IDEAS home Printed from https://ideas.repec.org/a/eee/ijocip/v47y2024ics1874548224000635.html
   My bibliography  Save this article

Impact of Internet and mobile communication on cyber resilience: A multivariate adaptive regression spline modeling approach

Author

Listed:
  • Lyeonov, Serhiy
  • Strielkowski, Wadim
  • Koibichuk, Vitaliia
  • Drozd, Serhii

Abstract

The spread of broadband Internet and the availability of mobile communication services expand access to digital services for businesses and the public alike. However, at the same time, it aggravates the problem of ensuring digital space security, protection against cyber threats, and the fight against cybercrime. This research aims to calculate the index of a country's resilience to cyber-hacking for 143 countries, to divide these countries into groups based on this resilience (high, above-average, average, below-average, and low), compare these results with those obtained on the basis of National Cyber Security Index (NCSI), and to identify the impact of the Internet and mobile communication prevalence in a country on this level. The selection of the countries is based on the availability of statistical data for 2022 in the databases of the Surfshark VPN service, and the International Telecommunication Union. The integral index of a country's resilience to cyber-hacking is calculated through the multiplicative convolution (with weighted geometric mean) of the number of breached accounts, the Internet penetration probability (penetration into users’ data through the Internet), and the breach density per thousand users. The influence of active mobile broadband subscriptions (per 100 inhabitants), mobile broadband basket (% of Gross National Income Per Capita), mobile cellular subscriptions (per 100 inhabitants), and total fixed broadband subscriptions on the integral index of a country's resilience to cyber-hacking is investigated using multivariate adaptive regression spline. According to the calculations, France, Iceland, Montenegro, the United States, and the United Arab Emirates were the least resistant to cyber hacking in 2022. For countries with high, above-average, and below-average levels of resilience to cyber-hacking, the most relevant factor is the number of active mobile broadband subscriptions (per 100 inhabitants). For countries with an average level, it is total fixed broadband subscriptions.

Suggested Citation

  • Lyeonov, Serhiy & Strielkowski, Wadim & Koibichuk, Vitaliia & Drozd, Serhii, 2024. "Impact of Internet and mobile communication on cyber resilience: A multivariate adaptive regression spline modeling approach," International Journal of Critical Infrastructure Protection, Elsevier, vol. 47(C).
  • Handle: RePEc:eee:ijocip:v:47:y:2024:i:c:s1874548224000635
    DOI: 10.1016/j.ijcip.2024.100722
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1874548224000635
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ijcip.2024.100722?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. Myriam Dunn Cavelty & Christine Eriksen & Benjamin Scharte, 2023. "Making cyber security more resilient: adding social considerations to technological fixes," Journal of Risk Research, Taylor & Francis Journals, vol. 26(7), pages 801-814, July.
    2. J.S. Cramer, 2002. "The Origins of Logistic Regression," Tinbergen Institute Discussion Papers 02-119/4, Tinbergen Institute.
    3. Shuai Chen & Mengmeng Hao & Fangyu Ding & Dong Jiang & Jiping Dong & Shize Zhang & Qiquan Guo & Chundong Gao, 2023. "Exploring the global geography of cybercrime and its driving forces," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-10, December.
    4. Olha Kuzmenko & Yuriy Bilan & Evgenia Bondarenko & Beata Gavurova & Hanna Yarovenko, 2023. "Dynamic stability of the financial monitoring system: Intellectual analysis," PLOS ONE, Public Library of Science, vol. 18(1), pages 1-25, January.
    5. Aleksandra Kuzior, 2022. "Technological Unemployment in the Perspective of Industry 4.0," Virtual Economics, The London Academy of Science and Business, vol. 5(1), pages 7-23, April.
    6. Fernando López & Konstatin Kholodilin, 2023. "Putting MARS into space. Non‐linearities and spatial effects in hedonic models," Papers in Regional Science, Wiley Blackwell, vol. 102(4), pages 871-896, August.
    7. Aleksandra Kuzior & Olena Arefieva & Alona Kovalchuk & Paulina Brożek & Volodymyr Tytykalo, 2022. "Strategic Guidelines for the Intellectualization of Human Capital in the Context of Innovative Transformation," Sustainability, MDPI, vol. 14(19), pages 1-17, September.
    8. Frank Cremer & Barry Sheehan & Michael Fortmann & Arash N. Kia & Martin Mullins & Finbarr Murphy & Stefan Materne, 2022. "Cyber risk and cybersecurity: a systematic review of data availability," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 47(3), pages 698-736, July.
    9. Aleksandra Kuzior & Paulina Brożek & Olha Kuzmenko & Hanna Yarovenko & Tetyana Vasilyeva, 2022. "Countering Cybercrime Risks in Financial Institutions: Forecasting Information Trends," JRFM, MDPI, vol. 15(12), pages 1-22, December.
    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. Agbodoh-Falschau, Kouassi Raymond & Ravaonorohanta, Bako Harinivo, 2023. "Investigating the influence of governance determinants on reporting cybersecurity incidents to police: Evidence from Canadian organizations’ perspectives," Technology in Society, Elsevier, vol. 74(C).
    2. Dariusz Krawczyk & Viktoriya Martynets & Yuliia Opanasiuk & Ihor Rekunenko, 2023. "Socio-Economic Development of European Countries in Times of Crisis: Ups and Downs," Sustainability, MDPI, vol. 15(20), pages 1-18, October.
    3. Minsu Chae & Hyo-Wook Gil & Nam-Jun Cho & Hwamin Lee, 2022. "Machine Learning-Based Cardiac Arrest Prediction for Early Warning System," Mathematics, MDPI, vol. 10(12), pages 1-17, June.
    4. Soumadip Ghosh & Arnab Hazra & Abhishek Raj, 2020. "A Comparative Study of Different Classification Techniques for Sentiment Analysis," International Journal of Synthetic Emotions (IJSE), IGI Global, vol. 11(1), pages 49-57, January.
    5. Bieszk-Stolorz Beata & Markowicz Iwona, 2014. "Economical Activity Of The Polish Population," Folia Oeconomica Stetinensia, Sciendo, vol. 14(2), pages 198-210, December.
    6. Emile du Plessis & Ulrich Fritsche, 2025. "New forecasting methods for an old problem: Predicting 147 years of systemic financial crises," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 44(1), pages 3-40, January.
    7. Jing Zhao & Hui Hu & Jinglei Wang, 2022. "Forest Carbon Reserve Calculation and Comprehensive Economic Value Evaluation: A Forest Management Model Based on Both Biomass Expansion Factor Method and Total Forest Value," IJERPH, MDPI, vol. 19(23), pages 1-15, November.
    8. Panagiotis Panagiotidis & Kyriakos Giannakis & Nikolaos Angelopoulos & Angelos Liapis, 2021. "Shipping Accidents Dataset: Data-Driven Directions for Assessing Accident’s Impact and Improving Safety Onboard," Data, MDPI, vol. 6(12), pages 1-19, December.
    9. Oana-Alexandra SARCEA (MANEA), 2024. "AI & Cybersecurity-connection, impacts, way ahead," International Conference on Machine Intelligence & Security for Smart Cities (TRUST) Proceedings, Smart-EDU Hub, Faculty of Public Administration, National University of Political Studies & Public Administration, vol. 1, pages 17-26, July.
    10. Abdulrezzak Zekiye & Semih Utku & Fadi Amroush & Oznur Ozkasap, 2023. "AI-Assisted Investigation of On-Chain Parameters: Risky Cryptocurrencies and Price Factors," Papers 2308.08554, arXiv.org.
    11. Wenqun Gao & Yang Chen & Shaorui Xu & Oleksii Lyulyov & Tetyana Pimonenko, 2023. "The Role of Population Aging in High-Quality Economic Development: Mediating Role of Technological Innovation," SAGE Open, , vol. 13(4), pages 21582440231, October.
    12. Luca Insolia & Ana Kenney & Martina Calovi & Francesca Chiaromonte, 2021. "Robust Variable Selection with Optimality Guarantees for High-Dimensional Logistic Regression," Stats, MDPI, vol. 4(3), pages 1-17, August.
    13. Puthearath Chan, 2024. "Cambodian Green Economy Transition: Background, Progress, and SWOT Analysis," World, MDPI, vol. 5(2), pages 1-40, June.
    14. Sundberg, Leif & Holmström, Jonny, 2024. "Innovating by prompting: How to facilitate innovation in the age of generative AI," Business Horizons, Elsevier, vol. 67(5), pages 561-570.
    15. Aleksandra Kuzior & Katarzyna Anna Postrzednik-Lotko & Brygida Smołka-Franke & Bartosz Sobotka, 2023. "Managing Competences of Generation Y and Z in the Opinion of the Management Staff in the Modern Business Services Sector," Sustainability, MDPI, vol. 15(7), pages 1-20, March.
    16. Navneet Kaur & Lav Gupta, 2025. "Explainable AI Assisted IoMT Security in Future 6G Networks," Future Internet, MDPI, vol. 17(5), pages 1-30, May.
    17. Jun Zhuo & Mengmeng Hao & Fangyu Ding & Jiping Dong & Dong Jiang & Shuai Chen, 2024. "The spatiotemporal patterns and driving factors of cybercrime in the UK during the COVID-19 pandemic," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-10, December.
    18. Yaozu Qin & Li Cao & Wenjing Li & Ali Darvishi Boloorani & Yuan Li & Xinxin Ke & Masoud Soleimani & Qian Yu & Cuimin Zhou, 2023. "Suitability Assessment Method of Red Tourism Development Using Geospatial and Social Humanity Data: A Case Study of Ruijin City, East China," Sustainability, MDPI, vol. 15(11), pages 1-18, May.
    19. Qiaoyu Luo, 2024. "Cybercrime as an industry: examining the organisational structure of Chinese cybercrime," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-12, December.
    20. Krishnashree Achuthan & Sugandh Khobragade & Robin Kowalski, 2025. "Cybercrime through the public lens: a longitudinal analysis," Palgrave Communications, Palgrave Macmillan, vol. 12(1), pages 1-16, December.

    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:ijocip:v:47:y:2024:i:c:s1874548224000635. 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: https://www.journals.elsevier.com/international-journal-of-critical-infrastructure-protection .

    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.