IDEAS home Printed from https://ideas.repec.org/a/eee/riibaf/v73y2025ipas0275531924003891.html
   My bibliography  Save this article

Connectedness across environmental, social, and governance (ESG) indices: evidence from emerging markets

Author

Listed:
  • Assaf, Ata
  • Klotzle, Marcelo Cabus
  • Palazzi, Rafael Baptista
  • Demir, Ender

Abstract

Understanding the spillover effects of environmental, social, and governance (ESG) indexes in emerging economies is crucial to gauge risk of contagion and the potential reduction in ESG investments. Thus, this study examines the interconnectedness of ESG emerging markets indices. To measure the spillover effects, we employ the Diebold and Yilmaz (2009) model and the time-varying parameter structural vector autoregression model (TPV-VAR). In addition, we analyze the potential influence of various risk factors, including economic policy uncertainty (EPU), the fear index (VIX), Brent oil, Daily Infectious Disease Equity Market Volatility Tracker (ID-EMV), and long-term interest rates (10YTB), on ESG connectedness. Our analysis is based on a dataset from November 2014 to February 2022, including the COVID-19 pandemic crisis. Our results reveal significant spillovers among these markets, with the South African market playing a dominant role in transmitting and receiving shocks from other markets. Furthermore, we document the significant impact of various risk factors on the interconnectedness of ESG emerging markets. Our findings have pivotal implications for the risk of contagion in these markets, particularly during periods of crisis, such as the COVID-19 pandemic. Therefore, our research provides valuable insights for investors, regulators, and policymakers seeking to promote sustainable investing and manage systemic risk in emerging markets.

Suggested Citation

  • Assaf, Ata & Klotzle, Marcelo Cabus & Palazzi, Rafael Baptista & Demir, Ender, 2025. "Connectedness across environmental, social, and governance (ESG) indices: evidence from emerging markets," Research in International Business and Finance, Elsevier, vol. 73(PA).
  • Handle: RePEc:eee:riibaf:v:73:y:2025:i:pa:s0275531924003891
    DOI: 10.1016/j.ribaf.2024.102596
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0275531924003891
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ribaf.2024.102596?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. Mishra, Aswini Kumar & Ghate, Kshitish, 2022. "Dynamic connectedness in non-ferrous commodity markets: Evidence from India using TVP-VAR and DCC-GARCH approaches," Resources Policy, Elsevier, vol. 76(C).
    2. Francis X. Diebold & Kamil Yilmaz, 2009. "Measuring Financial Asset Return and Volatility Spillovers, with Application to Global Equity Markets," Economic Journal, Royal Economic Society, vol. 119(534), pages 158-171, January.
    3. Yosuke Kakinuma, 2023. "ESG equities and Bitcoin: responsible investment and risk management perspective," International Journal of Ethics and Systems, Emerald Group Publishing Limited, vol. 40(4), pages 759-775, September.
    4. Diebold, Francis X. & Yılmaz, Kamil, 2014. "On the network topology of variance decompositions: Measuring the connectedness of financial firms," Journal of Econometrics, Elsevier, vol. 182(1), pages 119-134.
    5. Anwer, Zaheer & Farid, Saqib & Khan, Ashraf & Benlagha, Noureddine, 2023. "Cryptocurrencies versus environmentally sustainable assets: Does a perfect hedge exist?," International Review of Economics & Finance, Elsevier, vol. 85(C), pages 418-431.
    6. Gunnar Friede & Timo Busch & Alexander Bassen, 2015. "ESG and financial performance: aggregated evidence from more than 2000 empirical studies," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 5(4), pages 210-233, October.
    7. Arno Riedl & Paul Smeets, 2017. "Why Do Investors Hold Socially Responsible Mutual Funds?," Journal of Finance, American Finance Association, vol. 72(6), pages 2505-2550, December.
    8. Yue Shang & Xiaodan Chen & Yifeng Zhang & Yu Wei & Dehua Shen, 2021. "The Impacts of the Infectious Disease Epidemic on the Permanent Volatility of Precious Metal and Crude Oil Futures Markets: A Long-Term Perspective," Discrete Dynamics in Nature and Society, Hindawi, vol. 2021, pages 1-12, September.
    9. Mirza, Nawazish & Naeem, Muhammad Abubakr & Ha Nguyen, Thi Thu & Arfaoui, Nadia & Oliyide, Johnson A., 2023. "Are sustainable investments interdependent? The international evidence," Economic Modelling, Elsevier, vol. 119(C).
    10. Billah, Mabruk & Amar, Amine Ben & Balli, Faruk, 2023. "The extreme return connectedness between Sukuk and green bonds and their determinants and consequences for investors," Pacific-Basin Finance Journal, Elsevier, vol. 77(C).
    11. Franklin Allen & Douglas Gale, 2000. "Financial Contagion," Journal of Political Economy, University of Chicago Press, vol. 108(1), pages 1-33, February.
    12. Sebastian Edwards, 2000. "Introduction to "Capital Flows and the Emerging Economies: Theory, Evidence, and Controversies"," NBER Chapters, in: Capital Flows and the Emerging Economies: Theory, Evidence, and Controversies, pages 1-12, National Bureau of Economic Research, Inc.
    13. Mensi, Walid & Shafiullah, Muhammad & Vo, Xuan Vinh & Kang, Sang Hoon, 2022. "Spillovers and connectedness between green bond and stock markets in bearish and bullish market scenarios," Finance Research Letters, Elsevier, vol. 49(C).
    14. Kaminsky, Graciela L. & Reinhart, Carmen M., 2000. "On crises, contagion, and confusion," Journal of International Economics, Elsevier, vol. 51(1), pages 145-168, June.
    15. Tingting Lan & Liuguo Shao & Hua Zhang & Caijun Yuan, 2023. "The impact of pandemic on dynamic volatility spillover network of international stock markets," Empirical Economics, Springer, vol. 65(5), pages 2115-2144, November.
    16. Lutz Kilian & Cheolbeom Park, 2009. "The Impact Of Oil Price Shocks On The U.S. Stock Market," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(4), pages 1267-1287, November.
    17. Umar, Zaghum & Kenourgios, Dimitris & Papathanasiou, Sypros, 2020. "The static and dynamic connectedness of environmental, social, and governance investments: International evidence," Economic Modelling, Elsevier, vol. 93(C), pages 112-124.
    18. Shahzad, Syed Jawad Hussain & Nor, Safwan Mohd & Hammoudeh, Shawkat & Shahbaz, Muhammad, 2017. "Directional and bidirectional causality between U.S. industry credit and stock markets and their determinants," International Review of Economics & Finance, Elsevier, vol. 47(C), pages 46-61.
    19. Bai, Lan & Wei, Yu & Wei, Guiwu & Li, Xiafei & Zhang, Songyun, 2021. "Infectious disease pandemic and permanent volatility of international stock markets: A long-term perspective," Finance Research Letters, Elsevier, vol. 40(C).
    20. Zaghum Umar & Oluwasegun Babatunde Adekoya & Mariya Gubareva & Sabri Boubaker, 2024. "Returns and volatility connectedness among the Eurozone equity markets," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(3), pages 3103-3122, July.
    21. Elliott, Graham & Rothenberg, Thomas J & Stock, James H, 1996. "Efficient Tests for an Autoregressive Unit Root," Econometrica, Econometric Society, vol. 64(4), pages 813-836, July.
    22. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    23. Mokni, Khaled & Al-Shboul, Mohammed & Assaf, Ata, 2021. "Economic policy uncertainty and dynamic spillover among precious metals under market conditions: Does COVID-19 have any effects?," Resources Policy, Elsevier, vol. 74(C).
    24. Graciela L. Kaminsky & Carmen M. Reinhart & Carlos A. Végh, 2003. "The Unholy Trinity of Financial Contagion," Journal of Economic Perspectives, American Economic Association, vol. 17(4), pages 51-74, Fall.
    25. Rui Albuquerque & Yrjo Koskinen & Shuai Yang & Chendi Zhang, 2020. "Resiliency of Environmental and Social Stocks: An Analysis of the Exogenous COVID-19 Market Crash," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 593-621.
    26. Aharon, David Y. & Demir, Ender, 2022. "NFTs and asset class spillovers: Lessons from the period around the COVID-19 pandemic," Finance Research Letters, Elsevier, vol. 47(PA).
    27. Lutz Kilian, 2009. "Not All Oil Price Shocks Are Alike: Disentangling Demand and Supply Shocks in the Crude Oil Market," American Economic Review, American Economic Association, vol. 99(3), pages 1053-1069, June.
    28. Iqbal, Najaf & Umar, Zaghum & Ruman, Asif M. & Jiang, Shaohua, 2024. "The term structure of yield curve and connectedness among ESG investments," Research in International Business and Finance, Elsevier, vol. 67(PA).
    29. Rehman, Mobeen Ur & Ahmad, Nasir & Vo, Xuan Vinh, 2022. "Asymmetric multifractal behaviour and network connectedness between socially responsible stocks and international oil before and during COVID-19," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 587(C).
    30. Monica Singhania & Neha Saini, 2023. "Institutional framework of ESG disclosures: comparative analysis of developed and developing countries," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 13(1), pages 516-559, January.
    31. Reboredo, Juan C. & Ugolini, Andrea & Aiube, Fernando Antonio Lucena, 2020. "Network connectedness of green bonds and asset classes," Energy Economics, Elsevier, vol. 86(C).
    32. Urom, Christian & Ndubuisi, Gideon, 2023. "Do geopolitical risks and global market factors influence the dynamic dependence among regional sustainable investments and major commodities?," The Quarterly Review of Economics and Finance, Elsevier, vol. 91(C), pages 94-111.
    33. Monica Singhania & Neha Saini, 2022. "Quantification of ESG Regulations: A Cross-Country Benchmarking Analysis," Vision, , vol. 26(2), pages 163-171, June.
    34. Guo, Changrong & Zhang, Xiangyu & Raza, Syed Ali & Masood, Amna, 2024. "Asymmetrical connectedness between infectious diseases-related equity market volatility and prices of precious metals," Resources Policy, Elsevier, vol. 88(C).
    35. Scott R. Baker & Nicholas Bloom & Steven J. Davis & Kyle J. Kost & Marco C. Sammon & Tasaneeya Viratyosin, 2020. "The Unprecedented Stock Market Impact of COVID-19," NBER Working Papers 26945, National Bureau of Economic Research, Inc.
    36. López Prol, Javier & Kim, Kiwoong, 2022. "Risk-return performance of optimized ESG equity portfolios in the NYSE," Finance Research Letters, Elsevier, vol. 50(C).
    37. Diebold, Francis X. & Yilmaz, Kamil, 2012. "Better to give than to receive: Predictive directional measurement of volatility spillovers," International Journal of Forecasting, Elsevier, vol. 28(1), pages 57-66.
    38. Chen, Yu & Lin, Boqiang, 2022. "Quantifying the extreme spillovers on worldwide ESG leaders' equity," International Review of Financial Analysis, Elsevier, vol. 84(C).
    39. Karamo NM Sonko & Mariama Sonko, 2023. "An Empirical Analysis of ESG and Corporate Performance in South Africa," Palgrave Studies in Impact Finance, in: Demystifying Environmental, Social and Governance (ESG), chapter 0, pages 237-264, Palgrave Macmillan.
    40. Long, Shaobo & Guo, Jiaqi, 2022. "Infectious disease equity market volatility, geopolitical risk, speculation, and commodity returns: Comparative analysis of five epidemic outbreaks," Research in International Business and Finance, Elsevier, vol. 62(C).
    41. Kristin J. Forbes & Roberto Rigobon, 2002. "No Contagion, Only Interdependence: Measuring Stock Market Comovements," Journal of Finance, American Finance Association, vol. 57(5), pages 2223-2261, October.
    42. Muhammad Abubakr Naeem & Sitara Karim & Aviral Kumar Tiwari, 2023. "Risk Connectedness Between Green and Conventional Assets with Portfolio Implications," Computational Economics, Springer;Society for Computational Economics, vol. 62(2), pages 609-637, August.
    43. Dyck, Alexander & Lins, Karl V. & Roth, Lukas & Wagner, Hannes F., 2019. "Do institutional investors drive corporate social responsibility? International evidence," Journal of Financial Economics, Elsevier, vol. 131(3), pages 693-714.
    44. Zihui Yang & Yinggang Zhou, 2017. "Quantitative Easing and Volatility Spillovers Across Countries and Asset Classes," Management Science, INFORMS, vol. 63(2), pages 333-354, February.
    45. Nikolaos Antonakakis & Ioannis Chatziantoniou & David Gabauer, 2020. "Refined Measures of Dynamic Connectedness based on Time-Varying Parameter Vector Autoregressions," JRFM, MDPI, vol. 13(4), pages 1-23, April.
    46. Yousaf, Imran & Hunjra, Ahmed Imran & Alshater, Muneer M. & Bouri, Elie & Li, Yanshuang, 2023. "Multidimensional connectedness among the volatility of global financial markets around the Russian-Ukrainian conflict," Pacific-Basin Finance Journal, Elsevier, vol. 82(C).
    47. Iqbal, Najaf & Naeem, Muhammad Abubakr & Suleman, Muhammed Tahir, 2022. "Quantifying the asymmetric spillovers in sustainable investments," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 77(C).
    48. repec:eme:mfppss:mf-10-2016-0293 is not listed on IDEAS
    49. Huang, Zishan & Zhu, Huiming & Hau, Liya & Deng, Xi, 2023. "Time-frequency co-movement and network connectedness between green bond and financial asset markets: Evidence from multiscale TVP-VAR analysis," The North American Journal of Economics and Finance, Elsevier, vol. 67(C).
    50. Cui, Tianxiang & Suleman, Muhammad Tahir & Zhang, Hongwei, 2022. "Do the green bonds overreact to the COVID-19 pandemic?," Finance Research Letters, Elsevier, vol. 49(C).
    51. Lu, Man & Chang, Bisharat Hussain & Salman, Asma & Razzaq, Muthanna G. Abdul & Uddin, Mohammed Ahmar, 2023. "Time varying connectedness between foreign exchange markets and crude oil futures prices," Resources Policy, Elsevier, vol. 86(PB).
    52. Zhang, Wenting & He, Xie & Hamori, Shigeyuki, 2022. "Volatility spillover and investment strategies among sustainability-related financial indexes: Evidence from the DCC-GARCH-based dynamic connectedness and DCC-GARCH t-copula approach," International Review of Financial Analysis, Elsevier, vol. 83(C).
    53. Mr. Marco Terrones & Mr. Eswar S Prasad & Mr. Ayhan Kose, 2003. "Financial Integration and Macroeconomic Volatility," IMF Working Papers 2003/050, International Monetary Fund.
    54. Naeem, Muhammad Abubakr & Karim, Sitara, 2021. "Tail dependence between bitcoin and green financial assets," Economics Letters, Elsevier, vol. 208(C).
    55. Yu, Ellen Pei-yi & Luu, Bac Van, 2021. "International variations in ESG disclosure – Do cross-listed companies care more?," International Review of Financial Analysis, Elsevier, vol. 75(C).
    56. Raza, Syed Ali & Sharif, Arshian & Kumar, Satish & Ahmed, Maiyra, 2023. "Connectedness between monetary policy uncertainty and sectoral stock market returns: Evidence from asymmetric TVP-VAR approach," International Review of Financial Analysis, Elsevier, vol. 90(C).
    57. Wei, Yu & Wang, Zhuo & Li, Dongxin & Chen, Xiaodan, 2022. "Can infectious disease pandemic impact the long-term volatility and correlation of gold and crude oil markets?," Finance Research Letters, Elsevier, vol. 47(PA).
    58. Jarque, Carlos M. & Bera, Anil K., 1980. "Efficient tests for normality, homoscedasticity and serial independence of regression residuals," Economics Letters, Elsevier, vol. 6(3), pages 255-259.
    59. Jaime F. Lavin & Alejandro A. Montecinos-Pearce, 2022. "Heterogeneous Firms and Benefits of ESG Disclosure: Cost of Debt Financing in an Emerging Market," Sustainability, MDPI, vol. 14(23), pages 1-21, November.
    60. Enrique G. Mendoza & Guillermo A. Calvo, 2000. "Capital-Markets Crises and Economic Collapse in Emerging Markets: An Informational-Frictions Approach," American Economic Review, American Economic Association, vol. 90(2), pages 59-64, May.
    61. Syed Jawad Hussain Shahzad & Thi Hong Van Hoang & Elie Bouri, 2022. "From pandemic to systemic risk: contagion in the U.S. tourism sector," Current Issues in Tourism, Taylor & Francis Journals, vol. 25(1), pages 34-40, January.
    62. Ferrer, Román & Bolós, Vicente J. & Benítez, Rafael, 2016. "Interest rate changes and stock returns: A European multi-country study with wavelets," International Review of Economics & Finance, Elsevier, vol. 44(C), pages 1-12.
    63. Sebastian Edwards, 2000. "Capital Flows and the Emerging Economies: Theory, Evidence, and Controversies," NBER Books, National Bureau of Economic Research, Inc, number edwa00-1, February.
    64. Gao, Yang & Li, Yangyang & Zhao, Chengjie & Wang, Yaojun, 2022. "Risk spillover analysis across worldwide ESG stock markets: New evidence from the frequency-domain," The North American Journal of Economics and Finance, Elsevier, vol. 59(C).
    65. Abdulsalam Abidemi Sikiru & Afees A. Salisu, 2022. "Assessing the hedging potential of gold and other precious metals against uncertainty due to epidemics and pandemics," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(4), pages 2199-2214, August.
    66. Simsek, Yeliz & Lorca, Álvaro & Urmee, Tania & Bahri, Parisa A. & Escobar, Rodrigo, 2019. "Review and assessment of energy policy developments in Chile," Energy Policy, Elsevier, vol. 127(C), pages 87-101.
    67. Luis Alberiko Gil-Alana & Carlos Poza, 2022. "The impact of COVID-19 on the Spanish tourism sector," Tourism Economics, , vol. 28(3), pages 646-653, May.
    Full references (including those not matched with items on IDEAS)

    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. Iqbal, Najaf & Umar, Zaghum & Ruman, Asif M. & Jiang, Shaohua, 2024. "The term structure of yield curve and connectedness among ESG investments," Research in International Business and Finance, Elsevier, vol. 67(PA).
    2. Lucey, Brian & Ren, Boru, 2023. "Time-varying tail risk connectedness among sustainability-related products and fossil energy investments," Energy Economics, Elsevier, vol. 126(C).
    3. Pham, Son D. & Nguyen, Thao T.T. & Do, Hung X., 2024. "Impact of climate policy uncertainty on return spillover among green assets and portfolio implications," Energy Economics, Elsevier, vol. 134(C).
    4. Lu, Xunfa & Huang, Nan & Mo, Jianlei & Ye, Zhitao, 2023. "Dynamics of the return and volatility connectedness among green finance markets during the COVID-19 pandemic," Energy Economics, Elsevier, vol. 125(C).
    5. Lei, Heng & Xue, Minggao & Liu, Huiling & Ye, Jing, 2023. "Precious metal as a safe haven for global ESG stocks: Portfolio implications for socially responsible investing," Resources Policy, Elsevier, vol. 80(C).
    6. Cheng, Zishu & Li, Mingchen & Cui, Ruhong & Wei, Yunjie & Wang, Shouyang & Hong, Yongmiao, 2024. "The impact of COVID-19 on global financial markets: A multiscale volatility spillover analysis," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    7. Wan, Jieru & Yin, Libo & Wu, You, 2024. "Return and volatility connectedness across global ESG stock indexes: Evidence from the time-frequency domain analysis," International Review of Economics & Finance, Elsevier, vol. 89(PB), pages 397-428.
    8. Zhang, Wenting & He, Xie & Hamori, Shigeyuki, 2023. "The impact of the COVID-19 pandemic and Russia-Ukraine war on multiscale spillovers in green finance markets: Evidence from lower and higher order moments," International Review of Financial Analysis, Elsevier, vol. 89(C).
    9. Shang, Jin & Hamori, Shigeyuki, 2024. "Quantile time-frequency connectedness analysis between crude oil, gold, financial markets, and macroeconomic indicators: Evidence from the US and EU," Energy Economics, Elsevier, vol. 132(C).
    10. Shi, Chunpei & Wei, Yu & Li, Xiafei & Liu, Yuntong, 2023. "Combination forecasts of China's oil futures returns based on multiple uncertainties and their connectedness with oil," Energy Economics, Elsevier, vol. 126(C).
    11. Cagli, Efe Caglar, 2023. "The volatility spillover between battery metals and future mobility stocks: Evidence from the time-varying frequency connectedness approach," Resources Policy, Elsevier, vol. 86(PA).
    12. Mirza, Nawazish & Naeem, Muhammad Abubakr & Ha Nguyen, Thi Thu & Arfaoui, Nadia & Oliyide, Johnson A., 2023. "Are sustainable investments interdependent? The international evidence," Economic Modelling, Elsevier, vol. 119(C).
    13. Arfaoui, Nadia & Naeem, Muhammad Abubakr & Boubaker, Sabri & Mirza, Nawazish & Karim, Sitara, 2023. "Interdependence of clean energy and green markets with cryptocurrencies," Energy Economics, Elsevier, vol. 120(C).
    14. Inglesi-Lotz, R. & Dogan, Eyup & Nel, J. & Tzeremes, Panayiotis, 2023. "Connectedness and spillovers in the innovation network of green transportation," Energy Policy, Elsevier, vol. 180(C).
    15. Sevillano, María Caridad & Jareño, Francisco & López, Raquel & Esparcia, Carlos, 2024. "Connectedness between oil price shocks and US sector returns: Evidence from TVP-VAR and wavelet decomposition," Energy Economics, Elsevier, vol. 131(C).
    16. Abakah, Emmanuel Joel Aikins & Brahim, Mariem & Carlotti, Jean-Etienne & Tiwari, Aviral Kumar & Mensi, Walid, 2024. "Extreme downside risk connectedness and portfolio hedging among the G10 currencies," International Economics, Elsevier, vol. 178(C).
    17. Huang, Zishan & Zhu, Huiming & Hau, Liya & Deng, Xi, 2023. "Time-frequency co-movement and network connectedness between green bond and financial asset markets: Evidence from multiscale TVP-VAR analysis," The North American Journal of Economics and Finance, Elsevier, vol. 67(C).
    18. Al-Shboul, Mohammad & Assaf, Ata & Mokni, Khaled, 2023. "Does economic policy uncertainty drive the dynamic spillover among traditional currencies and cryptocurrencies? The role of the COVID-19 pandemic," Research in International Business and Finance, Elsevier, vol. 64(C).
    19. de Boyrie, Maria E. & Pavlova, Ivelina, 2024. "Connectedness with commodities in emerging markets: ESG leaders vs. conventional indexes," Research in International Business and Finance, Elsevier, vol. 71(C).
    20. Bouri, Elie & Cepni, Oguzhan & Gabauer, David & Gupta, Rangan, 2021. "Return connectedness across asset classes around the COVID-19 outbreak," International Review of Financial Analysis, Elsevier, vol. 73(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:riibaf:v:73:y:2025:i:pa:s0275531924003891. 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/ribaf .

    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.