IDEAS home Printed from https://ideas.repec.org/a/eee/telpol/v44y2020i10s0308596120301336.html
   My bibliography  Save this article

Effects of the internet, mobile, and land phones on income inequality and The Kuznets curve: Cross country analysis

Author

Listed:
  • Canh, Nguyen Phuc
  • Schinckus, Christophe
  • Thanh, Su Dinh
  • Hui Ling, Felicia Chong

Abstract

This article investigates the determinants of the income inequality for a global sample including 87 economies between 2002 and 2014. Notably, the study examines the impacts of technology development through the internet usage, mobile usage and fixed telephone usage on income inequality. Furthermore, we control and further examine the non-linear impacts of institutional quality and human capital on income inequality. We find that the promotion of internet and mobile diffusion appear to be a way of reducing income inequality in the short and the long run. Nevertheless, we find an inverted-U shape relationship between the human capital and the institutional quality with the income inequality, but not for the case of income level. These findings are observed in our full sample and also in two sub-samples respectively composed by 46 low and middle income economies (LMEs) and 41 high income economies (HIEs). Beyond the empirical results supporting the Kuznets Curve hypothesis (KC) for the human capital and institutions, the major contributions of this article is to show that income inequality issue is actually not a matter of income only since diverse socio-economic and technological considerations have to be taken into account if policy makers want to reduce optimally these inequalities. This article offers an extended theoretical framework (inspired by the Kuznets curve hypothesis) to study income inequalities in a societal perspective in which telecommunications (internet, mobile and land phones) are integrated as key components. Our results confirm that internet and mobile use should actually be part of an active economic policy aiming at reducing income inequalities.

Suggested Citation

  • Canh, Nguyen Phuc & Schinckus, Christophe & Thanh, Su Dinh & Hui Ling, Felicia Chong, 2020. "Effects of the internet, mobile, and land phones on income inequality and The Kuznets curve: Cross country analysis," Telecommunications Policy, Elsevier, vol. 44(10).
  • Handle: RePEc:eee:telpol:v:44:y:2020:i:10:s0308596120301336
    DOI: 10.1016/j.telpol.2020.102041
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0308596120301336
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.telpol.2020.102041?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. Kotschy, Rainer & Sunde, Uwe, 2017. "Democracy, inequality, and institutional quality," Munich Reprints in Economics 55057, University of Munich, Department of Economics.
    2. Nora Lustig & Luis F. Lopez-Calva & Eduardo Ortiz-Juarez & Célestin Monga, 2016. "Deconstructing the Decline in Inequality in Latin America," International Economic Association Series, in: Kaushik Basu & Joseph E. Stiglitz (ed.), Inequality and Growth: Patterns and Policy, chapter 7, pages 212-247, Palgrave Macmillan.
    3. Papke, Leslie E. & Wooldridge, Jeffrey M., 2005. "A computational trick for delta-method standard errors," Economics Letters, Elsevier, vol. 86(3), pages 413-417, March.
    4. Carrascal Incera, André & Fernández, Melchor Fernández, 2015. "Tourism and income distribution: Evidence from a developed regional economy," Tourism Management, Elsevier, vol. 48(C), pages 11-20.
    5. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    6. Meniago, Christelle & Asongu, Simplice A., 2018. "Revisiting the finance-inequality nexus in a panel of African countries," Research in International Business and Finance, Elsevier, vol. 46(C), pages 399-419.
    7. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    8. Jacob Mincer & Solomon Polachek, 1974. "Family Investments in Human Capital: Earnings of Women," NBER Chapters, in: Marriage, Family, Human Capital, and Fertility, pages 76-110, National Bureau of Economic Research, Inc.
    9. Altunbaş, Yener & Thornton, John, 2019. "The impact of financial development on income inequality: A quantile regression approach," Economics Letters, Elsevier, vol. 175(C), pages 51-56.
    10. Zhang, Chuanguo & Nian, Jiang, 2013. "Panel estimation for transport sector CO2 emissions and its affecting factors: A regional analysis in China," Energy Policy, Elsevier, vol. 63(C), pages 918-926.
    11. Robinson, Timothy J., 2008. "The R Book," The American Statistician, American Statistical Association, vol. 62, pages 272-273, August.
    12. Kotschy, Rainer & Sunde, Uwe, 2017. "Democracy, inequality, and institutional quality," European Economic Review, Elsevier, vol. 91(C), pages 209-228.
    13. Su Dinh THANH & Nguyen Phuc CANH, 2020. "Fiscal Decentralization And Economic Growth Of Vietnamese Provinces: The Role Of Local Public Governance," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 91(1), pages 119-149, March.
    14. Le, Thai-Ha & Nguyen, Canh Phuc & Su, Thanh Dinh & Tran-Nam, Binh, 2020. "The Kuznets curve for export diversification and income inequality: Evidence from a global sample," Economic Analysis and Policy, Elsevier, vol. 65(C), pages 21-39.
    15. Van Reenen, John, 2011. "Wage inequality, technology and trade: 21st century evidence," Labour Economics, Elsevier, vol. 18(6), pages 730-741.
    16. Stephen Jenkins, 2015. "World income inequality databases: an assessment of WIID and SWIID," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 13(4), pages 629-671, December.
    17. Dal Bo, Ernesto & Rossi, Martin A., 2007. "Corruption and inefficiency: Theory and evidence from electric utilities," Journal of Public Economics, Elsevier, vol. 91(5-6), pages 939-962, June.
    18. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    19. Oded Galor & Omer Moav, 2000. "Ability-Biased Technological Transition, Wage Inequality, and Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(2), pages 469-497.
    20. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    21. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    22. Zhang, Ruixin & Ben Naceur, Sami, 2019. "Financial development, inequality, and poverty: Some international evidence," International Review of Economics & Finance, Elsevier, vol. 61(C), pages 1-16.
    23. Cabral, René & García-Díaz, Rocío & Mollick, André Varella, 2016. "Does globalization affect top income inequality?," Journal of Policy Modeling, Elsevier, vol. 38(5), pages 916-940.
    24. Chang, Shinhye & Gupta, Rangan & Miller, Stephen M. & Wohar, Mark E., 2019. "Growth volatility and inequality in the U.S.: A wavelet analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 521(C), pages 48-73.
    25. Lucifora, Claudio & Moriconi, Simone, 2015. "Political instability and labour market institutions," European Journal of Political Economy, Elsevier, vol. 39(C), pages 201-221.
    26. Demir, Firat, 2016. "Effects of FDI Flows on Institutional Development: Does It Matter Where the Investors are from?," World Development, Elsevier, vol. 78(C), pages 341-359.
    27. Asteriou, Dimitrios & Dimelis, Sophia & Moudatsou, Argiro, 2014. "Globalization and income inequality: A panel data econometric approach for the EU27 countries," Economic Modelling, Elsevier, vol. 36(C), pages 592-599.
    28. Thomas Piketty, 2015. "About Capital in the Twenty-First Century," American Economic Review, American Economic Association, vol. 105(5), pages 48-53, May.
    29. Perera, Liyanage Devangi H. & Lee, Grace H.Y., 2013. "Have economic growth and institutional quality contributed to poverty and inequality reduction in Asia?," MPRA Paper 52763, University Library of Munich, Germany.
    30. Qiu, Leiju & Zhao, Daxuan, 2019. "Urban inclusiveness and income inequality in China," Regional Science and Urban Economics, Elsevier, vol. 74(C), pages 57-64.
    31. Nguyen Phuc Canh & Christophe Schinckus & Su DinhThanh, 2019. "Do economic openness and institutional quality influence patents? Evidence from GMM systems estimates," International Economics, CEPII research center, issue 157, pages 134-169.
    32. P�ter F�ldv�ri & Bas van Leeuwen, 2011. "Should less inequality in education lead to a more equal income distribution?," Education Economics, Taylor & Francis Journals, vol. 19(5), pages 537-554, February.
    33. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    34. Park, Junghee, 2012. "Corruption, soundness of the banking sector, and economic growth: A cross-country study," Journal of International Money and Finance, Elsevier, vol. 31(5), pages 907-929.
    35. Daron Acemoglu & James Robinson, 2010. "The Role of Institutions in Growth and Development," Review of Economics and Institutions, Università di Perugia, vol. 1(2).
    36. Chong, Alberto & Calderon, Cesar, 2000. "Institutional Quality and Income Distribution," Economic Development and Cultural Change, University of Chicago Press, vol. 48(4), pages 761-786, July.
    37. Jong-Wha Lee & Hanol Lee, 2018. "Human capital and income inequality," Journal of the Asia Pacific Economy, Taylor & Francis Journals, vol. 23(4), pages 554-583, October.
    38. Bailey, Delia & Katz, Jonathan N., 2011. "Implementing Panel-Corrected Standard Errors in R: The pcse Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 42(c01).
    39. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    40. Florence Jaumotte & Subir Lall & Chris Papageorgiou, 2013. "Rising Income Inequality: Technology, or Trade and Financial Globalization?," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 61(2), pages 271-309, June.
    41. Ying Wu & Hong Yao, 2015. "Income Inequality, State Ownership, and the Pattern of Economic Growth – A Tale of the Kuznets Curve for China since 1978," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 43(2), pages 165-180, June.
    42. Hai Fang & Karen N. Eggleston & John A. Rizzo & Scott Rozelle & Richard J. Zeckhauser, 2012. "The Returns to Education in China: Evidence from the 1986 Compulsory Education Law," NBER Working Papers 18189, National Bureau of Economic Research, Inc.
    43. Adam, Antonis & Kammas, Pantelis & Lapatinas, Athanasios, 2015. "Income inequality and the tax structure: Evidence from developed and developing countries," Journal of Comparative Economics, Elsevier, vol. 43(1), pages 138-154.
    44. Valentinov, Vladislav & Hielscher, Stefan & Pies, Ingo, 2015. "Nonprofit organizations, institutional economics, and systems thinking," Economic Systems, Elsevier, vol. 39(3), pages 491-501.
    45. Yang, Yiwen & Greaney, Theresa M., 2017. "Economic growth and income inequality in the Asia-Pacific region: A comparative study of China, Japan, South Korea, and the United States," Journal of Asian Economics, Elsevier, vol. 48(C), pages 6-22.
    46. Mehic, Adrian, 2018. "Industrial employment and income inequality: Evidence from panel data," Structural Change and Economic Dynamics, Elsevier, vol. 45(C), pages 84-93.
    47. Betsey Stevenson, 2009. "The Internet and Job Search," NBER Chapters, in: Studies of Labor Market Intermediation, pages 67-86, National Bureau of Economic Research, Inc.
    48. 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.
    49. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    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. Kamal Abubker Abrahim Sleiman & Wang Jin & Lan Juanli & Hong Zhen Lei & Jingyi Cheng & Yuanxin Ouyang & Wenge Rong, 2022. "The Factors of Continuance Intention to Use Mobile Payments in Sudan," SAGE Open, , vol. 12(3), pages 21582440221, August.
    2. Cuesta, Lizeth & Ruiz, Yomara, 2021. "Efecto de la globalización sobre la desigualdad. Un estudio global para 104 países usando regresiones cuantílicas [Effect of globalization on inequality. A global study for 104 countries using quan," MPRA Paper 111022, University Library of Munich, Germany.
    3. Henri Njangang & Alim Beleck & Sosson Tadadjeu & Brice Kamguia, 2021. "Do ICTs drive wealth inequality? Evidence from a dynamic panel analysis," Research Africa Network Working Papers 21/057, Research Africa Network (RAN).
    4. Qin Mingshuai & Dong Hao & Chen Hong & Qin Lijian & Qin Wenshuai, 2023. "Exploring the Effect of Internet Usage on the Urban Rural Income Gap: Empirical Evidence from China," Management Theory and Studies for Rural Business and Infrastructure Development, Sciendo, vol. 45(4), pages 453-466, December.
    5. Sanjay Kumar SINGH & Vijay Lakshmi SINGH, 2023. "Internet diffusion in India: A study based on Growth Curve modelling," Management Research and Practice, Research Centre in Public Administration and Public Services, Bucharest, Romania, vol. 15(2), pages 29-42, June.
    6. Nguyen, Canh Phuc & Su, Thanh Dinh, 2021. "Economic integration and economic complexity: The role of basic resources in absorptive capability in 40 selected developing countries," Economic Analysis and Policy, Elsevier, vol. 71(C), pages 609-625.
    7. Tao Tang & Lizeth Cuesta & Brayan Tillaguango & Rafael Alvarado & Abdul Rehman & Diana Bravo-Benavides & Natalia Zárate, 2022. "Causal Link between Technological Innovation and Inequality Moderated by Public Spending, Manufacturing, Agricultural Employment, and Export Diversification," Sustainability, MDPI, vol. 14(14), pages 1-25, July.
    8. Ofori, Isaac K. & Dossou, Marcel A.M. & Asongu, Simplice A. & Armah, Mark K., 2023. "Bridging Africa’s income inequality gap: How relevant is China’s outward FDI to Africa?," Economic Systems, Elsevier, vol. 47(1).
    9. Nguyen, Canh Phuc & Nasir, Muhammad Ali, 2021. "An inquiry into the nexus between energy poverty and income inequality in the light of global evidence," Energy Economics, Elsevier, vol. 99(C).
    10. Liang, Wanqi & Li, Wenying, 2023. "Impact of internet usage on the subjective well-being of urban and rural households: Evidence from Vietnam," Telecommunications Policy, Elsevier, vol. 47(3).
    11. Hakim, Dani Rahman & Rosini, Iin, 2022. "Regional Income Inequality in Indonesia: The Role of Public and Private Investment," Jurnal Ekonomi Malaysia, Faculty of Economics and Business, Universiti Kebangsaan Malaysia, vol. 56(3), pages 87-101.
    12. Chenghong Xu & Mingming Han & Toyo Amegnonna Marcel Dossou & Festus Victor Bekun, 2021. "Trade openness, FDI, and income inequality: Evidence from sub‐Saharan Africa," African Development Review, African Development Bank, vol. 33(1), pages 193-203, March.
    13. Henri Njangang & Alim Beleck & Sosson Tadadjeu & Brice Kamguia, 2021. "Do ICTs drive wealth inequality? Evidence from a dynamic panel analysis," Working Papers 21/057, European Xtramile Centre of African Studies (EXCAS).
    14. Canh Phuc Nguyen & Thanh Dinh Su, 2022. "Export Dynamics and Income Inequality: New Evidence on Export Quality," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 163(3), pages 1063-1113, October.
    15. Toyo Amègnonna Marcel Dossou, 2023. "Income Inequality in Africa: Exploring the Interaction Between Urbanization and Governance Quality," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 167(1), pages 421-450, June.
    16. Bekhzod Djalilov & Islomjon Kobiljonov & Raufhon Salahodjaev, 2023. "Can Digital Human Capital Mitigate CO2 Emissions? Empirical Test for Post-Communist Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 13(4), pages 383-388, July.
    17. Nguyen Van Bon, 2022. "Does Digitalization Widen Income Inequality? A Comparative Assessment for Advanced and Developing Economies," South East European Journal of Economics and Business, Sciendo, vol. 17(2), pages 154-171, December.
    18. Njangang, Henri & Beleck, Alim & Tadadjeu, Sosson & Kamguia, Brice, 2022. "Do ICTs drive wealth inequality? Evidence from a dynamic panel analysis," Telecommunications Policy, Elsevier, vol. 46(2).
    19. Henri Njangang & Alim Beleck & Sosson Tadadjeu & Brice Kamguia, 2021. "Do ICTs drive wealth inequality? Evidence from a dynamic panel analysis," Working Papers of the African Governance and Development Institute. 21/057, African Governance and Development Institute..

    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. Nguyen, Canh Phuc & Nasir, Muhammad Ali, 2021. "An inquiry into the nexus between energy poverty and income inequality in the light of global evidence," Energy Economics, Elsevier, vol. 99(C).
    2. Le, Thai-Ha & Nguyen, Canh Phuc & Su, Thanh Dinh & Tran-Nam, Binh, 2020. "The Kuznets curve for export diversification and income inequality: Evidence from a global sample," Economic Analysis and Policy, Elsevier, vol. 65(C), pages 21-39.
    3. Canh Phuc Nguyen & Thanh Dinh Su, 2022. "Export Dynamics and Income Inequality: New Evidence on Export Quality," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 163(3), pages 1063-1113, October.
    4. Lee, Chien-Chiang & Yuan, Zihao & Ho, Shan-Ju, 2022. "How does export diversification affect income inequality? International evidence," Structural Change and Economic Dynamics, Elsevier, vol. 63(C), pages 410-421.
    5. Chu, Lan Khanh & Hoang, Dung Phuong, 2020. "How does economic complexity influence income inequality? New evidence from international data," Economic Analysis and Policy, Elsevier, vol. 68(C), pages 44-57.
    6. Phuc Nguyen, Canh & Dinh Su, Thanh & Doytch, Nadia, 2020. "The drivers of financial development: Global evidence from internet and mobile usage," Information Economics and Policy, Elsevier, vol. 53(C).
    7. Takashi Kamihigashi & Yosuke Sasaki, 2022. "The Impact of Multi-Factor Productivity on Income Inequality," Discussion Paper Series DP2022-31, Research Institute for Economics & Business Administration, Kobe University.
    8. Cong Minh Huynh & Nam Hoai Tran, 2023. "Financial development, income inequality, and institutional quality: A multi-dimensional analysis," Cogent Economics & Finance, Taylor & Francis Journals, vol. 11(2), pages 2242128-224, June.
    9. Nguyen, Phuc Canh & Nguyen, Bach & Thanh, Su Dinh, 2022. "The importance of export diversification for national entrepreneurship density," Structural Change and Economic Dynamics, Elsevier, vol. 62(C), pages 114-129.
    10. Nguyen, Canh Phuc & Su, Thanh Dinh, 2021. "Easing economic vulnerability: Multidimensional evidence of financial development," The Quarterly Review of Economics and Finance, Elsevier, vol. 81(C), pages 237-252.
    11. Njangang, Henri & Asongu, Simplice A. & Tadadjeu, Sosson & Nounamo, Yann & Kamguia, Brice, 2022. "Governance in mitigating the effect of oil wealth on wealth inequality: A cross-country analysis of policy thresholds," Resources Policy, Elsevier, vol. 76(C).
    12. Nguyen Phuc Canh & Nguyen Thanh Binh & Su Dinh Thanh & Christophe Schinckus, 2020. "Determinants of foreign direct investment inflows: The role of economic policy uncertainty," International Economics, CEPII research center, issue 161, pages 159-172.
    13. Sung, Bongsuk & Song, Woo-Yong & Park, Sang-Do, 2018. "How foreign direct investment affects CO2 emission levels in the Chinese manufacturing industry: Evidence from panel data," Economic Systems, Elsevier, vol. 42(2), pages 320-331.
    14. Li, Xiang & Su, Dan, 2020. "Capital account liberalisation does worsen income inequality," IWH Discussion Papers 7/2020, Halle Institute for Economic Research (IWH).
    15. Bach Nguyen & Nguyen Phuc Canh & Su Dinh Thanh, 2021. "Institutions, Human Capital and Entrepreneurship Density," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(3), pages 1270-1293, September.
    16. Glauco De Vita & Yun Luo, 2021. "Financialization, household debt and income inequality: Empirical evidence," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(2), pages 1917-1937, April.
    17. Kotschy, Rainer & Sunde, Uwe, 2017. "Democracy, inequality, and institutional quality," European Economic Review, Elsevier, vol. 91(C), pages 209-228.
    18. DELL'ANNO, Roberto & VILLA, Stefania, 2012. "Growth in Transition Countries: Big Bang versus Gradualism," CELPE Discussion Papers 122, CELPE - CEnter for Labor and Political Economics, University of Salerno, Italy.
    19. Onur Özdemir, 2023. "The determinants of income distribution: the role of progress in human capital," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(5), pages 4193-4227, October.
    20. MAÏ ASSAN CHEDI, Maman, 2022. "Does Defence Expenditure Affect Education and Health expenditures in Saharan Africa?," African Journal of Economic Review, African Journal of Economic Review, vol. 10(4), September.

    More about this item

    Keywords

    Income inequality; Kuznets curve; Human capital; Institutional quality; Internet; Development;
    All these keywords.

    JEL classification:

    • D63 - Microeconomics - - Welfare Economics - - - Equity, Justice, Inequality, and Other Normative Criteria and Measurement
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • E02 - Macroeconomics and Monetary Economics - - General - - - Institutions and the Macroeconomy
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • L86 - Industrial Organization - - Industry Studies: Services - - - Information and Internet Services; Computer Software
    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology

    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:telpol:v:44:y:2020:i:10:s0308596120301336. 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/30471/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.