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Beyond the Perimeter: Redefining Insider Threat Modeling through Adaptive Behavioral Analytics in Hybrid Work Environments

Tim Abdiukov

Subject area: Science,Engineering and Technology  ·  Area of research: Insider Threats

Abstract

The rise of the hybrid work model has highlighted the limitations of a perimeter-based approach to security and also reintroduced the concept of insider threats in a new and entirely different way. This research presents an overview of the historical development of the insider threat paradigm from the 1990s to the present year, 2021, and how conventional detection measures, which employ a combination of networks and static rules, no longer suffice in distributed work environments. The paper suggests the need to dynamically reconfigure the modeling of insider threats by introducing versatile, adaptive behavioral analytics ?an approach based on machine learning and ongoing user behavior profiling. The research paper is based on case studies, psychological theory, and technical advances in the field through 2021. It can be generalized as a hybrid-ready security model that combines behavioral cues, contextual awareness, and risk scoring to increase detection accuracy. This cross-functional exploration ultimately offers a broader approach to reducing insider threats in workplaces, which have become increasingly interesting and virtual in contemporary, more fluid work environments.

Keywords

Insider Threats; Adaptive Behavioral Analytics; Hybrid Work Environments; Behavioral Risk Scoring; Cybersecurity; UEBA

How to cite this paper

Tim Abdiukov "Beyond the Perimeter: Redefining Insider Threat Modeling through Adaptive Behavioral Analytics in Hybrid Work Environments" Iconic Research And Engineering Journals Volume 6 Issue 2 2022 Page 393-404
Tim Abdiukov "Beyond the Perimeter: Redefining Insider Threat Modeling through Adaptive Behavioral Analytics in Hybrid Work Environments" Iconic Research And Engineering Journals, vol. 6, no. 2, Aug. 2022
Tim Abdiukov (2022). Beyond the Perimeter: Redefining Insider Threat Modeling through Adaptive Behavioral Analytics in Hybrid Work Environments. Iconic Research And Engineering Journals, 6(2).
Tim Abdiukov "Beyond the Perimeter: Redefining Insider Threat Modeling through Adaptive Behavioral Analytics in Hybrid Work Environments" Iconic Research And Engineering Journals, vol. 6, no. 2, Aug. 2022.
@article{1709862,
      author = {Tim Abdiukov},
      title = {Beyond the Perimeter: Redefining Insider Threat Modeling through Adaptive Behavioral Analytics in Hybrid Work Environments},
      journal = {Iconic Research And Engineering Journals},
      year = {2022},
      volume = {6},
      number = {2},
      pages = {393-404},
      issn = {2456-8880},
      url = {https://www.irejournals.com/formatedpaper/1709862.pdf},
      abstract = {The rise of the hybrid work model has highlighted the limitations of a perimeter-based approach to security and also reintroduced the concept of insider threats in a new and entirely different way. This research presents an overview of the historical development of the insider threat paradigm from the 1990s to the present year, 2021, and how conventional detection measures, which employ a combination of networks and static rules, no longer suffice in distributed work environments. The paper suggests the need to dynamically reconfigure the modeling of insider threats by introducing versatile, adaptive behavioral analytics ?an approach based on machine learning and ongoing user behavior profiling. The research paper is based on case studies, psychological theory, and technical advances in the field through 2021. It can be generalized as a hybrid-ready security model that combines behavioral cues, contextual awareness, and risk scoring to increase detection accuracy. This cross-functional exploration ultimately offers a broader approach to reducing insider threats in workplaces, which have become increasingly interesting and virtual in contemporary, more fluid work environments.},
      keywords = {Insider Threats; Adaptive Behavioral Analytics; Hybrid Work Environments; Behavioral Risk Scoring; Cybersecurity; UEBA},
      month = {August},
  }