IDEAS home Printed from https://ideas.repec.org/a/bla/jbfnac/v35y2008i7-8p1023-1047.html
   My bibliography  Save this article

On the Measurement of Market Power in the Banking Industry

Author

Listed:
  • Manthos D. Delis
  • K. Christos Staikouras
  • Panagiotis T. Varlagas

Abstract

This paper compares the estimates of the two most widely used non‐structural models for market power measurement in banking, namely the conduct parameter method and the revenue test, as applied to three panels of Greek, Latvian and Spanish banks over the period 1993–2004. We also propose a dynamic reformulation of these models within a panel data context, in order to address possible statistical problems associated with the dynamic nature of bank‐level data. The results suggest that both static methods provide lower estimates of market power relative to their dynamic counterparts. Therefore, the inclusion of some dynamics in the models, even though it increased estimation complexity, helped to reveal some collusive behavior of banks.

Suggested Citation

  • Manthos D. Delis & K. Christos Staikouras & Panagiotis T. Varlagas, 2008. "On the Measurement of Market Power in the Banking Industry," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 35(7‐8), pages 1023-1047, September.
  • Handle: RePEc:bla:jbfnac:v:35:y:2008:i:7-8:p:1023-1047
    DOI: 10.1111/j.1468-5957.2008.02098.x
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/j.1468-5957.2008.02098.x
    Download Restriction: no

    File URL: https://libkey.io/10.1111/j.1468-5957.2008.02098.x?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Molyneux, Phil & Lloyd-Williams, D. M. & Thornton, John, 1994. "Competitive conditions in european banking," Journal of Banking & Finance, Elsevier, vol. 18(3), pages 445-459, May.
    2. Panzar, John C & Rosse, James N, 1987. "Testing for "Monopoly" Equilibrium," Journal of Industrial Economics, Wiley Blackwell, vol. 35(4), pages 443-456, June.
    3. Binder, Michael & Hsiao, Cheng & Pesaran, M. Hashem, 2005. "Estimation And Inference In Short Panel Vector Autoregressions With Unit Roots And Cointegration," Econometric Theory, Cambridge University Press, vol. 21(4), pages 795-837, August.
    4. Stijn Claessens & Luc Laeven, 2004. "What drives bank competition? Some international evidence," Proceedings, Federal Reserve Bank of Cleveland, pages 563-592.
    5. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    6. Hempell, Hannah S., 2002. "Testing for Competition Among German Banks," Discussion Paper Series 1: Economic Studies 2002,04, Deutsche Bundesbank.
    7. Steen, Frode & Salvanes, Kjell G., 1999. "Testing for market power using a dynamic oligopoly model," International Journal of Industrial Organization, Elsevier, vol. 17(2), pages 147-177, February.
    8. Badi H. Baltagi, 2021. "Econometric Analysis of Panel Data," Springer Texts in Business and Economics, Springer, edition 6, number 978-3-030-53953-5, October.
    9. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    10. Lau, Lawrence J., 1982. "On identifying the degree of competitiveness from industry price and output data," Economics Letters, Elsevier, vol. 10(1-2), pages 93-99.
    11. Iwata, Gyoichi, 1974. "Measurement of Conjectural Variations in Oligopoly," Econometrica, Econometric Society, vol. 42(5), pages 947-966, September.
    12. Bourke, Philip, 1989. "Concentration and other determinants of bank profitability in Europe, North America and Australia," Journal of Banking & Finance, Elsevier, vol. 13(1), pages 65-79, March.
    13. Hondroyiannis, George & Lolos, Sarantis & Papapetrou, Evangelia, 1999. "Assessing competitive conditions in the Greek banking system," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 9(4), pages 377-391, November.
    14. Joseph P. Hughes & Loretta J. Mester, 1998. "Bank Capitalization And Cost: Evidence Of Scale Economies In Risk Management And Signaling," The Review of Economics and Statistics, MIT Press, vol. 80(2), pages 314-325, May.
    15. Molyneux, Philip & Thornton, John & Michael Llyod-Williams, D., 1996. "Competition and market contestability in Japanese commercial banking," Journal of Economics and Business, Elsevier, vol. 48(1), pages 33-45, February.
    16. Frank Windmeijer, 2000. "A finite sample correction for the variance of linear two-step GMM estimators," IFS Working Papers W00/19, Institute for Fiscal Studies.
    17. Barnett, William A. & Lee, Yul W. & Wolfe, Michael D., 1985. "The three-dimensional global properties of the minflex laurent, generalized leontief, and translog flexible functional forms," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 3-31.
    18. Coccorese, Paolo, 2004. "Banking competition and macroeconomic conditions: a disaggregate analysis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 14(3), pages 203-219, July.
    19. Allen N. Berger & Asli Demirgüč-Kunt & Joseph G. Haubrich & Ross Levine, 2004. "Introduction: Bank concentration and competition: an evolution in the making," Proceedings, Federal Reserve Bank of Cleveland, pages 433-451.
    20. Heather D. Gibson, 2005. "Greek Banking Profitability: recent developments," Economic Bulletin, Bank of Greece, issue 24, pages 7-25, January.
    21. Berger, Allen N, et al, 2004. "Bank Concentration and Competition: An Evolution in the Making," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(3), pages 433-451, June.
    22. Alli Nathan & Edwin H. Neave, 1989. "Competition and Contestability in Canada's Financial System: Empirical Results," Canadian Journal of Economics, Canadian Economics Association, vol. 22(3), pages 576-594, August.
    23. 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.
    24. Toolsema, Linda A., 2002. "Competition in the Dutch consumer credit market," Journal of Banking & Finance, Elsevier, vol. 26(11), pages 2215-2229, November.
    25. repec:zbw:bofism:1995_001 is not listed on IDEAS
    26. Shaffer, Sherrill, 2004. "Patterns of competition in banking," Journal of Economics and Business, Elsevier, vol. 56(4), pages 287-313.
    27. Neven, Damien & Roller, Lars-Hendrik, 1999. "An aggregate structural model of competition in the European banking industry," International Journal of Industrial Organization, Elsevier, vol. 17(7), pages 1059-1074, October.
    28. Stephen R. Bond, 2002. "Dynamic panel data models: a guide to micro data methods and practice," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 141-162, August.
    29. Goldberg, Lawrence G. & Rai, Anoop, 1996. "The structure-performance relationship for European banking," Journal of Banking & Finance, Elsevier, vol. 20(4), pages 745-771, May.
    30. Uchida, Hirofumi & Tsutsui, Yoshiro, 2005. "Has competition in the Japanese banking sector improved?," Journal of Banking & Finance, Elsevier, vol. 29(2), pages 419-439, February.
    31. Shaffer, Sherrill & DiSalvo, James, 1994. "Conduct in a banking duopoly," Journal of Banking & Finance, Elsevier, vol. 18(6), pages 1063-1082, December.
    32. De Bandt, Olivier & Davis, E. Philip, 2000. "Competition, contestability and market structure in European banking sectors on the eve of EMU," Journal of Banking & Finance, Elsevier, vol. 24(6), pages 1045-1066, June.
    33. Shaffer, Sherrill, 1989. "Competition in the U.S. banking industry," Economics Letters, Elsevier, vol. 29(4), pages 321-323.
    34. Bresnahan, Timothy F., 1982. "The oligopoly solution concept is identified," Economics Letters, Elsevier, vol. 10(1-2), pages 87-92.
    35. Semih Yildirim & George C. Philippatos, 2003. "Competition And Contestability In Central And Eastern European Banking Markets," Finance 0310004, University Library of Munich, Germany.
    36. Christos K. Staikouras & Anastasia Koutsomanoli‐Fillipaki, 2006. "Competition and Concentration in the New European Banking Landscape," European Financial Management, European Financial Management Association, vol. 12(3), pages 443-482, June.
    37. Bresnahan, Timothy F., 1989. "Empirical studies of industries with market power," Handbook of Industrial Organization, in: R. Schmalensee & R. Willig (ed.), Handbook of Industrial Organization, edition 1, volume 2, chapter 17, pages 1011-1057, Elsevier.
    38. Gelos, R. G. & Roldos, Jorge, 2004. "Consolidation and market structure in emerging market banking systems," Emerging Markets Review, Elsevier, vol. 5(1), pages 39-59, March.
    39. Shaffer, Sherrill, 1993. "A Test of Competition in Canadian Banking," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 25(1), pages 49-61, February.
    40. S. Baranzoni & P. Bianchi & L. Lambertini, 2000. "Multiproduct Firms, Product Differentiation, and Market Structure," Working Papers 368, Dipartimento Scienze Economiche, Universita' di Bologna.
    41. Shaffer, Sherrill, 1999. "The Competitive Impact of Disclosure Requirements in the Credit Card Industry," Journal of Regulatory Economics, Springer, vol. 15(2), pages 183-198, March.
    42. Douglas D. Evanoff & Diana Fortier, 1987. "Reevaluation of the structure-conduct-performance paradigm in banking," Staff Memoranda 87-9, Federal Reserve Bank of Chicago.
    43. W.A. Barnett & J.M. Binner, 2004. "The Global Properties of the Minflex Laurent, Generalized Leontief, and Translog Flexible Functional Forms," Contributions to Economic Analysis, in: Functional Structure and Approximation in Econometrics, pages 79-97, Emerald Group Publishing Limited.
    44. Barajas, Adolfo & Steiner, Roberto & Salazar, Natalia, 2000. "The impact of liberalization and foreign investment in Colombia's financial sector," Journal of Development Economics, Elsevier, vol. 63(1), pages 157-196, October.
    45. Hannan, Timothy H, 1991. "Foundations of the Structure-Conduct-Performance Paradigm in Banking," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 23(1), pages 68-84, February.
    46. Berger, Allen N. & Bonime, Seth D. & Covitz, Daniel M. & Hancock, Diana, 2000. "Why are bank profits so persistent? The roles of product market competition, informational opacity, and regional/macroeconomic shocks," Journal of Banking & Finance, Elsevier, vol. 24(7), pages 1203-1235, July.
    47. R. Schmalensee & R. Willig (ed.), 1989. "Handbook of Industrial Organization," Handbook of Industrial Organization, Elsevier, edition 1, volume 2, number 2.
    48. Amemiya, Takeshi, 1977. "The Maximum Likelihood and the Nonlinear Three-Stage Least Squares Estimator in the General Nonlinear Simultaneous Equation Model," Econometrica, Econometric Society, vol. 45(4), pages 955-968, May.
    49. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    50. Corts, Kenneth S., 1998. "Conduct parameters and the measurement of market power," Journal of Econometrics, Elsevier, vol. 88(2), pages 227-250, November.
    51. Bikker, Jacob A. & Haaf, Katharina, 2002. "Competition, concentration and their relationship: An empirical analysis of the banking industry," Journal of Banking & Finance, Elsevier, vol. 26(11), pages 2191-2214, November.
    52. Peter Kennedy, 2003. "A Guide to Econometrics, 5th Edition," MIT Press Books, The MIT Press, edition 5, volume 1, number 026261183x, April.
    53. R. Schmalensee & R. Willig (ed.), 1989. "Handbook of Industrial Organization," Handbook of Industrial Organization, Elsevier, edition 1, volume 1, number 1.
    54. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers CWP09/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    55. Arellano, Manuel, 2003. "Panel Data Econometrics," OUP Catalogue, Oxford University Press, number 9780199245291.
    56. Canhoto, Ana, 2004. "Portuguese banking: A structural model of competition in the deposits market," Review of Financial Economics, Elsevier, vol. 13(1-2), pages 41-63.
    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. Malgorzata Pawlowska, 2016. "Market structure, business cycle and bank profitability: evidence on Polish banks," Bank i Kredyt, Narodowy Bank Polski, vol. 47(4), pages 341-364.
    2. Brissimis, Sophocles N. & Delis, Manthos D., 2011. "Bank-level estimates of market power," European Journal of Operational Research, Elsevier, vol. 212(3), pages 508-517, August.
    3. Abakumenko Olga V., 2013. "Modelling Competition Level in the Ukrainian Financial Market," Business Inform, RESEARCH CENTRE FOR INDUSTRIAL DEVELOPMENT PROBLEMS of NAS (KHARKIV, UKRAINE), Kharkiv National University of Economics, issue 5, pages 302-310.
    4. Delis, Manthos D. & Tsionas, Efthymios G., 2009. "The joint estimation of bank-level market power and efficiency," Journal of Banking & Finance, Elsevier, vol. 33(10), pages 1842-1850, October.
    5. Chaffai, Mohamed & Coccorese, Paolo, 2023. "Banking market power and its determinants: New insights from MENA countries," Emerging Markets Review, Elsevier, vol. 55(C).
    6. McHugh, Christopher A., 2023. "Competitive conditions in development finance," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 83(C).
    7. Anthony M. Simpasa, 2013. "Working Paper 168 - Competition and Market Structure in the Zambian Banking Sector," Working Paper Series 447, African Development Bank.
    8. Ashim Kumar Kar & Ranjula Bali Swain, 2018. "Competition, Performance and Portfolio Quality in Microfinance Markets," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 30(5), pages 842-870, December.
    9. Sanderson Abel & Hlalefang Khobai & Pierre Le Roux, 2017. "Domestic or Foreign Banks? Who Wields more Market Power?," International Journal of Economics and Financial Issues, Econjournals, vol. 7(2), pages 175-181.
    10. Delis, Manthos D., 2010. "Competitive conditions in the Central and Eastern European banking systems," Omega, Elsevier, vol. 38(5), pages 268-274, October.
    11. Kouretas, Georgios P. & Pawłowska, Małgorzata, 2020. "Does change in the market structure have any impact on different types of bank loans in the EU?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 65(C).
    12. Simpasa, Anthony, 2010. "Characterising market power and its determinants in the Zambian banking indudstry," MPRA Paper 27232, University Library of Munich, Germany.
    13. Abdul Latif Alhassan & Nicholas Biekpe, 2017. "Liberalization Outcomes and Competitive Behaviour in an Emerging Insurance Market," African Development Review, African Development Bank, vol. 29(2), pages 122-138, June.
    14. Memić Deni, 2015. "Banking Competition and Efficiency: Empirical Analysis on the Bosnia and Herzegovina Using Panzar-Rosse Model," Business Systems Research, Sciendo, vol. 6(1), pages 72-92, March.
    15. Hossain, Shahadat & Galbreath, Jeremy & Hasan, Mostafa Monzur & Randøy, Trond, 2020. "Does competition enhance the double-bottom-line performance of microfinance institutions?," Journal of Banking & Finance, Elsevier, vol. 113(C).
    16. Antonis Michis, 2013. "Measuring Market Power in the Banking Industry in the Presence of Opportunity Cost," Working Papers 2013-1, Central Bank of Cyprus.
    17. Coccorese, Paolo & Girardone, Claudia & Shaffer, Sherrill, 2021. "What affects bank market power in the euro area? A country-level structural model approach," Journal of International Money and Finance, Elsevier, vol. 117(C).
    18. Akande Joseph Olorunfemi & Kwenda Farai, 2017. "Competitive Condition of Sub-Saharan Africa Commercial Banks," Studia Universitatis Babeș-Bolyai Oeconomica, Sciendo, vol. 62(2), pages 55-76, August.
    19. Michael L. Polemis, 2015. "Does Monopolistic Competition Exist In The Mena Region? Evidence From The Banking Sector," Bulletin of Economic Research, Wiley Blackwell, vol. 67(S1), pages 74-96, December.
    20. Pawlowska, Malgorzata, 2016. "Does the size and market structure of the banking sector have an effect on the financial stability of the European Union?," The Journal of Economic Asymmetries, Elsevier, vol. 14(PA), pages 112-127.
    21. Antonis Michis, 2013. "Measuring Market Power in the Banking Industry in the Presence of Opportunity Cost," Working Papers 2013-01, Central Bank of Cyprus.
    22. Małgorzata, 2011. "Competition in the Polish banking market prior to recent crisis for the period 1997–2007 – empirical results obtained with the use of three different models," Bank i Kredyt, Narodowy Bank Polski, vol. 42(5), pages 5-40.
    23. López-Penabad, Mª Celia & López-Andión, Carmen & Iglesias-Casal, Ana & Maside-Sanfiz, Jose Manuel, 2015. "Securitization in Spain and the wealth effect for shareholders," International Review of Economics & Finance, Elsevier, vol. 37(C), pages 308-323.
    24. Samantas, Ioannis, 2013. "Income-specific estimates of competition in European banking," MPRA Paper 51098, University Library of Munich, Germany.
    25. Sanderson Abel & Khobai Hlalefang & Pierre Le Roux & Learnmore Mutandwa, 2018. "Review of the Banking Sector Profit Persistence," International Journal of Economics and Financial Issues, Econjournals, vol. 8(1), pages 54-63.

    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. Manthos D. Delis & K. Christos Staikouras & Panagiotis T. Varlagas, 2008. "On the Measurement of Market Power in the Banking Industry," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 35(7‐8), pages 1023-1047, September.
    2. Natasa Koutsomanoli & Christos Staikouras, 2004. "Competition and Concentration," Money Macro and Finance (MMF) Research Group Conference 2004 26, Money Macro and Finance Research Group.
    3. Coccorese, Paolo & Pellecchia, Alfonso, 2013. "Multimarket contact, competition and pricing in banking," Journal of International Money and Finance, Elsevier, vol. 37(C), pages 187-214.
    4. Coccorese, Paolo, 2009. "Market power in local banking monopolies," Journal of Banking & Finance, Elsevier, vol. 33(7), pages 1196-1210, July.
    5. Delis, Manthos D., 2010. "Competitive conditions in the Central and Eastern European banking systems," Omega, Elsevier, vol. 38(5), pages 268-274, October.
    6. Coccorese, Paolo, 2012. "Banks as ‘fat cats’: Branching and price decisions in a two-stage model of competition," Journal of Economics and Business, Elsevier, vol. 64(5), pages 338-363.
    7. Carbó, Santiago & Humphrey, David & Maudos, Joaquín & Molyneux, Philip, 2009. "Cross-country comparisons of competition and pricing power in European banking," Journal of International Money and Finance, Elsevier, vol. 28(1), pages 115-134, February.
    8. Tabak, Benjamin M. & Fazio, Dimas M. & Cajueiro, Daniel O., 2012. "The relationship between banking market competition and risk-taking: Do size and capitalization matter?," Journal of Banking & Finance, Elsevier, vol. 36(12), pages 3366-3381.
    9. Hong Liu & Philip Molyneux & Linh H. Nguyen, 2012. "Competition and risk in South East Asian commercial banking," Applied Economics, Taylor & Francis Journals, vol. 44(28), pages 3627-3644, October.
    10. Goddard, John & Molyneux, Philip & Wilson, John O.S. & Tavakoli, Manouche, 2007. "European banking: An overview," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 1911-1935, July.
    11. Shaffer, Sherrill, 2004. "Patterns of competition in banking," Journal of Economics and Business, Elsevier, vol. 56(4), pages 287-313.
    12. Phil Molyneux & Hong Liu & John O.S. Wilson, 2010. "Measuring Competition and Stability: Recent Evidence for European Banking," Working Papers 10020, Bangor Business School, Prifysgol Bangor University (Cymru / Wales).
    13. Ion Lapteacru & Emmanuelle Nys, 2011. "L'impact de la concurrence bancaire sur l'efficience des banques : le cas des Pays d'Europe Centrale et Orientale," Post-Print hal-00785466, HAL.
    14. Bana Abuzayed & Nedal Al-Fayoumi & Hisham Gharaibeh, 2012. "Competition in MENA countries banking markets," International Journal of Financial Services Management, Inderscience Enterprises Ltd, vol. 5(3), pages 272-301.
    15. Ana Canhoto, 2004. "Portuguese banking: A structural model of competition in the deposits market," Review of Financial Economics, John Wiley & Sons, vol. 13(1-2), pages 41-63.
    16. Jacob A. Bikker & Sherrill Shaffer & Laura Spierdijk, 2012. "Assessing Competition with the Panzar-Rosse Model: The Role of Scale, Costs, and Equilibrium," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 1025-1044, November.
    17. Park, Kang H., 2009. "Has bank consolidation in Korea lessened competition?," The Quarterly Review of Economics and Finance, Elsevier, vol. 49(2), pages 651-667, May.
    18. Horst Gischer & Mike Stiele, 2009. "Competition Tests with a Non‐Structural Model: the Panzar–Rosse Method Applied to Germany's Savings Banks," German Economic Review, Verein für Socialpolitik, vol. 10(1), pages 50-70, February.
    19. Rezitis, Anthony N., 2010. "Evaluating the state of competition of the Greek banking industry," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 20(1), pages 68-90, February.
    20. Chang, Shun-Chiao & Chang, Jui-Chuan Della & Huang, Tai-Hsin, 2012. "Assessing market power in the U.S. commercial banking industry under deregulation," Economic Modelling, Elsevier, vol. 29(5), pages 1558-1565.

    More about this item

    JEL classification:

    • L10 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - General
    • P20 - Political Economy and Comparative Economic Systems - - Socialist and Transition Economies - - - General
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

    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:bla:jbfnac:v:35:y:2008:i:7-8:p:1023-1047. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=0306-686X .

    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.