IDEAS home Printed from https://ideas.repec.org/a/eee/ecofin/v48y2019icp170-186.html
   My bibliography  Save this article

Do stock markets lead or lag macroeconomic variables? Evidence from select European countries

Author

Listed:
  • Camilleri, Silvio John
  • Scicluna, Nicolanne
  • Bai, Ye

Abstract

This study examines the connections between stock prices and key macroeconomic indicators: inflation, industrial production, interest rates, money supply and select interactions between the latter group of variables. Such links are evaluated through vector-autoregressions (VARs) on monthly data spanning over the period 1999–2017, for Belgium, France, Germany, Netherlands and Portugal. We check whether such relations are confirmed across different sub-periods and also adopt a non-parametric approach by using a Pesaran-Timmermann test. We find different contemporaneous and lead-lag relationships between stock prices and the selected variables, although there are variations across countries. VAR models indicate that stock prices significantly lead inflation across all countries during the sample period and in most cases this relationship was positive. In addition, stock prices significantly lead industrial production in four of the sampled countries and these relationships were positive as well. Contrary to long-established finance theories, we did not find numerous significant links between interest rates and stock indices; however the interaction between interest rates and money supply was a leading indicator of stock prices in France, Germany and Portugal.

Suggested Citation

  • Camilleri, Silvio John & Scicluna, Nicolanne & Bai, Ye, 2019. "Do stock markets lead or lag macroeconomic variables? Evidence from select European countries," The North American Journal of Economics and Finance, Elsevier, vol. 48(C), pages 170-186.
  • Handle: RePEc:eee:ecofin:v:48:y:2019:i:c:p:170-186
    DOI: 10.1016/j.najef.2019.01.019
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1062940818304145
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.najef.2019.01.019?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Yin-Wong Cheung & Kon Lai, 1999. "Macroeconomic determinants of long-term stock market comovements among major EMS countries," Applied Financial Economics, Taylor & Francis Journals, vol. 9(1), pages 73-85.
    2. Altaf Hussain & Musrat Rafique & Ambar Khalil & Maryam Nawaz, 2013. "Macroeconomic Determinants Of Stock Price Variations: An Economic Analysis Of Kse-100 Index," Pakistan Journal of Humanities and Social Sciences, International Research Alliance for Sustainable Development (iRASD), vol. 1(1), pages 28-46, June.
    3. Thorbecke, Willem, 1997. "On Stock Market Returns and Monetary Policy," Journal of Finance, American Finance Association, vol. 52(2), pages 635-654, June.
    4. Andrieș, Alin Marius & Ihnatov, Iulian & Tiwari, Aviral Kumar, 2014. "Analyzing time–frequency relationship between interest rate, stock price and exchange rate through continuous wavelet," Economic Modelling, Elsevier, vol. 41(C), pages 227-238.
    5. Paresh Kumar Narayan & Seema Narayan & Harminder Singh, 2014. "The Determinants of Stock Prices: New Evidence from the Indian Banking Sector," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 50(2), pages 5-15, March.
    6. Bernanke, Ben & Gertler, Mark & Gilchrist, Simon, 1996. "The Financial Accelerator and the Flight to Quality," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 1-15, February.
    7. Pesaran, M Hashem & Timmermann, Allan, 1992. "A Simple Nonparametric Test of Predictive Performance," Journal of Business & Economic Statistics, American Statistical Association, vol. 10(4), pages 561-565, October.
    8. Bekiros Stelios & Muzaffar Ahmed T. & Uddin Gazi S. & Vidal-García Javier, 2017. "Money supply and inflation dynamics in the Asia-Pacific economies: a time-frequency approach," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 21(3), pages 1-12, June.
    9. Hacker, R. Scott & Karlsson, Hyunjoo Kim & Månsson, Kristofer, 2014. "An investigation of the causal relations between exchange rates and interest rate differentials using wavelets," International Review of Economics & Finance, Elsevier, vol. 29(C), pages 321-329.
    10. Kotkatvuori-Örnberg, Juha & Nikkinen, Jussi & Äijö, Janne, 2013. "Stock market correlations during the financial crisis of 2008–2009: Evidence from 50 equity markets," International Review of Financial Analysis, Elsevier, vol. 28(C), pages 70-78.
    11. Fischer, Stanley & Merton, Robert C., 1984. "Macroeconomics and finance: The role of the stock market," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 21(1), pages 57-108, January.
    12. Tran, Thi Bich Ngoc, 2017. "Speculative bubbles in emerging stock markets and macroeconomic factors: A new empirical evidence for Asia and Latin America," Research in International Business and Finance, Elsevier, vol. 42(C), pages 454-467.
    13. Adam, Anokye M. & Tweneboah, George, 2008. "Macroeconomic Factors and Stock Market Movement: Evidence from Ghana," MPRA Paper 11256, University Library of Munich, Germany.
    14. Ye Bai & Christopher Green, 2011. "Determinants of cross-sectional stock return variations in emerging markets," Empirical Economics, Springer, vol. 41(1), pages 81-102, August.
    15. Day, Theodore E. & Wang, Pingying, 2002. "Dividends, nonsynchronous prices, and the returns from trading the Dow Jones Industrial Average," Journal of Empirical Finance, Elsevier, vol. 9(4), pages 431-454, November.
    16. Krieger, Kevin & Mauck, Nathan & Vazquez, Joseph, 2015. "Comparing U.S. and European market volatility responses to interest rate policy announcements," International Review of Financial Analysis, Elsevier, vol. 39(C), pages 127-136.
    17. Bjørnland, Hilde C. & Leitemo, Kai, 2009. "Identifying the interdependence between US monetary policy and the stock market," Journal of Monetary Economics, Elsevier, vol. 56(2), pages 275-282, March.
    18. Bampinas, Georgios & Panagiotidis, Theodore, 2016. "Hedging inflation with individual US stocks: A long-run portfolio analysis," The North American Journal of Economics and Finance, Elsevier, vol. 37(C), pages 374-392.
    19. Liew, Ping-Xin & Lim, Kian-Ping & Goh, Kim-Leng, 2018. "Foreign equity flows: Boon or bane to the liquidity of Malaysian stock market?," The North American Journal of Economics and Finance, Elsevier, vol. 45(C), pages 161-181.
    20. Ben S. Bernanke & Mark Gertler, 1999. "Monetary policy and asset price volatility," Economic Review, Federal Reserve Bank of Kansas City, vol. 84(Q IV), pages 17-51.
    21. Jushan Bai & Pierre Perron, 2003. "Critical values for multiple structural change tests," Econometrics Journal, Royal Economic Society, vol. 6(1), pages 72-78, June.
    22. Jammazi, Rania & Ferrer, Román & Jareño, Francisco & Hammoudeh, Shawkat M., 2017. "Main driving factors of the interest rate-stock market Granger causality," International Review of Financial Analysis, Elsevier, vol. 52(C), pages 260-280.
    23. Keshab Bhattarai, 2011. "Impact of exchange rate and money supply on growth, inflation and interest rates in the UK," International Journal of Monetary Economics and Finance, Inderscience Enterprises Ltd, vol. 4(4), pages 355-371.
    24. Peter Sellin, 2001. "Monetary Policy and the Stock Market: Theory and Empirical Evidence," Journal of Economic Surveys, Wiley Blackwell, vol. 15(4), pages 491-541, September.
    25. Jan Hanousek & Randall K. Filer, 2000. "The Relationship Between Economic Factors and Equity Markets in Central Europe," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 8(3), pages 623-638, November.
    26. Orawan Ratanapakorn & Subhash Sharma, 2007. "Dynamic analysis between the US stock returns and the macroeconomic variables," Applied Financial Economics, Taylor & Francis Journals, vol. 17(5), pages 369-377.
    27. Silvio John Camilleri & Christopher J Green, 2014. "Stock market predictability: Non-synchronous trading or inefficient markets? Evidence from the national stock exchange of India," Studies in Economics and Finance, Emerald Group Publishing, vol. 31(4), pages 354-370.
    28. Chen, Nai-Fu & Roll, Richard & Ross, Stephen A, 1986. "Economic Forces and the Stock Market," The Journal of Business, University of Chicago Press, vol. 59(3), pages 383-403, July.
    29. Hendershott, Terrence & Moulton, Pamela C., 2011. "Automation, speed, and stock market quality: The NYSE's Hybrid," Journal of Financial Markets, Elsevier, vol. 14(4), pages 568-604, November.
    30. Chauvet, Marcelle & Potter, Simon, 2000. "Coincident and leading indicators of the stock market," Journal of Empirical Finance, Elsevier, vol. 7(1), pages 87-111, May.
    31. Tarun K. Mukherjee & Atsuyuki Naka, 1995. "Dynamic Relations Between Macroeconomic Variables And The Japanese Stock Market: An Application Of A Vector Error Correction Model," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 18(2), pages 223-237, June.
    32. Bharat Kolluri & Mahmoud Wahab, 2008. "Stock returns and expected inflation: evidence from an asymmetric test specification," Review of Quantitative Finance and Accounting, Springer, vol. 30(4), pages 371-395, May.
    33. Husam Rjoub & Turgut Türsoy & Nil Günsel, 2009. "The effects of macroeconomic factors on stock returns: Istanbul Stock Market," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 26(1), pages 36-45, March.
    34. Kim, Jeong-Ryeol, 2003. "The stock return-inflation puzzle and the asymmetric causality in stock returns, inflation and real activity," Economics Letters, Elsevier, vol. 80(2), pages 155-160, August.
    35. Suhaibu, Iddrisu & Harvey, Simon K. & Amidu, Mohammed, 2017. "The impact of monetary policy on stock market performance: Evidence from twelve (12) African countries," Research in International Business and Finance, Elsevier, vol. 42(C), pages 1372-1382.
    36. Alam, Naushad, 2017. "Analysis of the impact of select macroeconomic variables on the Indian stock market: A heteroscedastic cointegration approach," Business and Economic Horizons (BEH), Prague Development Center (PRADEC), vol. 13(1).
    37. Jushan Bai, 1997. "Estimation Of A Change Point In Multiple Regression Models," The Review of Economics and Statistics, MIT Press, vol. 79(4), pages 551-563, November.
    38. Timothy Cogley & Thomas J. Sargent, 2002. "Evolving Post-World War II US Inflation Dynamics," NBER Chapters, in: NBER Macroeconomics Annual 2001, Volume 16, pages 331-388, National Bureau of Economic Research, Inc.
    39. Camilleri, Silvio John, 2015. "Do call auctions curtail price volatility? Evidence from the National Stock Exchange of India," MPRA Paper 95301, University Library of Munich, Germany.
    40. Silvio John Camilleri & Christopher J. Green, 2014. "Stock market predictability," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 31(4), pages 354-370, September.
    41. Ariff, Mohamed & Chung, Tin-fah & M., Shamsher, 2012. "Money supply, interest rate, liquidity and share prices: A test of their linkage," Global Finance Journal, Elsevier, vol. 23(3), pages 202-220.
    42. Mehmet Balcilar & Esin Cakan & Rangan Gupta, 2016. "Does U.S. News Impact Asian Emerging Markets? Evidence from Nonparametric Causality-in-Quantiles Test," Working Papers 201631, University of Pretoria, Department of Economics.
    43. Hosseini, Seyed Mehdi & Ahmad, Zamri & Lai, Yew Wah, 2011. "The Role of Macroeconomic Variables on Stock Market Index in China and India," MPRA Paper 112215, University Library of Munich, Germany.
    44. Lee, Bong-Soo, 1992. "Causal Relations among Stock Returns, Interest Rates, Real Activity, and Inflation," Journal of Finance, American Finance Association, vol. 47(4), pages 1591-1603, September.
    45. Valcarcel, Victor J., 2012. "The dynamic adjustments of stock prices to inflation disturbances," Journal of Economics and Business, Elsevier, vol. 64(2), pages 117-144.
    46. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    47. Camilleri, Silvio John & Falzon, Joseph, 2013. "The Challenges of Productivity Growth in the Small Island States of Europe: A Critical Look of Malta and Cyprus," MPRA Paper 62489, University Library of Munich, Germany.
    48. Naushad Alam, 2017. "Analysis of the impact of select macroeconomic variables on the Indian Stock Market: A heteroscedastic cointegration approach," Business and Economic Horizons (BEH), Prague Development Center, vol. 13(1), pages 119-127, March.
    49. Mukherjee, Tarun K & Naka, Atsuyuki, 1995. "Dynamic Relations between Macroeconomic Variables and the Japanese Stock Market: An Application of a Vector Error Correction Model," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 18(2), pages 223-237, Summer.
    50. James H. Stock & Mark W. Watson, 1989. "New Indexes of Coincident and Leading Economic Indicators," NBER Chapters, in: NBER Macroeconomics Annual 1989, Volume 4, pages 351-409, National Bureau of Economic Research, Inc.
    51. Camilleri, Silvio John & Galea, Gabriella, 2009. "The Diversification Potential Offered by Emerging Markets in Recent Years," MPRA Paper 62491, University Library of Munich, Germany.
    52. Laopodis, Nikiforos T., 2011. "Equity prices and macroeconomic fundamentals: International evidence," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(2), pages 247-276, April.
    53. Gurgul, Henryk & Lach, Łukasz, 2010. "The causal link between Polish stock market and key macroeconomic aggregates," MPRA Paper 52250, University Library of Munich, Germany.
    54. Antonakakis, Nikolaos & Gupta, Rangan & Tiwari, Aviral K., 2017. "Has the correlation of inflation and stock prices changed in the United States over the last two centuries?," Research in International Business and Finance, Elsevier, vol. 42(C), pages 1-8.
    55. Oguzhan Ozcelebi, 2014. "Possible effects of the stock market movements on interest rates, output and inflation: empirical evidence from the emerging markets of Europe," Global Business and Economics Review, Inderscience Enterprises Ltd, vol. 16(2), pages 179-201.
    56. Sargent, Thomas J., 1999. "A primer on monetary and fiscal policy," Journal of Banking & Finance, Elsevier, vol. 23(10), pages 1463-1482, October.
    57. Fufa, Tolina & Kim, Jaebeom, 2018. "Stock markets, banks, and economic growth: Evidence from more homogeneous panels," Research in International Business and Finance, Elsevier, vol. 44(C), pages 504-517.
    58. Abugri, Benjamin A., 2008. "Empirical relationship between macroeconomic volatility and stock returns: Evidence from Latin American markets," International Review of Financial Analysis, Elsevier, vol. 17(2), pages 396-410.
    59. Andreas Humpe & Peter Macmillan, 2009. "Can macroeconomic variables explain long-term stock market movements? A comparison of the US and Japan," Applied Financial Economics, Taylor & Francis Journals, vol. 19(2), pages 111-119.
    60. Olivier Jean Blanchard & Stanley Fischer (ed.), 1990. "NBER Macroeconomics Annual 1990," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262521555, December.
    61. Camilleri, Silvio John & Green, Christopher J., 2014. "Stock market predictability: Non-synchronous trading or inefficient markets? Evidence from the National Stock Exchange of India," MPRA Paper 95302, University Library of Munich, Germany.
    62. Kim, Jeong-Ryeol, 2003. "The stock return-inflation puzzle and the asymmetric causality in stock returns, inflation and real activity," Discussion Paper Series 1: Economic Studies 2003,03, Deutsche Bundesbank.
    63. Anderson, Hamish D. & Balli, Faruk & Godber, Cara, 2018. "The effect of macroeconomic announcements at a sectoral level in the US and European Union," Research in International Business and Finance, Elsevier, vol. 44(C), pages 256-272.
    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. Marie Ligocka, 2023. "The relationship between macroeconomic variables and stock market indices: evidence from Central and Eastern European countries," Eastern Journal of European Studies, Centre for European Studies, Alexandru Ioan Cuza University, vol. 14, pages 76-107, December.
    2. Wang, Shengquan & Chen, Langnan, 2019. "Driving factors of equity bubbles," The North American Journal of Economics and Finance, Elsevier, vol. 49(C), pages 304-317.
    3. Ahmed, Walid M.A., 2020. "Stock market reactions to domestic sentiment: Panel CS-ARDL evidence," Research in International Business and Finance, Elsevier, vol. 54(C).
    4. Fromentin, Vincent, 2022. "Time-varying causality between stock prices and macroeconomic fundamentals: Connection or disconnection?," Finance Research Letters, Elsevier, vol. 49(C).
    5. Ana Monteiro & Nuno Silva & Helder Sebastião, 2023. "Industry return lead-lag relationships between the US and other major countries," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-48, December.
    6. Stefanos Bennett & Mihai Cucuringu & Gesine Reinert, 2022. "Lead-lag detection and network clustering for multivariate time series with an application to the US equity market," Papers 2201.08283, arXiv.org.
    7. Diego Fresoli, 2022. "Bootstrap VAR forecasts: The effect of model uncertainties," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 41(2), pages 279-293, March.

    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. Pooja Joshi & A K Giri, 2015. "Dynamic Relations between Macroeconomic Variables and Indian Stock Price: An Application of ARDL Bounds Testing Approach," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 5(10), pages 1119-1133, October.
    2. Ditimi Amassoma & O. Adeleke, 2018. "Testing for the Causality between Interest Rate and Stock Market Performance in Nigeria," Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 3, pages 109-124.
    3. Širůček, Martin, 2015. "Kauzalní vztah peněžní nabídky a amerického akciového trhu [Money supply and US stock market causality]," MPRA Paper 66357, University Library of Munich, Germany, revised 30 Aug 2015.
    4. Kishor K. Guru-Gharana & Matiur Rahman & Anisul M. Islam, 2021. "Japan s Stock Market Performance: Evidence from Toda-Yamamoto and Dolado-Lutkepohl Tests for Multivariate Granger Causality," International Journal of Economics and Financial Issues, Econjournals, vol. 11(3), pages 107-122.
    5. Abbas Ghulam & Wang Shouyang & Bhowmik Roni & Koju Laxmi, 2017. "Cointegration and Causality Relationship Between Stock Market, Money Market and Foreign Exchange Market in Pakistan," Journal of Systems Science and Information, De Gruyter, vol. 5(1), pages 1-20, February.
    6. Charles K.D. Adjasi, 2009. "Macroeconomic uncertainty and conditional stock-price volatility in frontier African markets: Evidence from Ghana," Journal of Risk Finance, Emerald Group Publishing, vol. 10(4), pages 333-349, August.
    7. Kuwornu, John K.M., 2012. "Effect of Macroeconomic Variables on the Ghanaian Stock Market Returns: A Co-integration Analysis," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 4(2), pages 1-12, June.
    8. Vardhan, Harsh & Sinha, Pankaj, 2015. "Influence of Macroeconomic Variable on Indian Stock Movement: Cointegration Approach," MPRA Paper 64369, University Library of Munich, Germany, revised 10 May 2015.
    9. Silvio John Camilleri & Ritienne Farrugia, 2018. "The Risk-Adjusted Performance of Alternative Investment Funds and UCITS: A Comparative Analysis," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 10(7), pages 1-23, July.
    10. Fromentin, Vincent, 2022. "Time-varying causality between stock prices and macroeconomic fundamentals: Connection or disconnection?," Finance Research Letters, Elsevier, vol. 49(C).
    11. Mazhar Hallak Kantakji, 2019. "The Impact of Macroeconomic Factors on US Islamic and Conventional Equity تأثير العوامل الاقتصادية الكلية على الأسهم الإسلامية والتقليدية الأمريكية," Journal of King Abdulaziz University: Islamic Economics, King Abdulaziz University, Islamic Economics Institute., vol. 32(2), pages 43-58, January.
    12. Husam RJOUB & Irfan CIVCIR & Nil Gunsel RESATOGLU, 2017. "Micro and Macroeconomic Determinants of Stock Prices: The Case of Turkish Banking Sector," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(1), pages 150-166, March.
    13. Camilleri, Silvio John & Galea, Francelle, 2019. "The Determinants of Securities Trading Activity: Evidence from four European Equity Markets," MPRA Paper 95298, University Library of Munich, Germany.
    14. Mohammad Joarder & Monir Ahmed & Tahsina Haque & Syed Hasanuzzaman, 2014. "An empirical testing of informational efficiency in Bangladesh capital market," Economic Change and Restructuring, Springer, vol. 47(1), pages 63-87, February.
    15. Agiakloglou, Christos & Gkouvakis, Michail, 2015. "Causal interrelations among market fundamentals: Evidence from the European Telecommunications sector," The Quarterly Review of Economics and Finance, Elsevier, vol. 55(C), pages 150-159.
    16. Ruqayya Aljifri, 2020. "The Macroeconomy, Oil and the Stock Market: A Multiple Equation Time Series Analysis of Saudi Arabia," Economics Discussion Papers em-dp2020-27, Department of Economics, University of Reading.
    17. Pramod Kumar, Naik & Puja, Padhi, 2012. "The impact of Macroeconomic Fundamentals on Stock Prices revisited: An Evidence from Indian Data," MPRA Paper 38980, University Library of Munich, Germany.
    18. Syed Jawad Hussain Shahzad & Dene Hurley & Román Ferrer, 2021. "U.S. stock prices and macroeconomic fundamentals: Fresh evidence using the quantile ARDL approach," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(3), pages 3569-3587, July.
    19. Abdelaziz Rouabah, 2007. "L'inflation et la rentabilité des actions : une relation énigmatique et un casse-tête pour les banques centrales," Économie et Prévision, Programme National Persée, vol. 177(1), pages 19-34.
    20. Erhan Cankal, 2015. "Relationship Between Stock Market Returns and Macroeconomic Variables: Evidence from Turkey," Journal of Economics and Behavioral Studies, AMH International, vol. 7(5), pages 6-18.

    More about this item

    Keywords

    Stock prices; Macroeconomic indicators; Pesaran-Timmermann test; Structural breakpoint tests; Vector autoregression;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

    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:ecofin:v:48:y:2019:i:c:p:170-186. 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/620163 .

    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.