Nothing Special   »   [go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/a/eee/joepsy/v39y2013icp341-356.html
   My bibliography  Save this article

The influence of wages on public officials’ corruptibility: A laboratory investigation

Author

Listed:
  • van Veldhuizen, R.
Abstract
Previous studies have proposed a link between corruption and wages in the public sector. The present paper investigates this link using a laboratory experiment. In the experiment, public officials have the opportunity to accept a bribe and can then decide between a neutral and a corrupt action. The corrupt action benefits the briber but poses a large negative externality on a charity. The results show that increasing public officials’ wages greatly reduces their corruptibility. In particular, low-wage public officials accept 91% of bribes on average, whereas high-wage public officials accept 38%. Moreover, high-wage public officials are less likely to choose the corrupt option. Additionally, the results suggest that a positive monitoring rate may be necessary for these effects to arise.

Suggested Citation

  • van Veldhuizen, R., 2013. "The influence of wages on public officials’ corruptibility: A laboratory investigation," Journal of Economic Psychology, Elsevier, vol. 39(C), pages 341-356.
  • Handle: RePEc:eee:joepsy:v:39:y:2013:i:c:p:341-356
    DOI: 10.1016/j.joep.2013.09.009
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0167487013001153
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.joep.2013.09.009?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. Jakob Svensson, 2003. "Who Must Pay Bribes and How Much? Evidence from a Cross Section of Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 207-230.
    2. Barr, Abigail & Lindelow, Magnus & Serneels, Pieter, 2009. "Corruption in public service delivery: An experimental analysis," Journal of Economic Behavior & Organization, Elsevier, vol. 72(1), pages 225-239, October.
    3. Berninghaus, Siegfried K. & Haller, Sven & Krüger, Tyll & Neumann, Thomas & Schosser, Stephan & Vogt, Bodo, 2013. "Risk attitude, beliefs, and information in a Corruption Game – An experimental analysis," Journal of Economic Psychology, Elsevier, vol. 34(C), pages 46-60.
    4. George A. Akerlof & Janet L. Yellen, 1990. "The Fair Wage-Effort Hypothesis and Unemployment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(2), pages 255-283.
    5. Kirchler, Erich & Hoelzl, Erik & Wahl, Ingrid, 2008. "Enforced versus voluntary tax compliance: The "slippery slope" framework," Journal of Economic Psychology, Elsevier, vol. 29(2), pages 210-225, April.
    6. Ernst Fehr & Klaus M. Schmidt, 1999. "A Theory of Fairness, Competition, and Cooperation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 817-868.
    7. Jona Linde & Joep Sonnemans, 2012. "Social comparison and risky choices," Journal of Risk and Uncertainty, Springer, vol. 44(1), pages 45-72, February.
    8. Omar Azfar & William Nelson, 2007. "Transparency, wages, and the separation of powers: An experimental analysis of corruption," Public Choice, Springer, vol. 130(3), pages 471-493, March.
    9. Benjamin A. Olken & Rohini Pande, 2012. "Corruption in Developing Countries," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 479-509, July.
    10. Raymond Fisman & Edward Miguel, 2007. "Corruption, Norms, and Legal Enforcement: Evidence from Diplomatic Parking Tickets," Journal of Political Economy, University of Chicago Press, vol. 115(6), pages 1020-1048, December.
    11. Vivi Alatas & Lisa Cameron & Ananish Chaudhuri & Nisvan Erkal & Lata Gangadharan, 2009. "Gender, Culture, and Corruption: Insights from an Experimental Analysis," Southern Economic Journal, John Wiley & Sons, vol. 75(3), pages 663-680, January.
    12. Schneider, Friedrich, 2005. "Shadow economies around the world: what do we really know?," European Journal of Political Economy, Elsevier, vol. 21(3), pages 598-642, September.
    13. Ulrike Malmendier & Klaus M. Schmidt, 2017. "You Owe Me," American Economic Review, American Economic Association, vol. 107(2), pages 493-526, February.
    14. Klaus Abbink & Bernd Irlenbusch & Elke Renner, 2002. "An Experimental Bribery Game," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 18(2), pages 428-454, October.
    15. Nicolas Jacquemet, 2005. "Corruption as Betrayal: Experimental Evidence on Corruption Under Delegation," Working Papers halshs-00180044, HAL.
    16. Frank, Bjorn & Schulze, Gunther G., 2000. "Does economics make citizens corrupt?," Journal of Economic Behavior & Organization, Elsevier, vol. 43(1), pages 101-113, September.
    17. Mikhail Drugov & John Hamman & Danila Serra, 2014. "Intermediaries in corruption: an experiment," Experimental Economics, Springer;Economic Science Association, vol. 17(1), pages 78-99, March.
    18. Giorgio Coricelli & Mateus Joffily & Claude Montmarquette & Marie Villeval, 2010. "Cheating, emotions, and rationality: an experiment on tax evasion," Experimental Economics, Springer;Economic Science Association, vol. 13(2), pages 226-247, June.
    19. Rauch, James E. & Evans, Peter B., 2000. "Bureaucratic structure and bureaucratic performance in less developed countries," Journal of Public Economics, Elsevier, vol. 75(1), pages 49-71, January.
    20. Uri Gneezy, 2005. "Deception: The Role of Consequences," American Economic Review, American Economic Association, vol. 95(1), pages 384-394, March.
    21. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    22. Gary S. Becker & George J. Stigler, 1974. "Law Enforcement, Malfeasance, and Compensation of Enforcers," The Journal of Legal Studies, University of Chicago Press, vol. 3(1), pages 1-18, January.
    23. Jakob Svensson, 2005. "Eight Questions about Corruption," Journal of Economic Perspectives, American Economic Association, vol. 19(3), pages 19-42, Summer.
    24. Cassar, Alessandra & Friedman, Daniel & Schneider, Patricia Higino, 2009. "Cheating in markets: A laboratory experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 72(1), pages 240-259, October.
    25. Klaus Abbink & Heike Hennig-Schmidt, 2006. "Neutral versus loaded instructions in a bribery experiment," Experimental Economics, Springer;Economic Science Association, vol. 9(2), pages 103-121, June.
    26. Benjamin A. Olken, 2007. "Monitoring Corruption: Evidence from a Field Experiment in Indonesia," Journal of Political Economy, University of Chicago Press, vol. 115(2), pages 200-249.
    27. Di Tella, Rafael & Schargrodsky, Ernesto, 2003. "The Role of Wages and Auditing during a Crackdown on Corruption in the City of Buenos Aires," Journal of Law and Economics, University of Chicago Press, vol. 46(1), pages 269-292, April.
    28. Kogler, Christoph & Batrancea, Larissa & Nichita, Anca & Pantya, Jozsef & Belianin, Alexis & Kirchler, Erich, 2013. "Trust and power as determinants of tax compliance: Testing the assumptions of the slippery slope framework in Austria, Hungary, Romania and Russia," Journal of Economic Psychology, Elsevier, vol. 34(C), pages 169-180.
    29. Günther G. Schulze & Björn Frank, 2003. "Deterrence versus intrinsic motivation: Experimental evidence on the determinants of corruptibility," Economics of Governance, Springer, vol. 4(2), pages 143-160, August.
    30. Barr, Abigail & Serra, Danila, 2010. "Corruption and culture: An experimental analysis," Journal of Public Economics, Elsevier, vol. 94(11-12), pages 862-869, December.
    31. Rose-Ackerman, Susan, 1975. "The economics of corruption," Journal of Public Economics, Elsevier, vol. 4(2), pages 187-203, February.
    32. Cadot, Olivier, 1987. "Corruption as a gamble," Journal of Public Economics, Elsevier, vol. 33(2), pages 223-244, July.
    33. Schwieren, Christiane & Weichselbaumer, Doris, 2010. "Does competition enhance performance or cheating? A laboratory experiment," Journal of Economic Psychology, Elsevier, vol. 31(3), pages 241-253, June.
    34. Dreber, Anna & Johannesson, Magnus, 2008. "Gender differences in deception," Economics Letters, Elsevier, vol. 99(1), pages 197-199, April.
    35. Van Rijckeghem, Caroline & Weder, Beatrice, 2001. "Bureaucratic corruption and the rate of temptation: do wages in the civil service affect corruption, and by how much?," Journal of Development Economics, Elsevier, vol. 65(2), pages 307-331, August.
    36. Klaus Abbink, 2006. "Laboratory Experiments on Corruption," Chapters, in: Susan Rose-Ackerman (ed.), International Handbook on the Economics of Corruption, chapter 14, Edward Elgar Publishing.
    37. Cameron, Lisa & Chaudhuri, Ananish & Erkal, Nisvan & Gangadharan, Lata, 2009. "Propensities to engage in and punish corrupt behavior: Experimental evidence from Australia, India, Indonesia and Singapore," Journal of Public Economics, Elsevier, vol. 93(7-8), pages 843-851, August.
    38. Treisman, Daniel, 2000. "The causes of corruption: a cross-national study," Journal of Public Economics, Elsevier, vol. 76(3), pages 399-457, June.
    39. Olivier Armantier & Amadou Boly, 2008. "Can Corruption Be Studied in the Lab? Comparing a Field and a Lab Experiment," CIRANO Working Papers 2008s-26, CIRANO.
    40. Danila Serra, 2012. "Combining Top-Down and Bottom-Up Accountability: Evidence from a Bribery Experiment," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 28(3), pages 569-587, August.
    41. Thierry Verdier & Daron Acemoglu, 2000. "The Choice between Market Failures and Corruption," American Economic Review, American Economic Association, vol. 90(1), pages 194-211, March.
    42. Vivi Alatas & Lisa Cameron & Ananish Chaudhuri & Nisvan Erkal & Lata Gangadharan, 2009. "Gender, Culture, and Corruption: Insights from an Experimental Analysis," Southern Economic Journal, John Wiley & Sons, vol. 75(3), pages 663-680, January.
    43. Michel Marechal & Christian Thoni, 2007. "Do managers reciprocate? Field experimental evidence from a competitive market," Natural Field Experiments 00310, The Field Experiments Website.
    44. Transparency International TI, 2012. "Corruption Perceptions Index 2012," Working Papers id:5186, eSocialSciences.
    45. Buehn, Andreas & Schneider, Friedrich, 2009. "Corruption and the Shadow Economy: A Structural Equation Model Approach," IZA Discussion Papers 4182, Institute of Labor Economics (IZA).
    46. Björn Frank & Johann Graf Lambsdorff & Frédéric Boehm, 2011. "Gender and Corruption: Lessons from Laboratory Corruption Experiments," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 23(1), pages 59-71, February.
    47. Kaufmann, Daniel, 2005. "Myths and Realities of Governance and Corruption," MPRA Paper 8089, University Library of Munich, Germany.
    48. Besley, Timothy & McLaren, John, 1993. "Taxes and Bribery: The Role of Wage Incentives," Economic Journal, Royal Economic Society, vol. 103(416), pages 119-141, January.
    49. Abbink, Klaus, 2004. "Staff rotation as an anti-corruption policy: an experimental study," European Journal of Political Economy, Elsevier, vol. 20(4), pages 887-906, November.
    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. Christoph Engel, 2016. "Experimental Criminal Law. A Survey of Contributions from Law, Economics and Criminology," Discussion Paper Series of the Max Planck Institute for Research on Collective Goods 2016_07, Max Planck Institute for Research on Collective Goods.
    2. Gans-Morse, Jordan & Borges, Mariana & Makarin, Alexey & Mannah-Blankson, Theresa & Nickow, Andre & Zhang, Dong, 2018. "Reducing bureaucratic corruption: Interdisciplinary perspectives on what works," World Development, Elsevier, vol. 105(C), pages 171-188.
    3. Armand, Alex & Coutts, Alexander & Vicente, Pedro C. & Vilela, Inês, 2023. "Measuring corruption in the field using behavioral games," Journal of Public Economics, Elsevier, vol. 218(C).
    4. Bahník, Štěpán & Vranka, Marek Albert, 2022. "Reward perception, but not reward inequality is associated with increased bribe-taking in a laboratory task," OSF Preprints n7atx, Center for Open Science.
    5. Vranka, Marek Albert & Bahník, Štěpán, 2017. "Predictors of Bribe-Taking: The Role of Bribe Size and Personality," OSF Preprints mzhkq, Center for Open Science.
    6. Hailin Chen & Friedrich Schneider & Qunli Sun, 2018. "Size, Determinants, and Consequences of Corruption in China's Provinces: The MIMIC Approach," CESifo Working Paper Series 7175, CESifo.
    7. Samson Tiki & Belinda Luke & Janet Mack, 2021. "Perceptions of bribery in Papua New Guinea’s public sector: Agency and structural influences," Public Administration & Development, Blackwell Publishing, vol. 41(4), pages 217-227, October.
    8. Federico Ceschel & Alessandro Hinna & Fabian Homberg, 2022. "Public Sector Strategies in Curbing Corruption: A Review of the Literature," Public Organization Review, Springer, vol. 22(3), pages 571-591, September.
    9. Giulia Mugellini & Sara Della Bella & Marco Colagrossi & Giang Ly Isenring & Martin Killias, 2021. "Public sector reforms and their impact on the level of corruption: A systematic review," Campbell Systematic Reviews, John Wiley & Sons, vol. 17(2), June.
    10. Shuguang Jiang & Marie Claire Villeval, 2022. "Dishonesty in Developing Countries -What Can We Learn From Experiments?," Working Papers hal-03899654, HAL.
    11. Hans J. Czap & Natalia V. Czap, 2019. "‘I Gave You More’: Discretionary Power in a Corruption Experiment," Journal of Interdisciplinary Economics, , vol. 32(2), pages 200-217, July.
    12. Sheheryar Banuri & Catherine Eckel, 2015. "Cracking down on bribery," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 45(3), pages 579-600, October.
    13. Bahník, Štěpán & Vranka, Marek A., 2022. "Experimental test of the effects of punishment probability and size on the decision to take a bribe," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 97(C).
    14. Pan, Xiaofei & Xiao, Erte, 2016. "It’s not just the thought that counts: An experimental study on the hidden cost of giving," Journal of Public Economics, Elsevier, vol. 138(C), pages 22-31.
    15. Thomas Giel & Sören Dallmeyer & Daniel Memmert & Christoph Breuer, 2023. "Corruption and Self-Sabotage in Sporting Competitions – An Experimental Approach to Match-Fixing Behavior and the Influence of Deterrence Factors," Journal of Sports Economics, , vol. 24(4), pages 497-525, May.
    16. Justin Buffat & Julien Senn, 2017. "Corruption, norm enforcement and cooperation," ECON - Working Papers 260, Department of Economics - University of Zurich, revised Jul 2018.
    17. Soraperra, Ivan & Köbis, Nils & Shalvi, Shaul & Vogt, Sonja & Efferson, Charles & Offerman, Theo, 2023. "A market for integrity. The use of competition to reduce bribery in education," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 107(C).
    18. Dmitry Ryvkin & Danila Serra, 2016. "The Industrial Organization of Corruption: Monopoly, Competition and Collusion," Working Papers wp2016_10_01, Department of Economics, Florida State University.
    19. Thebeth Rufaro Mukwembi & Simon Mukwembi, 2017. "Corruption and its detection: a graph-theoretic approach," Computational and Mathematical Organization Theory, Springer, vol. 23(2), pages 293-300, June.
    20. Jiang, Shuguang & Wei, Qian & Zhao, Lei, 2024. "Synergizing anti-corruption strategies: Group monitoring and endogenous crackdown – An experimental investigation," China Economic Review, Elsevier, vol. 85(C).
    21. Drichoutis, Andreas C. & Grimm, Veronika & Karakostas, Alexandros, 2020. "Bribing to Queue-Jump: An experiment on cultural differences in bribing attitudes among Greeks and Germans," MPRA Paper 102775, University Library of Munich, Germany.
    22. Adam Salisbury, 2018. "Cutting the Head off the Snake: An Empirical Investigation of Hierarchical Corruption in Burkina Faso," CSAE Working Paper Series 2018-11, Centre for the Study of African Economies, University of Oxford.
    23. Ananish Chaudhuri & Tirnud Paichayontvijit & Erwann Sbai, 2016. "The Role of Framing, Inequity and History in a Corruption Game: Some Experimental Evidence," Games, MDPI, vol. 7(2), pages 1-24, June.
    24. Richard Kasa & Gábor Réthi & György Hauber & Krisztina Szegedi, 2023. "Simulation of Corruption Decisions—An Agent-Based Approach," Sustainability, MDPI, vol. 15(3), pages 1-18, January.
    25. Estache, Antonio & Foucart, Renaud, 2018. "The scope and limits of accounting and judicial courts intervention in inefficient public procurement," Journal of Public Economics, Elsevier, vol. 157(C), pages 95-106.

    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. Gans-Morse, Jordan & Borges, Mariana & Makarin, Alexey & Mannah-Blankson, Theresa & Nickow, Andre & Zhang, Dong, 2018. "Reducing bureaucratic corruption: Interdisciplinary perspectives on what works," World Development, Elsevier, vol. 105(C), pages 171-188.
    2. Fahr, René & Djawadi, Behnud Mir, 2012. "The impact of risk perception and risk attitudes on corrupt behavior: Evidence from a petty corruption experiment," VfS Annual Conference 2012 (Goettingen): New Approaches and Challenges for the Labor Market of the 21st Century 62022, Verein für Socialpolitik / German Economic Association.
    3. Nina Bobkova & Henrik Egbert, 2012. "Corruption Investigated in the Lab: A Survey of the Experimental Literature," International Journal of Finance, Insurance and Risk Management, International Journal of Finance, Insurance and Risk Management, vol. 2(4), pages 337-337.
    4. Olivier Armantier & Amadou Boly, 2008. "Can Corruption Be Studied in the Lab? Comparing a Field and a Lab Experiment," CIRANO Working Papers 2008s-26, CIRANO.
    5. Roberto Burguet & Juan-José Ganuza & José García-Montalvo, 2016. "The Microeconomics of Corruption. A Review of Thirty Years of Research," Working Papers 908, Barcelona School of Economics.
    6. Alice Guerra & Tatyana Zhuravleva, 2022. "Do women always behave as corruption cleaners?," Public Choice, Springer, vol. 191(1), pages 173-192, April.
    7. Armantier, Olivier & Boly, Amadou, 2011. "A controlled field experiment on corruption," European Economic Review, Elsevier, vol. 55(8), pages 1072-1082.
    8. Boly, Amadou & Gillanders, Robert, 2018. "Anti-corruption policy making, discretionary power and institutional quality: An experimental analysis," Journal of Economic Behavior & Organization, Elsevier, vol. 152(C), pages 314-327.
    9. Chen, Yefeng & Jiang, Shuguang & Villeval, Marie Claire, 2016. "The Tragedy of Corruption," IZA Discussion Papers 10175, Institute of Labor Economics (IZA).
    10. Massimo Finocchiaro Castro, 2021. "To Bribe or Not to Bribe? An Experimental Analysis of Corruption," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 7(3), pages 487-508, November.
    11. Nicolas Jacquemet, 2005. "La corruption comme une imbrication de contrats : Une revue de la littérature microéconomique," Working Papers 2005-29, Center for Research in Economics and Statistics.
    12. Massimo Finocchiaro Castro, 0. "To Bribe or Not to Bribe? An Experimental Analysis of Corruption," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 0, pages 1-22.
    13. Armand, Alex & Coutts, Alexander & Vicente, Pedro C. & Vilela, Inês, 2023. "Measuring corruption in the field using behavioral games," Journal of Public Economics, Elsevier, vol. 218(C).
    14. Abbink, Klaus & Dasgupta, Utteeyo & Gangadharan, Lata & Jain, Tarun, 2014. "Letting the briber go free: An experiment on mitigating harassment bribes," Journal of Public Economics, Elsevier, vol. 111(C), pages 17-28.
    15. Shuguang Jiang & Marie Claire Villeval, 2022. "Dishonesty in Developing Countries -What Can We Learn From Experiments?," Working Papers hal-03899654, HAL.
    16. Christoph Engel, 2016. "Experimental Criminal Law. A Survey of Contributions from Law, Economics and Criminology," Discussion Paper Series of the Max Planck Institute for Research on Collective Goods 2016_07, Max Planck Institute for Research on Collective Goods.
    17. Ananish Chaudhuri & Tirnud Paichayontvijit & Erwann Sbai, 2016. "The Role of Framing, Inequity and History in a Corruption Game: Some Experimental Evidence," Games, MDPI, vol. 7(2), pages 1-24, June.
    18. Olivier Armantier & Amadou Boly, 2013. "Comparing Corruption in the Laboratory and in the Field in Burkina Faso and in Canada," Economic Journal, Royal Economic Society, vol. 123(12), pages 1168-1187, December.
    19. Sheheryar Banuri & Catherine Eckel, 2015. "Cracking down on bribery," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 45(3), pages 579-600, October.
    20. Banuri, Sheheryar & Eckel, Catherine, 2012. "Experiments in culture and corruption : a review," Policy Research Working Paper Series 6064, The World Bank.

    More about this item

    Keywords

    Bribery; Corruption; Experimental economics; Laboratory experiment;
    All these keywords.

    JEL classification:

    • D73 - Microeconomics - - Analysis of Collective Decision-Making - - - Bureaucracy; Administrative Processes in Public Organizations; Corruption
    • C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
    • K42 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Illegal Behavior and the Enforcement of Law

    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:joepsy:v:39:y:2013:i:c:p:341-356. 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/joep .

    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.