IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v174y2022ics0040162521007162.html
   My bibliography  Save this article

How cybercriminal communities grow and change: An investigation of ad-fraud communities

Author

Listed:
  • Richet, Jean-Loup

Abstract

Firms spend enormous resources on digital advertising and promoting their brand online. In the meantime, ad-fraud undertaken by cybercriminals cost $42 billion in 2019 and could reach $100 billion by 2023. However, while digital advertisers continue to wrestle with how to effectively counteract ad-fraud, the topic of advertising fraud itself has received little academic attention. Here, we investigate this gap between practice and research through an exploration of ad-fraud communities. Our research implemented a multimethod approach for data collection in a longitudinal (18 months, October 2017 to April 2019) online investigation of this phenomenon. Integrating qualitative and quantitative analysis, we examined (1) internal interactions within ad-fraud communities and (2) ad-fraud communities’ performance and growth. Our online investigation extends our conceptual understanding of ad-fraud and explains how ad-fraud communities innovate. Our findings indicate that capabilities enacted by some communities foster requisite variety and enable the coordination of complex, iterative, and incremental dynamics (cocreation of artificial intelligence-based bots, customer involvement, and reinforcing capabilities). This research has both theoretical and practical implications for innovation in cybercriminal communities. Furthermore, we provide practical guidance for policy-makers and advertisers regarding how to improve their response to business threats. Indeed, a better understanding of how ad-fraud communities innovate enables organizations to develop countermeasures and intelligence capabilities.

Suggested Citation

  • Richet, Jean-Loup, 2022. "How cybercriminal communities grow and change: An investigation of ad-fraud communities," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
  • Handle: RePEc:eee:tefoso:v:174:y:2022:i:c:s0040162521007162
    DOI: 10.1016/j.techfore.2021.121282
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162521007162
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2021.121282?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. Chang, Victor & Baudier, Patricia & Zhang, Hui & Xu, Qianwen & Zhang, Jingqi & Arami, Mitra, 2020. "How Blockchain can impact financial services – The overview, challenges and recommendations from expert interviewees," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    2. Hossain, Mokter, 2018. "Motivations, challenges, and opportunities of successful solvers on an innovation intermediary platform," Technological Forecasting and Social Change, Elsevier, vol. 128(C), pages 67-73.
    3. Min Chen & Varghese S. Jacob & Suresh Radhakrishnan & Young U. Ryu, 2015. "Can Payment-per-Click Induce Improvements in Click Fraud Identification Technologies?," Information Systems Research, INFORMS, vol. 26(4), pages 754-772, December.
    4. Kraemer-Mbula, Erika & Tang, Puay & Rush, Howard, 2013. "The cybercrime ecosystem: Online innovation in the shadows?," Technological Forecasting and Social Change, Elsevier, vol. 80(3), pages 541-555.
    5. Hamid Nazerzadeh & Amin Saberi & Rakesh Vohra, 2013. "Dynamic Pay-Per-Action Mechanisms and Applications to Online Advertising," Operations Research, INFORMS, vol. 61(1), pages 98-111, February.
    6. Saridakis, George & Benson, Vladlena & Ezingeard, Jean-Noel & Tennakoon, Hemamali, 2016. "Individual information security, user behaviour and cyber victimisation: An empirical study of social networking users," Technological Forecasting and Social Change, Elsevier, vol. 102(C), pages 320-330.
    7. Nikhil Agarwal & Susan Athey & David Yang, 2009. "Skewed Bidding in Pay-per-Action Auctions for Online Advertising," American Economic Review, American Economic Association, vol. 99(2), pages 441-447, May.
    8. Neil A. Morgan & Douglas W. Vorhies & Charlotte H. Mason, 2009. "Market orientation, marketing capabilities, and firm performance," Strategic Management Journal, Wiley Blackwell, vol. 30(8), pages 909-920, August.
    9. White, Gareth R.T. & Samuel, Anthony, 2019. "Programmatic Advertising: Forewarning and avoiding hype-cycle failure," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 157-168.
    10. Jean-Loup Richet, 2013. "Laundering Money Online: a review of cybercriminals methods," Working Papers hal-02187788, HAL.
    11. Hughes, Barry B. & Bohl, David & Irfan, Mohammod & Margolese-Malin, Eli & Solórzano, José R., 2017. "ICT/Cyber benefits and costs: Reconciling competing perspectives on the current and future balance," Technological Forecasting and Social Change, Elsevier, vol. 115(C), pages 117-130.
    12. Kaur, Puneet & Dhir, Amandeep & Tandon, Anushree & Alzeiby, Ebtesam A. & Abohassan, Abeer Ahmed, 2021. "A systematic literature review on cyberstalking. An analysis of past achievements and future promises," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    13. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    14. Shareef, Mahmud Akhter & Kumar, Vinod & Dwivedi, Yogesh K. & Kumar, Uma & Akram, Muhammad Shakaib & Raman, Ramakrishnan, 2021. "A new health care system enabled by machine intelligence: Elderly people's trust or losing self control," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    15. Roma, Paolo & Vasi, Maria, 2019. "Diversification and performance in the mobile app market: The role of the platform ecosystem," Technological Forecasting and Social Change, Elsevier, vol. 147(C), pages 123-139.
    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. repec:dau:papers:123456789/7579 is not listed on IDEAS
    2. Taheri, Mozhdeh & van Geenhuizen, Marina, 2019. "Knowledge relationships of university spin-off firms: Contrasting dynamics in global reach," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 193-204.
    3. Witek-Hajduk Marzanna K. & Zaborek Piotr, 2022. "Social media use in international marketing: Impact on brand and firm performance," International Journal of Management and Economics, Warsaw School of Economics, Collegium of World Economy, vol. 58(2), pages 121-142, June.
    4. Jasna Prester, 2023. "Operating and Dynamic Capabilities and Their Impact on Operating and Business Performance," Sustainability, MDPI, vol. 15(20), pages 1-24, October.
    5. Yi Wang & Xianfang Xue & Han Guo, 2022. "The Sustainability of Market Orientation from a Dynamic Perspective: The Mediation of Dynamic Capability and the Moderation of Error Management Climate," Sustainability, MDPI, vol. 14(7), pages 1-15, March.
    6. Sara Walton & Annie Zhang & Conor O'Kane, 2020. "Energy eco‐innovations for sustainable development: Exploring organizational strategic capabilities through an energy cultures framework," Business Strategy and the Environment, Wiley Blackwell, vol. 29(3), pages 812-826, March.
    7. Randhawa, Krithika & Wilden, Ralf & Gudergan, Siegfried, 2021. "How to innovate toward an ambidextrous business model? The role of dynamic capabilities and market orientation," Journal of Business Research, Elsevier, vol. 130(C), pages 618-634.
    8. Karin Tollin & Lars Bech Christensen, 2019. "Sustainability Marketing Commitment: Empirical Insights About Its Drivers at the Corporate and Functional Level of Marketing," Journal of Business Ethics, Springer, vol. 156(4), pages 1165-1185, June.
    9. Pierre Volle & Philippe Moati, 2011. "Les enjeux de management associés à la montée en compétence marketing des distributeurs," Post-Print halshs-00638653, HAL.
    10. Liu, Yi & Liao, Yonghai & Li, Yuan, 2018. "Capability configuration, ambidexterity and performance: Evidence from service outsourcing sector," International Journal of Production Economics, Elsevier, vol. 200(C), pages 343-352.
    11. Don Jyh-Fu Jeng & Artur Pak, 2016. "The variable effects of dynamic capability by firm size: the interaction of innovation and marketing capabilities in competitive industries," International Entrepreneurship and Management Journal, Springer, vol. 12(1), pages 115-130, March.
    12. Pinho, José Carlos & Prange, Christiane, 2016. "The effect of social networks and dynamic internationalization capabilities on international performance," Journal of World Business, Elsevier, vol. 51(3), pages 391-403.
    13. Phathutshedzo David Lavhelani & Osayuwamen Omoruyi & Elizabeth Chinomona, 2018. "Dynamic Capabilities as Determinants of Supply Chain Performance in Small to Medium Enterprises in Gauteng Province," Journal of Economics and Behavioral Studies, AMH International, vol. 10(2), pages 165-175.
    14. Phong Nguyen, Nguyen & Adomako, Samuel & Ahsan, Mujtaba, 2023. "The base-of- the-pyramid orientation and export performance of Vietnamese small and medium enterprises," Journal of Business Research, Elsevier, vol. 154(C).
    15. Soluk, Jonas & Decker-Lange, Carolin & Hack, Andreas, 2023. "Small steps for the big hit: A dynamic capabilities perspective on business networks and non-disruptive digital technologies in SMEs," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    16. Cristina Fernandes & João J. Ferreira & Mário L. Raposo & Cristina Estevão & Marta Peris-Ortiz & Carlos Rueda-Armengot, 2017. "The dynamic capabilities perspective of strategic management: a co-citation analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 112(1), pages 529-555, July.
    17. Sanna Joensuu-Salo & Kirsti Sorama & Anmari Viljamaa & Elina Varamäki, 2018. "Firm Performance among Internationalized SMEs: The Interplay of Market Orientation, Marketing Capability and Digitalization," Administrative Sciences, MDPI, vol. 8(3), pages 1-13, July.
    18. Adriana Roseli Wünsch Takahashi & Sergio Bulgacov & Elder Semprebon & Mônica Maier Giacomini, 2017. "Dynamic capabilities, Marketing Capability and Organizational Performance," Brazilian Business Review, Fucape Business School, vol. 14(5), pages 466-478, September.
    19. Michael Yao-Ping Peng & Yong-Sheng Chang, 2023. "Do Social Network Relationships and Overseas Market Orientation Affect SMEs’ International Performance? A Dynamic Internationalization Capability Perspective," SAGE Open, , vol. 13(1), pages 21582440231, March.
    20. Achi, Awele & Adeola, Ogechi & Achi, Francis Chukwuedo, 2022. "CSR and green process innovation as antecedents of micro, small, and medium enterprise performance: Moderating role of perceived environmental volatility," Journal of Business Research, Elsevier, vol. 139(C), pages 771-781.
    21. Braojos-Gomez, Jessica & Benitez-Amado, Jose & Javier Llorens-Montes, F., 2015. "How do small firms learn to develop a social media competence?," International Journal of Information Management, Elsevier, vol. 35(4), pages 443-458.

    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:tefoso:v:174:y:2022:i:c:s0040162521007162. 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.sciencedirect.com/science/journal/00401625 .

    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.