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

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  • 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.

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  • 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
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    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. 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).
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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).
    11. 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.
    12. 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.
    13. Jean-Loup Richet, 2013. "Laundering Money Online: a review of cybercriminals methods," Working Papers hal-02187788, HAL.
    14. 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.
    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.
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