IDEAS home Printed from https://ideas.repec.org/a/eee/jrpoli/v85y2023ipas0301420723005378.html
   My bibliography  Save this article

Natural resources extraction and financial inclusion: Linear and non-linear effect of natural resources on financial sector

Author

Listed:
  • Badeeb, Ramez Abubakr
  • Wang, Bo
  • Zhao, Jun
  • Khan, Zeeshan
  • Uktamov, Khusniddin Fakhriddinovich
  • Zhang, Changyong

Abstract

Unlike most other research that has focused more on the linear impact of natural resources on economic performance, the current study intends to examine the linear and non-linear impact of natural resource exploitation on multidimensional financial inclusion that considers the availability, accessibility, and usage of financial inclusion. Based on data from certain OECD economies from 2004 to 2020, the cross-sectional augmented ARDL (CS-ARDL) test reveals that natural resources have a negative linear and non-linear influence on financial inclusion, contrary to the hypothesis that they follow an inverted U-shaped curve, while the squared term of the effect is less negative than the linear term. It is additionally shown that globalisation and renewable energy consumption increase financial inclusion. Moreover, the impact of political risk and financial risk on financial inclusion is negative, while that of economic risk is positive. The study recommends promoting natural resources by channeling its impact into the real sector of the economy and encouraging renewable energy consumption with globalization.

Suggested Citation

  • Badeeb, Ramez Abubakr & Wang, Bo & Zhao, Jun & Khan, Zeeshan & Uktamov, Khusniddin Fakhriddinovich & Zhang, Changyong, 2023. "Natural resources extraction and financial inclusion: Linear and non-linear effect of natural resources on financial sector," Resources Policy, Elsevier, vol. 85(PA).
  • Handle: RePEc:eee:jrpoli:v:85:y:2023:i:pa:s0301420723005378
    DOI: 10.1016/j.resourpol.2023.103826
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0301420723005378
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.resourpol.2023.103826?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. Fungáčová, Zuzana & Weill, Laurent, 2015. "Understanding financial inclusion in China," China Economic Review, Elsevier, vol. 34(C), pages 196-206.
    2. Chen, Huangxin & Shi, Yi & Zhao, Xin, 2022. "Investment in renewable energy resources, sustainable financial inclusion and energy efficiency: A case of US economy," Resources Policy, Elsevier, vol. 77(C).
    3. Allen, Franklin & Demirguc-Kunt, Asli & Klapper, Leora & Martinez Peria, Maria Soledad, 2016. "The foundations of financial inclusion: Understanding ownership and use of formal accounts," Journal of Financial Intermediation, Elsevier, vol. 27(C), pages 1-30.
    4. Westerlund, Joakim & Edgerton, David L., 2007. "A panel bootstrap cointegration test," Economics Letters, Elsevier, vol. 97(3), pages 185-190, December.
    5. Ibrahim, Ridwan Lanre & Al-mulali, Usama & Ozturk, Ilhan & Bello, Ajide Kazeem & Raimi, Lukman, 2022. "On the criticality of renewable energy to sustainable development: Do green financial development, technological innovation, and economic complexity matter for China?," Renewable Energy, Elsevier, vol. 199(C), pages 262-277.
    6. Dwumfour, Richard Adjei & Ntow-Gyamfi, Matthew, 2018. "Natural resources, financial development and institutional quality in Africa: Is there a resource curse?," Resources Policy, Elsevier, vol. 59(C), pages 411-426.
    7. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    8. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    9. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    10. Cyn-Young Park & Rogelio Mercado, 2018. "Financial Inclusion, Poverty, And Income Inequality," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 63(01), pages 185-206, March.
    11. Liu, Jili & Kim Loan, Vo Thi & Mousa, Saeed & Ali, Anis & Muda, Iskandar & Cong, Phan The, 2023. "Sustainability and natural resources management in developed countries: The role of financial inclusion and human development," Resources Policy, Elsevier, vol. 80(C).
    12. Nazlioglu, Saban & Karul, Cagin, 2017. "A panel stationarity test with gradual structural shifts: Re-investigate the international commodity price shocks," Economic Modelling, Elsevier, vol. 61(C), pages 181-192.
    13. Asli Demirguc-Kunt & Leora Klapper, 2013. "Measuring Financial Inclusion: Explaining Variation in Use of Financial Services across and within Countries," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 44(1 (Spring), pages 279-340.
    14. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    15. Dolado, Juan J & Jenkinson, Tim & Sosvilla-Rivero, Simon, 1990. "Cointegration and Unit Roots," Journal of Economic Surveys, Wiley Blackwell, vol. 4(3), pages 249-273.
    16. Zaidi, Syed Anees Haider & Wei, Zixiang & Gedikli, Ayfer & Zafar, Muhammad Wasif & Hou, Fujun & Iftikhar, Yaser, 2019. "The impact of globalization, natural resources abundance, and human capital on financial development: Evidence from thirty-one OECD countries," Resources Policy, Elsevier, vol. 64(C).
    17. Yang, Bo & Ma, Fang & Deng, Weihua & Pi, Yang, 2022. "Digital inclusive finance and rural household subsistence consumption in China," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 627-642.
    18. Dong, Kangyin & Hochman, Gal & Zhang, Yaqing & Sun, Renjin & Li, Hui & Liao, Hua, 2018. "CO2 emissions, economic and population growth, and renewable energy: Empirical evidence across regions," Energy Economics, Elsevier, vol. 75(C), pages 180-192.
    19. Asli Demirguc-Kunt & Leora Klapper, 2013. "Measuring Financial Inclusion: Explaining Variation in Use of Financial Services across and within Countries," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 46(1 (Spring), pages 279-340.
    20. Atil, Ahmed & Nawaz, Kishwar & Lahiani, Amine & Roubaud, David, 2020. "Are natural resources a blessing or a curse for financial development in Pakistan? The importance of oil prices, economic growth and economic globalization," Resources Policy, Elsevier, vol. 67(C).
    21. Lin, Chia-Yang & Chau, Ka Yin & Tran, Trung Kien & Sadiq, Muhammad & Van, Le & Hien Phan, Thi Thu, 2022. "Development of renewable energy resources by green finance, volatility and risk: Empirical evidence from China," Renewable Energy, Elsevier, vol. 201(P1), pages 821-831.
    22. Neaime, Simon & Gaysset, Isabelle, 2018. "Financial inclusion and stability in MENA: Evidence from poverty and inequality," Finance Research Letters, Elsevier, vol. 24(C), pages 230-237.
    23. Marius Dalian Doran & Maria Magdalena Poenaru & Alexandra Lucia Zaharia & Sorana Vătavu & Oana Ramona Lobonț, 2022. "Fiscal Policy, Growth, Financial Development and Renewable Energy in Romania: An Autoregressive Distributed Lag Model with Evidence for Growth Hypothesis," Energies, MDPI, vol. 16(1), pages 1-18, December.
    24. Kebede, Jeleta & Naranpanawa, Athula & Selvanathan, Saroja, 2021. "Financial inclusion: Measures and applications to Africa," Economic Analysis and Policy, Elsevier, vol. 70(C), pages 365-379.
    25. Rahman, Mohammad Mafizur & Alam, Khosrul, 2022. "Effects of corruption, technological innovation, globalisation, and renewable energy on carbon emissions in Asian countries," Utilities Policy, Elsevier, vol. 79(C).
    26. Arif Billah Dar & Farid Ahmed, 2020. "Financial inclusion determinants and impediments in India: insights from the global financial inclusion index," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 13(3), pages 391-408, September.
    27. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    28. Shu Lin & Rengmei Wu, 2022. "On the nexus between energy efficiency, financial inclusion and environment: Evidence from emerging seven economies using novel research methods," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 6756-6779, December.
    29. Zhang, Ling & Berk Saydaliev, Hayot & Ma, Xiaoyu, 2022. "Does green finance investment and technological innovation improve renewable energy efficiency and sustainable development goals," Renewable Energy, Elsevier, vol. 193(C), pages 991-1000.
    30. Nitin Kumar, 2013. "Financial inclusion and its determinants: evidence from India," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 5(1), pages 4-19, April.
    31. Lingui Qin & Syed Raheem & Muntasir Murshed & Xu Miao & Zeeshan Khan & Dervis Kirikkaleli, 2021. "Does financial inclusion limit carbon dioxide emissions? Analyzing the role of globalization and renewable electricity output," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(6), pages 1138-1154, November.
    32. Ahmed Atil & Kishwar Nawaz & Amine Lahiani & David Roubaud, 2020. "Are natural resources a blessing or a curse for financial development in Pakistan? The importance of oil prices, economic growth and economic globalization," Post-Print hal-03676031, HAL.
    33. Peterson K. Ozili, 2018. "Impact of digital finance on financial inclusion and stability," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 18(4), pages 329-340, December.
    34. Feng Zhao & Yinyin Zhang & Majed Alharthi & Muhammad Wasif Zafar, 2022. "Environmental sustainability in developing countries: Understanding the criticality of financial inclusion and globalization," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(6), pages 1823-1837, December.
    35. Xiuhua Wang & Jian Guan, 2017. "Financial inclusion: measurement, spatial effects and influencing factors," Applied Economics, Taylor & Francis Journals, vol. 49(18), pages 1751-1762, April.
    36. Campos, Julia & Ericsson, Neil R. & Hendry, David F., 1996. "Cointegration tests in the presence of structural breaks," Journal of Econometrics, Elsevier, vol. 70(1), pages 187-220, January.
    37. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    38. Mert Akyuz & Ghislain Nono Gueye & Cagin Karul, 2022. "Long-run dynamics between trade liberalization and income inequality in the European Union: a second generation approach," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 49(3), pages 769-792, August.
    39. Dong, Kangyin & Jiang, Qingzhe & Shahbaz, Muhammad & Zhao, Jun, 2021. "Does low-carbon energy transition mitigate energy poverty? The case of natural gas for China," Energy Economics, Elsevier, vol. 99(C).
    40. Zhao, Jing & Sinha, Avik & Inuwa, Nasiru & Wang, Yihan & Murshed, Muntasir & Abbasi, Kashif Raza, 2022. "Does structural transformation in economy impact inequality in renewable energy productivity? Implications for sustainable development," Renewable Energy, Elsevier, vol. 189(C), pages 853-864.
    41. Le, Thai-Ha & Le, Ha-Chi & Taghizadeh-Hesary, Farhad, 2020. "Does financial inclusion impact CO2 emissions? Evidence from Asia," Finance Research Letters, Elsevier, vol. 34(C).
    42. Zhao, Jun & Shahbaz, Muhammad & Dong, Xiucheng & Dong, Kangyin, 2021. "How does financial risk affect global CO2 emissions? The role of technological innovation," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
    43. Khan, Zeeshan & Hussain, Muzzammil & Shahbaz, Muhammad & Yang, Siqun & Jiao, Zhilun, 2020. "Natural resource abundance, technological innovation, and human capital nexus with financial development: A case study of China," Resources Policy, Elsevier, vol. 65(C).
    44. Demirguc-Kunt,Asli & Hu,Bingjie & Klapper,Leora, 2019. "Financial Inclusion in the Europe and Central Asia Region : Recent Trends and a Research Agenda," Policy Research Working Paper Series 8830, The World Bank.
    45. Hasanul Banna & Md Rabiul Alam, 2021. "Impact of digital financial inclusion on ASEAN banking stability: implications for the post-Covid-19 era," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 38(2), pages 504-523, May.
    46. Tian Liu & Guangwen He & Calum G. Turvey, 2021. "Inclusive Finance, Farm Households Entrepreneurship, and Inclusive Rural Transformation in Rural Poverty-stricken Areas in China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 57(7), pages 1929-1958, May.
    47. Ozili, Peterson Kitakogelu, 2018. "Impact of Digital Finance on Financial Inclusion and Stability," MPRA Paper 84771, University Library of Munich, Germany.
    48. Ali, Kishwar & Jianguo, Du & Kirikkaleli, Dervis, 2022. "Modeling the natural resources and financial inclusion on ecological footprint: The role of economic governance institutions. Evidence from ECOWAS economies," Resources Policy, Elsevier, vol. 79(C).
    49. Hussain, Muzzammil & Wang, Wei & Wang, Yiwen, 2022. "Natural resources, consumer prices and financial development in China: Measures to control carbon emissions and ecological footprints," Resources Policy, Elsevier, vol. 78(C).
    50. Yıldırım, Seda & Gedikli, Ayfer & Erdoğan, Seyfettin & Yıldırım, Durmuş Çağrı, 2020. "Natural resources rents-financial development nexus: Evidence from sixteen developing countries," Resources Policy, Elsevier, vol. 68(C).
    51. Pang, Deliang & Li, Kuangzhe & Wang, Gang & Ajaz, Tahseen, 2022. "The asymmetric effect of green investment, natural resources, and growth on financial inclusion in China," Resources Policy, Elsevier, vol. 78(C).
    52. Mert Akyuz & Ghislain Nono Gueye & Cagin Karul, 2023. "Revisiting the Long-Run Relationship Between Inward/Outward FDI and Income Inequality: New Evidence from the OECD," International Economic Journal, Taylor & Francis Journals, vol. 37(2), pages 220-244, April.
    53. Rahman, Mohammad Mafizur & Alam, Khosrul, 2022. "Impact of industrialization and non-renewable energy on environmental pollution in Australia: Do renewable energy and financial development play a mitigating role?," Renewable Energy, Elsevier, vol. 195(C), pages 203-213.
    54. Aarakit, Sylvia Manjeri & Ntayi, Joseph M. & Wasswa, Francis & Buyinza, Faisal & Adaramola, Muyiwa S. & Ssennono, Vincent F., 2022. "The role of financial inclusion in adoption of solar photovoltaic systems: A case of Uganda," Renewable Energy, Elsevier, vol. 198(C), pages 984-998.
    55. Huang, Ruixian & Kale, Seenaiah & Paramati, Sudharshan Reddy & Taghizadeh-Hesary, Farhad, 2021. "The nexus between financial inclusion and economic development: Comparison of old and new EU member countries," Economic Analysis and Policy, Elsevier, vol. 69(C), pages 1-15.
    56. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    57. Dong, Kangyin & Taghizadeh-Hesary, Farhad & Zhao, Jun, 2022. "How inclusive financial development eradicates energy poverty in China? The role of technological innovation," Energy Economics, Elsevier, vol. 109(C).
    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. Bosah, Philip Chukwunonso & Li, Shixiang & Ampofo, Gideon Kwaku Minua, 2024. "Natural resource rents and financial inclusion nexus: Evidence from Africa," Resources Policy, Elsevier, vol. 94(C).
    2. Xie, Peijun & Xiao, Wenhui & Cai, Yifan & Zhu, Zili, 2024. "Does decentralization improve natural resources and government efficiency?," Resources Policy, Elsevier, vol. 91(C).
    3. Wang, Zhen & Hu, Difei & Sami, Fariha & Uktamov, Khusniddin Fakhriddinovich, 2023. "Revisiting China's natural resources-growth-emissions nexus: Education expenditures and renewable energy innovation," Resources Policy, Elsevier, vol. 85(PA).
    4. Ben Cheikh, Nidhaleddine & Rault, Christophe, 2024. "Financial inclusion and threshold effects in carbon emissions," Energy Policy, Elsevier, vol. 192(C).
    5. Destek, Gamze & Hossain, Mohammad Razib & Aydın, Sercan & Destek, Mehmet Akif, 2023. "Can the resource curse be reversed through financialization, human capital, and institutional quality? Evidence from Sustainable Development Index," Resources Policy, Elsevier, vol. 86(PB).
    6. Li, Shi & Chen, Lei & Jiang, Tao & Wang, YingJie & Shen, Congcong, 2024. "Multidimensional financial development and natural resources: A path for sustainable development via natural resources and digitalization," Resources Policy, Elsevier, vol. 88(C).

    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. Lin, Renzao & Wang, Zhe & Gao, Chunjiao, 2023. "Re-examining resources taxes and sustainable financial expansion: An empirical evidence of novel panel methods for China's provincial data," Resources Policy, Elsevier, vol. 80(C).
    2. Amit Pandey & Ravi Kiran & Rakesh Kumar Sharma, 2023. "Investigating the Determinants of Financial Inclusion in BRICS Economies: Panel Data Analysis Using Fixed-Effect and Cross-Section Random Effect," Sustainability, MDPI, vol. 15(2), pages 1-21, January.
    3. Bosah, Philip Chukwunonso & Li, Shixiang & Ampofo, Gideon Kwaku Minua, 2024. "Natural resource rents and financial inclusion nexus: Evidence from Africa," Resources Policy, Elsevier, vol. 94(C).
    4. Bu, Fan & wu, Hong & Mahmoud, Haitham A. & Alzoubi, Haitham M. & Ramazanovna, Nargiza Kuzieva & Gao, Yirui, 2023. "Do financial inclusion, natural resources and urbanization affect the sustainable environment in emerging economies," Resources Policy, Elsevier, vol. 87(PA).
    5. Çetin, Murat & Sarıgül, Sevgi Sümerli & Işık, Cem & Avcı, Pınar & Ahmad, Munir & Alvarado, Rafael, 2023. "The impact of natural resources, economic growth, savings, and current account balance on financial sector development: Theory and empirical evidence," Resources Policy, Elsevier, vol. 81(C).
    6. Liang, Jinhao & Razzaq, Asif & Sharif, Arshian & Irfan, Muhammad, 2022. "Revisiting economic and non-economic indicators of natural resources: Analysis of developed economies," Resources Policy, Elsevier, vol. 77(C).
    7. Shreya Pal & Indranil Bandyopadhyay, 2022. "Impact of financial inclusion on economic growth, financial development, financial efficiency, financial stability, and profitability: an international evidence," SN Business & Economics, Springer, vol. 2(9), pages 1-29, September.
    8. Hamza Çeştepe & Murat Çetin & Pınar Avcı & Bersu Bahtiyar, 2024. "The link between technological innovation and financial development: Evidence from selected OECD countries," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(2), pages 1219-1235, April.
    9. Stephen Taiwo Onifade & Bright Akwasi Gyamfi & Ilham Haouas & Simplice A. Asongu, 2024. "Extending the frontiers of financial development for sustainability of the MENA states: The roles of resource abundance and institutional quality," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(3), pages 1971-1986, June.
    10. Ding, Yuanyi, 2023. "Does natural resources cause sustainable financial development or resources curse? Evidence from group of seven economies," Resources Policy, Elsevier, vol. 81(C).
    11. Khan, Zeeshan & Haouas, Ilham & Trinh, Hai Hong & Badeeb, Ramez Abubakr & Zhang, Changyong, 2023. "Financial inclusion and energy poverty nexus in the era of globalization: Role of composite risk index and energy investment in emerging economies," Renewable Energy, Elsevier, vol. 204(C), pages 382-399.
    12. Liu, Qiang & Zhao, Zhongwei & Liu, Yiran & He, Yao, 2022. "Natural resources commodity prices volatility, economic performance and environment: Evaluating the role of oil rents," Resources Policy, Elsevier, vol. 76(C).
    13. Chengyonghui, Duan & Ni, Soh Wei & San, Ong Tze & Rahim, Norhuda BT Abdul, 2023. "What role public debt plays to moderate the influence of natural resources on financial development? Appraising Resource-Curse Hypothesis in MENA Region," Resources Policy, Elsevier, vol. 86(PA).
    14. Ma, Qiang & Li, Sa & Aslam, Misbah & Ali, Naveed & Alamri, Ahmad Mohammed, 2023. "Extraction of natural resources and sustainable renewable energy: COP26 target in the context of financial inclusion," Resources Policy, Elsevier, vol. 82(C).
    15. Khan, Irfan & Hou, Fujun & Le, Hoang Phong & Ali, Syed Ahtsham, 2021. "Do natural resources, urbanization, and value-adding manufacturing affect environmental quality? Evidence from the top ten manufacturing countries," Resources Policy, Elsevier, vol. 72(C).
    16. Mohsin Shabir, 2024. "Does Financial Inclusion Promote Environmental Sustainability: Analyzing the Role of Technological Innovation and Economic Globalization," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(1), pages 19-46, March.
    17. Murshed, Muntasir & Ahmed, Rizwan & Al-Tal, Raad Mahmoud & Kumpamool, Chamaiporn & Vetchagool, Witchulada & Avarado, Rafael, 2023. "Determinants of financial inclusion in South Asia: The moderating and mediating roles of internal conflict settlement," Research in International Business and Finance, Elsevier, vol. 64(C).
    18. Tiwari, Sunil & Si Mohammed, Kamel & Guesmi, Khaled, 2023. "A way forward to end energy poverty in China: Role of carbon-cutting targets and net-zero commitments," Energy Policy, Elsevier, vol. 180(C).
    19. Dong, Jiajia & Dou, Yue & Jiang, Qingzhe & Zhao, Jun, 2022. "Can financial inclusion facilitate carbon neutrality in China? The role of energy efficiency," Energy, Elsevier, vol. 251(C).
    20. Wang, Zhaohua & Bui, Quocviet & Zhang, Bin, 2020. "The relationship between biomass energy consumption and human development: Empirical evidence from BRICS countries," Energy, Elsevier, vol. 194(C).

    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:jrpoli:v:85:y:2023:i:pa:s0301420723005378. 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/inca/30467 .

    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.