IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v129y2021icp757-773.html
   My bibliography  Save this article

Understanding and managing complexity through Bayesian network approach: The case of bribery in business transactions

Author

Listed:
  • Ekici, Ahmet
  • Önsel Ekici, Şule

Abstract

Managing complex business problems requires decision makers to take a systemic perspective and utilize tools that can generate knowledge from the interdependencies of the system’s complex properties. As such, the current research focuses on an important yet ambiguous business problem–bribery. Using the Global Competitiveness Index data provided by the World Economic Forum, the authors constructed and analysed a Bayesian network to delineate a ‘system’ of bribery in business transactions. In this context, they first determined the factors related to bribery activities and then developed a structural model (the Bayesian network). Through scenario and sensitivity analyses performed over the constructed model, the authors identified the factors that have the greatest impact on bribery activities. They further analysed the resulting model based on the countries’ stage of economic development in order to provide the manager and policy maker with a more informative diagnostic tool to understand and deal with bribery activities locally and globally.

Suggested Citation

  • Ekici, Ahmet & Önsel Ekici, Şule, 2021. "Understanding and managing complexity through Bayesian network approach: The case of bribery in business transactions," Journal of Business Research, Elsevier, vol. 129(C), pages 757-773.
  • Handle: RePEc:eee:jbrese:v:129:y:2021:i:c:p:757-773
    DOI: 10.1016/j.jbusres.2019.10.024
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296319306149
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbusres.2019.10.024?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. Braun, Corina & Hadwich, Karsten, 2016. "Complexity of internal services: Scale development and validation," Journal of Business Research, Elsevier, vol. 69(9), pages 3508-3522.
    2. Chuck C Y Kwok & Solomon Tadesse, 2006. "The MNC as an agent of change for host-country institutions: FDI and corruption," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 37(6), pages 767-785, November.
    3. Bryan W Husted, 1999. "Wealth, Culture, and Corruption," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 30(2), pages 339-359, June.
    4. Christopher J. Waller & Thierry Verdier & Roy Gardner, 2002. "Corruption: Top Down or Bottom Up?," Economic Inquiry, Western Economic Association International, vol. 40(4), pages 688-703, October.
    5. Cerqueti, Roy & Coppier, Raffaella, 2011. "Economic growth, corruption and tax evasion," Economic Modelling, Elsevier, vol. 28(1-2), pages 489-500, January.
    6. Antonio Argandoña, 2007. "The United Nations Convention Against Corruption and its Impact on International Companies," Journal of Business Ethics, Springer, vol. 74(4), pages 481-496, September.
    7. Silvia Gómez Soler, 2012. "Organized Crime, Foreign Investment and Economic Growth," Revista Economía y Región, Universidad Tecnológica de Bolívar, vol. 6(2), pages 5-32, December.
    8. Kevin M. Murphy & Andrei Shleifer & Robert W. Vishny, 1991. "The Allocation of Talent: Implications for Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 503-530.
    9. Cheryl W. Gray & Daniel Kaufman, 1998. "Corruption and Development," World Bank Publications - Reports 11545, The World Bank Group.
    10. Di Guardo, Maria Chiara & Marrocu, Emanuela & Paci, Raffaele, 2016. "The effect of local corruption on ownership strategy in cross-border mergers and acquisitions," Journal of Business Research, Elsevier, vol. 69(10), pages 4225-4241.
    11. Cherrier, Helene & Goswami, Paromita & Ray, Subhasis, 2018. "Social entrepreneurship: Creating value in the context of institutional complexity," Journal of Business Research, Elsevier, vol. 86(C), pages 245-258.
    12. Joseph McKinney & Carlos Moore, 2008. "International Bribery: Does a Written Code of Ethics Make a Difference in Perceptions of Business Professionals," Journal of Business Ethics, Springer, vol. 79(1), pages 103-111, April.
    13. Emerson, Patrick M., 2006. "Corruption, competition and democracy," Journal of Development Economics, Elsevier, vol. 81(1), pages 193-212, October.
    14. Xun Wu, 2009. "Determinants of Bribery in Asian Firms: Evidence from the World Business Environment Survey," Journal of Business Ethics, Springer, vol. 87(1), pages 75-88, June.
    15. Roy Cerqueti & Raffaella Coppier & Gustavo Piga, 2012. "Corruption, growth and ethnic fractionalization: a theoretical model," Journal of Economics, Springer, vol. 106(2), pages 153-181, June.
    16. Ahmet Ekici & Sule Onsel, 2013. "How Ethical Behavior of Firms is Influenced by the Legal and Political Environments: A Bayesian Causal Map Analysis Based on Stages of Development," Journal of Business Ethics, Springer, vol. 115(2), pages 271-290, June.
    17. Ryan, Leo V., 2000. "Combating Corruption: The 21st-Century Ethical Challenge," Business Ethics Quarterly, Cambridge University Press, vol. 10(1), pages 331-338, January.
    18. Rafael Di Tella & Alberto Ades, 1999. "Rents, Competition, and Corruption," American Economic Review, American Economic Association, vol. 89(4), pages 982-993, September.
    19. Murphy, Kevin M & Shleifer, Andrei & Vishny, Robert W, 1993. "Why Is Rent-Seeking So Costly to Growth?," American Economic Review, American Economic Association, vol. 83(2), pages 409-414, May.
    20. Gupta, Sumeet & Kim, Hee W., 2008. "Linking structural equation modeling to Bayesian networks: Decision support for customer retention in virtual communities," European Journal of Operational Research, Elsevier, vol. 190(3), pages 818-833, November.
    21. Petra Ahrweiler & Michel Schilperoord & Andreas Pyka & Nigel Gilbert, 2015. "Modelling Research Policy: Ex-Ante Evaluation of Complex Policy Instruments," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 18(4), pages 1-5.
    22. Clarke, George R. G. & Xu, Lixin Colin, 2004. "Privatization, competition, and corruption: how characteristics of bribe takers and payers affect bribes to utilities," Journal of Public Economics, Elsevier, vol. 88(9-10), pages 2067-2097, August.
    23. Giovanna Ferraro & Antonio Iovanella, 2016. "Revealing correlations between structure and innovation attitude in inter-organisational innovation networks," International Journal of Computational Economics and Econometrics, Inderscience Enterprises Ltd, vol. 6(1), pages 93-113.
    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. Qazi, Abroon & Simsekler, Mecit Can Emre, 2023. "Nexus between drivers of COVID-19 and country risks," Socio-Economic Planning Sciences, Elsevier, vol. 85(C).
    2. Marco Aurélio de Oliveira & Antonio Schalata Pacheco & André Hideto Futami & Luiz Veriano Oliveira Dalla Valentina & Carlos Alberto Flesch, 2023. "Self‐organizing maps and Bayesian networks in organizational modelling: A case study in innovation projects management," Systems Research and Behavioral Science, Wiley Blackwell, vol. 40(1), pages 61-87, January.
    3. Abroon Qazi & Mecit Can Emre Simsekler, 2022. "Prioritizing interdependent drivers of financial, economic, and political risks using a data-driven probabilistic approach," Risk Management, Palgrave Macmillan, vol. 24(2), pages 164-185, June.
    4. Qazi, Abroon, 2023. "Exploring Global Competitiveness Index 4.0 through the lens of country risk," Technological Forecasting and Social Change, Elsevier, vol. 196(C).

    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. Randrianarisoa, Laingo Manitra & Bolduc, Denis & Choo, Yap Yin & Oum, Tae Hoon & Yan, Jia, 2015. "Effects of corruption on efficiency of the European airports," Transportation Research Part A: Policy and Practice, Elsevier, vol. 79(C), pages 65-83.
    2. Bin Dong & Benno Torgler, 2010. "The Consequences of Corruption: Evidence from China," Working Papers 2010.73, Fondazione Eni Enrico Mattei.
    3. Noman Shaheer & Jingtao Yi & Sali Li & Liang Chen, 2019. "State-Owned Enterprises as Bribe Payers: The Role of Institutional Environment," Journal of Business Ethics, Springer, vol. 159(1), pages 221-238, September.
    4. Chang, Chong-Chuo, 2023. "The impact of quality of institutions on firm performance: A global analysis," International Review of Economics & Finance, Elsevier, vol. 83(C), pages 694-716.
    5. Seung-Hyun Lee & Kyeungrae Oh & Lorraine Eden, 2010. "Why Do Firms Bribe?," Management International Review, Springer, vol. 50(6), pages 775-796, December.
    6. Bin Dong & Benno Torgler, 2010. "The Consequences of Corruption: Evidence from China," Working Papers 2010.73, Fondazione Eni Enrico Mattei.
    7. Cao, Chunfang & Li, Xiaoyang & Xia, Changyuan, 2021. "The complicit role of local government authorities in corporate bribery: Evidence from a tax collection reform in China," China Economic Review, Elsevier, vol. 65(C).
    8. Petra Koudelkova & Wadim Strielkowski & Denisa Hejlova, 2015. "Corruption and System Change in the Czech Republic: Firm-level Evidence," DANUBE: Law and Economics Review, European Association Comenius - EACO, issue 1, pages 25-46, March.
    9. Changwatchai, Piyaphan & Dheera-aumpon, Siwapong, 2023. "Culture and bribe giving: Evidence from firm-level data," Research in International Business and Finance, Elsevier, vol. 64(C).
    10. Boudreaux, Christopher, 2019. "Do private enterprises outperform state enterprises in an emerging market? The importance of institutional context in entrepreneurship," MPRA Paper 93039, University Library of Munich, Germany.
    11. Guy Elaad & Alex Krumer & Jeffrey Kantor, 2018. "Corruption and Sensitive Soccer Games: Cross-Country Evidence," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 34(3), pages 364-394.
    12. Christopher Boudreaux, 2019. "When does privatization spur entrepreneurial performance? The moderating effect of institutional quality in an emerging market," Papers 1901.03356, arXiv.org.
    13. Noel Johnson & William Ruger & Jason Sorens & Steven Yamarik, 2014. "Corruption, regulation, and growth: an empirical study of the United States," Economics of Governance, Springer, vol. 15(1), pages 51-69, February.
    14. Liu, Tingting & Liu, Yu & Ullah, Barkat & Wei, Zuobao & Xu, Lixin Colin, 2021. "The dark side of transparency in developing countries: The link between financial reporting practices and corruption," Journal of Corporate Finance, Elsevier, vol. 66(C).
    15. Aidt, T. & Dutta, J. & Vania Sena, 2005. "Growth, Governance and Corruption in the Presence of Threshold Effects: Theory and Evidence," Cambridge Working Papers in Economics 0540, Faculty of Economics, University of Cambridge.
    16. Noel Johnson & Courtney LaFountain & Steven Yamarik, 2011. "Corruption is bad for growth (even in the United States)," Public Choice, Springer, vol. 147(3), pages 377-393, June.
    17. repec:pdn:wpaper:79 is not listed on IDEAS
    18. Keith Blackburn & Yuanyuan Wang, 2009. "Uncertainty, Entrepreneurship and the Organisation of Corruption," Centre for Growth and Business Cycle Research Discussion Paper Series 133, Economics, The University of Manchester.
    19. Ekaterina Vostroknutova, 2003. "Shadow Economy, Rent-Seeking Activities and the Perils of Reinforcement of the Rule of Law," William Davidson Institute Working Papers Series 2003-578, William Davidson Institute at the University of Michigan.
    20. Leyla Orudzheva & Manjula S. Salimath & Robert Pavur, 2020. "Vortex of Corruption: Longitudinal Analysis of Normative Pressures in Top Global Companies," Journal of Business Ethics, Springer, vol. 163(3), pages 529-551, May.

    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:jbrese:v:129:y:2021:i:c:p:757-773. 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/jbusres .

    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.