuznets curve (EKC) hypothesis in Kenya: an autoregressive distributed lag (ARDL) approach," 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. 80(3), pages 1729-1747, February.
    5. 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.
    6. Al-Mulali, Usama & Ozturk, Ilhan, 2016. "The investigation of environmental Kuznets curve hypothesis in the advanced economies: The role of energy prices," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 1622-1631.
    7. Bouznit, Mohammed & Pablo-Romero, María del P., 2016. "CO2 emission and economic growth in Algeria," Energy Policy, Elsevier, vol. 96(C), pages 93-104.
    8. Ertugrul, Hasan Murat & Çetin, Murat & Şeker, Fahri & Dogan, Eyüp, 2015. "The impact of trade openness on global carbon dioxide emissions: Evidence from the top ten emitters among developing countries," MPRA Paper 97539, University Library of Munich, Germany, revised 10 Mar 2016.
    9. Al-Mulali, Usama & Ozturk, Ilhan, 2015. "The effect of energy consumption, urbanization, trade openness, industrial output, and the political stability on the environmental degradation in the MENA (Middle East and North African) region," Energy, Elsevier, vol. 84(C), pages 382-389.
    10. 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.
    11. 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.
    12. Seker, Fahri & Ertugrul, Hasan Murat & Cetin, Murat, 2015. "The impact of foreign direct investment on environmental quality: A bounds testing and causality analysis for Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 347-356.
    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, 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.
    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. Ahad, Muhammad & Khan, Wali, 2016. "Does Globalization Impede Environmental Quality in Bangladesh? The Role of Real Economic Activities and Energy Use," MPRA Paper 76278, University Library of Munich, Germany, revised Jul 2016.
    17. Shahbaz, Muhammad & Haouas, Ilham & Hoang, Thi Hong Van, 2019. "Economic growth and environmental degradation in Vietnam: Is the environmental Kuznets curve a complete picture?," Emerging Markets Review, Elsevier, vol. 38(C), pages 197-218.
    18. 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.
    19. Charfeddine, Lanouar & Mrabet, Zouhair, 2017. "The impact of economic development and social-political factors on ecological footprint: A panel data analysis for 15 MENA countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 138-154.
    20. Jaforullah, Mohammad & King, Alan, 2017. "The econometric consequences of an energy consumption variable in a model of CO2 emissions," Energy Economics, Elsevier, vol. 63(C), pages 84-91.

    More about this item

    Keywords

    Energy Consumption; Hydroelectricity; Real Output; Carbon Emissions;
    All these keywords.

    JEL classification:

    • O1 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development
    • Q2 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation
    • Q4 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy

    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:eco:journ2:2020-01-32. 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: Ilhan Ozturk (email available below). General contact details of provider: http://www.econjournals.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.