Impact and Key Challenges of Insider Threats on Organizations and Critical Businesses
Open accessAbstract
The insider threat has consistently been identified as a key threat to organizations and governments. Understanding the nature of insider threats and the related threat landscape can help in forming mitigation strategies, including non-technical means. In this paper, we survey and highlight challenges associated with the identification and detection of insider threats in both public and private sector organizations, especially those part of a nation’s critical infrastructure. We explore the utility of the cyber kill chain to understand insider threats, as well as understanding the underpinning human behavior and psychological factors. The existing defense techniques are discussed and critically analyzed, and improvements are suggested, in line with the current state-of-the-art cyber security requirements. Finally, open problems related to the insider threat are identified and future research directions are discussed.
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Knowledge derived from one insider attack is not necessarily relevant to others.
“However, few insider investigative techniques exist (Maybury, 2006) because knowledge derived from one attack is not necessarily relevant to others (e.g., CPNI, 2020; Saxena et al., 2020).”
From Sorting Insiders From Co-Workers: Remote Synchronous Computer-Mediated Triage for Investigating Insider Attacks (2024) · cites this paper as Saxena et al., 2020
Cites
Behavioral and policy issues in information systems security: the insider threat
Warkentin, M. E., & Willison, R. (2009) · European Journal of Information Systems · doi:10.1057/ejis.2009.12 · Cited by 387 · see citing works
Detecting and Preventing Cyber Insider Threats: A Survey
Liu, L., Vel, O. D., Han, Q., Zhang, J., & Xiang, Y. (2018) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2018.2800740 · Cited by 386 · see citing works
A Survey of Insider Attack Detection Research
Salem, M. B., Hershkop, S., & Stolfo, S. J. (2008) · Advances in information security · doi:10.1007/978-0-387-77322-3_5 · Cited by 293 · see citing works
Current Research and Open Problems in Attribute-Based Access Control
Servos, D., & Osborn, S. L. (2017) · ACM Computing Surveys · doi:10.1145/3007204 · Cited by 260 · see citing works
Homoliak, I., Toffalini, F., Guarnizo, J., Elovici, Y., & Ochoa, M. (2020) · ACM Computing Surveys · doi:10.1145/3303771 · Cited by 255 · see citing works
Understanding Insider Threat: A Framework for Characterising Attacks
Nurse, J. R. C., Buckley, O., Legg, P. A., Goldsmith, M., Creese, S., Wright, G. R. T., & Whitty, M. (2014) · 2014 IEEE Security and Privacy Workshops · doi:10.1109/spw.2014.38 · Cited by 212 · see citing works
Insiders and Insider Threats:An Overview of Definitions and Mitigation Techniques
Hunker, J., & Probst, C. W. (2011) · Cited by 185 · see citing works
A New Take on Detecting Insider Threats: Exploring the Use of Hidden Markov Models
Rashid, T., Agrafiotis, I., & Nurse, J. R. C. (2016) · Proceedings of the 8th ACM CCS International Workshop on Managing Insider Security Threats · doi:10.1145/2995959.2995964 · Cited by 152 · see citing works
Gheyas, I. A., & Abdallah, A. E. (2016) · Big Data Analytics · doi:10.1186/s41044-016-0006-0 · Cited by 150 · see citing works
Automated Insider Threat Detection System Using User and Role-Based Profile Assessment
Legg, P., Buckley, O. E., Goldsmith, M. H., & Creese, S. (2015) · IEEE Systems Journal · doi:10.1109/jsyst.2015.2438442 · Cited by 145 · see citing works
Walker-Roberts, S., Hammoudeh, M. A. A., & Dehghantanha, A. (2018) · IEEE Access · doi:10.1109/access.2018.2817560 · Cited by 129 · see citing works
Detecting insider threats by monitoring system call activity
Nguyen, N., Reiher, P. L., & Kuenning, G. (2004) · doi:10.1109/smcsia.2003.1232400 · Cited by 123 · see citing works
Modeling Human Behavior to Anticipate Insider Attacks
Greitzer, F. L., & Hohimer, R. E. (2011) · Journal of Strategic Security · doi:10.5038/1944-0472.4.2.2 · Cited by 121 · see citing works
Proactive Insider Threat Detection through Graph Learning and Psychological Context
Brdiczka, O., Liu, J., Price, B., Shen, J., Patil, A., Chow, R., Bart, E., & Ducheneaut, N. (2012) · IEEE Security and Privacy Workshops (SPW) · doi:10.1109/spw.2012.29 · Cited by 119 · see citing works
Scenario-Based Insider Threat Detection From Cyber Activities
Chattopadhyay, P., Wang, L., & Tan, Y.-P. (2018) · IEEE Transactions on Computational Social Systems · doi:10.1109/tcss.2018.2857473 · Cited by 115 · see citing works
A Context-Based Detection Framework for Advanced Persistent Threats
Giura, P., & Wang, W. (2012) · doi:10.1109/cybersecurity.2012.16 · Cited by 112 · see citing works
Analysis of Unintentional Insider Threats Deriving from Social Engineering Exploits
Greitzer, F. L., Strozer, J., Cohen, S. G., Moore, A. P., Mundie, D. A., & Cowley, J. A. (2014) · IEEE Security and Privacy Workshops (SPW) · doi:10.1109/spw.2014.39 · Cited by 95 · see citing works
Detecting Anomalous Insiders in Collaborative Information Systems
Chen, Y., Nyemba, S., & Malin, B. (2012) · IEEE Transactions on Dependable and Secure Computing · doi:10.1109/tdsc.2012.11 · Cited by 91 · see citing works
Investing in Cybersecurity: Insights from the Gordon-Loeb Model
Gordon, L. A., Loeb, M. P., & Zhou, L. (2016) · Journal of Information Security · doi:10.4236/jis.2016.72004 · Cited by 81 · see citing works
Insider Threat Detection with Long Short-Term Memory
Lu, J., & Wong, R. K. (2019) · Australasian Computer Science Week Multiconference (ACSW) · doi:10.1145/3290688.3290692 · Cited by 78 · see citing works
A Bayesian Network Model for Predicting Insider Threats
Axelrad, E. T., Sticha, P. J., Brdiczka, O., & Shen, J. (2013) · IEEE Security and Privacy Workshops (SPW) · doi:10.1109/spw.2013.35 · Cited by 77 · see citing works
Tsoutsos, N. G., & Maniatakos, M. (2013) · IEEE Transactions on Emerging Topics in Computing · doi:10.1109/tetc.2013.2287186 · Cited by 57 · see citing works
Data exfiltration and covert channels
Giani, A., Berk, V. H., & Cybenko, G. V. (2006) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.670123 · Cited by 55 · see citing works
Unintentional Insider Threat: Contributing Factors, Observables, and Mitigation Strategies
Greitzer, F. L., Strozer, J., Cohen, S. G., Bergey, J., Cowley, J. A., Moore, A. P., & Mundie, D. A. (2014) · Hawaii International Conference on System Sciences (HICSS) · doi:10.1109/hicss.2014.256 · Cited by 52 · see citing works
Caught in the act of an insider attack: detection and assessment of insider threat
Legg, P., Buckley, O. E., Goldsmith, M. H., & Creese, S. (2015) · IEEE Conference on Technologies for Homeland Security (HST) · doi:10.1109/ths.2015.7446229 · Cited by 51 · see citing works
On Blockchain Architectures for Trust-Based Collaborative Intrusion Detection
Kolokotronis, N., Brotsis, S., Germanos, G., Vassilakis, C., & Shiaeles, S. N. (2019) · IEEE World Congress on Services (SERVICES) · doi:10.1109/services.2019.00019 · Cited by 45 · see citing works
Social Engineering and Insider Threats
Xiangyu, L., Qiuyang, L., & Chandel, S. (2017) · 2017 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery (CyberC) · doi:10.1109/cyberc.2017.91 · Cited by 43 · see citing works
Turner, J. T., & Gelles, M. G. (2012) · Routledge eBooks · doi:10.4324/9780203725375 · Cited by 35 · see citing works
Snort Based Collaborative Intrusion Detection System Using Blockchain in SDN
Ujjan, R. M. A., Pervez, Z., & Dahal, K. P. (2019) · International Conference on Software, Knowledge, Information Management and Applications (SKIMA) · doi:10.1109/skima47702.2019.8982413 · Cited by 33 · see citing works
Harilal, A., Toffalini, F., Homoliak, I., Castellanos, J. H., Guarnizo, J., Mondal, S., & Ochoa, M. (2018) · LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) · doi:10.22667/jowua.2018.03.31.054 · Cited by 33 · see citing works
Social/Ethical Issues in Predictive Insider Threat Monitoring
Greitzer, F. L., Frincke, D. A., & Zabriskie, M. (2013) · IGI Global eBooks · doi:10.4018/978-1-61350-323-2.ch506 · Cited by 25 · see citing works
Cappelli, D., Moore, A., & Trzeciak, R. (2012) · International Linear Collider · Cited by 25 · see citing works
Insider Threat: Enhancing BPM through Social Media
Gritzalis, D. A., Stavrou, V., Kandias, M., & Stergiopoulos, G. (2014) · IFIP International Conference on New Technologies, Mobility and Security (NTMS) · doi:10.1109/ntms.2014.6814027 · Cited by 25 · see citing works
Network Defense Methodology: A Comparison of Defense in Depth and Defense in Breadth
Cleghorn, L. (2013) · Journal of Information Security · doi:10.4236/jis.2013.43017 · Cited by 25 · see citing works
A Framework for Data-Driven Physical Security and Insider Threat Detection
Mavroeidis, V., Vishi, K., & Jøsang, A. (2018) · IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM) · doi:10.1109/asonam.2018.8508599 · Cited by 24 · see citing works
Behavioral Study of Users When Interacting with Active Honeytokens
Shabtai, A., Bercovitch, M., Rokach, L., Gal, K., Elovici, Y., & Shmueli, E. (2016) · ACM Transactions on Information and System Security · doi:10.1145/2854152 · Cited by 24 · see citing works
Greitzer, F. L. (2019) · doi:10.1145/3332448.3332458 · Cited by 23 · see citing works
Insider threat detection model for the cloud
Nkosi, L., Tarwireyi, P., & Adigun, M. O. (2013) · Information Security for South Africa · doi:10.1109/issa.2013.6641040 · Cited by 22 · see citing works
Omar, M. (2015) · Advances in digital crime, forensics, and cyber terrorism book series · doi:10.4018/978-1-4666-8345-7.ch009 · Cited by 21 · see citing works
Gupta, S., & Kumar, P. (2013) · International Journal of Computer Science Engineering and Applications · doi:10.5121/ijcsea.2013.3505 · Cited by 20 · see citing works
Risks associated with USB Hardware Trojan devices used by insiders
Clark, J. A., Leblanc, S. P., & Knight, S. (2011) · 2020 IEEE International Systems Conference (SysCon) · doi:10.1109/syscon.2011.5929130 · Cited by 19 · see citing works
Mihai, I.-C., Pruna, S., & BARBU, I.-D. (2014) · International Journal of Information Security and Cybercrime · doi:10.19107/ijisc.2014.02.04 · Cited by 18 · see citing works
Detection of Masqueraders Based on Graph Partitioning of File System Access Events
Toffalini, F., Homoliak, I., Harilal, A., Binder, A., & Ochoa, M. (2018) · IEEE Security and Privacy Workshops (SPW) · doi:10.1109/spw.2018.00037 · Cited by 17 · see citing works
Result-Based Detection of Insider Threats to Relational Databases
Sallam, A., & Bertino, E. (2019) · ACM Conference on Data and Application Security and Privacy (CODASPY) · doi:10.1145/3292006.3300039 · Cited by 15 · see citing works
Self-citationData-driven Model-based Detection of Malicious Insiders via Physical Access Logs
Cheh, C., Thakore, U., Fawaz, A., Chen, B., Temple, W. G., & Sanders, W. H. (2019) · ACM Transactions on Modeling and Computer Simulation · doi:10.1145/3309540 · Cited by 14 · see citing works
Implementing PII honeytokens to mitigate against the threat of malicous insiders
White, J., & Panda, B. (2009) · IEEE International Conference on Intelligence and Security Informatics (ISI) · doi:10.1109/isi.2009.5137315 · Cited by 12 · see citing works
A Systematic Approach for Privilege Escalation Prevention
Jaafar, F., Nicolescu, G., & Richard, C. (2016) · IEEE International Conference on Software Quality, Reliability and Security Companion (QRS-C) · doi:10.1109/qrs-c.2016.17 · Cited by 12 · see citing works
A Multi-Leveled Approach to Intrusion Detection and the Insider Threat
Barrios, R. M. (2013) · Journal of Information Security · doi:10.4236/jis.2013.41007 · Cited by 12 · see citing works
Social/Ethical Issues in Predictive Insider Threat Monitoring
Greitzer, F. L., Frincke, D. A., & Zabriskie, M. (2011) · IGI Global eBooks · doi:10.4018/9781616922450.ch007 · Cited by 11 · see citing works
Detecting collaborative insider attacks in information systems
Viet, K. N., Panda, B., & Hu, Y. (2012) · Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics · doi:10.1109/icsmc.2012.6377774 · Cited by 11 · see citing works
Detecting Insider Threats: A Trust-Aware Framework
Paci, F., Fernández-Gago, C., & Moyano, F. (2013) · International Conference on Availability, Reliability and Security (ARES) · doi:10.1109/ares.2013.22 · Cited by 11 · see citing works
Haim, B., Menahem, E., Wolfsthal, Y., & Meenan, C. (2017) · ACM International Conference on Intelligent User Interfaces (IUI) · doi:10.1145/3030024.3038264 · Cited by 7 · see citing works
Majeed, A., Haq, A. U., Jamal, A., Bhana, R., Banigo, F., & Baadel, S. (2016) · IEEE International Symposium on Systems Engineering · doi:10.1109/syseng.2016.7753152 · Cited by 6 · see citing works
Iyer, R. K., Dabrowski, P., Nakka, N. M., & Kalbarczyk, Z. (2008) · Advances in information security · doi:10.1007/978-0-387-77322-3_8 · Cited by 5 · see citing works
Insider Threat Analysis of Case Based System Dynamics
Yang, S.-C., & Wang, Y.-L. (2011) · Advanced Computing An International Journal · doi:10.5121/acij.2011.2201 · Cited by 4 · see citing works
Assessing Cyber Threats and Solutions for Municipalities
White, S. J. (2016) · Springer eBooks · doi:10.1007/978-3-319-32824-9_3 · Cited by 3 · see citing works
International Ethical Attitudes and Behaviors
Yates, D., & Harris, A. L. (2010) · Advances in information security, privacy, and ethics book series · doi:10.4018/978-1-61692-245-0.ch004 · Cited by 3 · see citing works
Countering Insider Threats in Personal Devices
Boral, L., Disla, M., Patil, S., Williams, J., & Park, J. (2007) · IEEE International Conference on Intelligence and Security Informatics (ISI) · doi:10.1109/isi.2007.379499 · Cited by 3 · see citing works
Detecting Advanced Persistent Threats in Oracle Databases
Ray, L., & Felch, H. (2017) · Advances in business information systems and analytics book series · doi:10.4018/978-1-5225-1680-4.ch004 · Cited by 2 · see citing works
Workplace Violence and Insider Threat
Gelles, M. G. (2016) · Elsevier eBooks · doi:10.1016/b978-0-12-802410-2.00012-5 · Cited by 1 · see citing works
EAR: An e-mail Attachment Receiver to Search Concerning Images in the Context of Insider Threat
Clark, J. W. (2016) · IEEE Annual International Computer Software and Applications Conference (COMPSAC) · doi:10.1109/compsac.2016.103 · Cited by 1 · see citing works
Benchmarking genetic programming in dynamic insider threat detection
Le, D. C., Heywood, M. I., & Zincir-Heywood, N. (2019) · Genetic and Evolutionary Computation Conference Companion (GECCO Companion) · doi:10.1145/3319619.3322029 · Cited by 1 · see citing works
Data Reconnaissance and Injection
Kuo, J. (2017) · California State University ScholarWorks (system-wide DSpace) · Cited by 1 · see citing works
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Self-citationSurvey on Wireless Network Security
Nazir, R., Laghari, A. A., Kumar, K., David, S., & Ali, M. (2021) · Archives of Computational Methods in Engineering · doi:10.1007/s11831-021-09631-5 · Cited by 74 · see citing works
Insider threat mitigation: Systematic literature review
Inayat, U., Farzan, M., Mahmood, S., Zia, M. F., Hussain, S., & Pallonetto, F. (2024) · Ain Shams Engineering Journal · doi:10.1016/j.asej.2024.103068 · Cited by 50 · see citing works
Privacy-Centric AI and IoT Solutions for Smart Rural Farm Monitoring and Control
Rahaman, M., Lin, C., Pappachan, P., Gupta, B. B., & Hsu, C. (2024) · Sensors · doi:10.3390/s24134157 · Cited by 53 · see citing works
Towards protecting organisations’ data by preventing data theft by malicious insiders
Al-Harrasi, A. S., Shaikh, A. K., & Al-Badi, A. H. (2021) · International journal of organizational analysis · doi:10.1108/ijoa-01-2021-2598 · Cited by 43 · see citing works
Deebak, B. D., & Hwang, S. O. (2023) · Computer Networks · doi:10.1016/j.comnet.2023.109664 · Cited by 37 · see citing works
VISTA: An inclusive insider threat taxonomy, with mitigation strategies
Renaud, K., Warkentin, M. E., Pogrebna, G., & van der Schyff, K. (2023) · Information & Management · doi:10.1016/j.im.2023.103877 · Cited by 34 · see citing works
Unveiling Shadows: Harnessing Artificial Intelligence for Insider Threat Detection
Yilmaz, E., & Can, O. (2024) · Engineering, Technology & Applied Science Research · doi:10.48084/etasr.6911 · Cited by 32 · see citing works
Analysis of Insider Threats in the Healthcare Industry: A Text Mining Approach
Lee, I. (2022) · Information · doi:10.3390/info13090404 · Cited by 29 · see citing works
A Review of the Insider Threat, a Practitioner Perspective Within the U.K. Financial Services
Whitelaw, F., Riley, J., & Elmrabit, N. (2024) · IEEE Access · doi:10.1109/access.2024.3373265 · Cited by 27 · see citing works
A Comprehensive Review on Cybersecurity Issues and Their Mitigation Measures in FinTech
Ali, G., Mijwil, M. M., Buruga, B. A., & Abotaleb, M. S. A. (2024) · Iraqi Journal for Computer Science and Mathematics · doi:10.52866/ijcsm.2024.05.03.004 · Cited by 27 · see citing works
AlGhamdi, S., Win, K. T., & Vlahu‐Gjorgievska, E. (2022) · Government Information Quarterly · doi:10.1016/j.giq.2022.101721 · Cited by 27 · see citing works
Applying One-Class Algorithms for Data Stream-Based Insider Threat Detection
Peccatiello, R. B., Gondim, J. J. C., & Garcia, L. P. F. (2023) · IEEE Access · doi:10.1109/access.2023.3293825 · Cited by 25 · see citing works
El-Hajj, M. I., & Mirza, Z. A. (2024) · Electronics · doi:10.3390/electronics13193910 · Cited by 20 · see citing works
M-EOS: Modified equilibrium optimization based stacked CNN for insider threat detection
Anju, A., & Krishnamurthy, M. (2024) · Wireless Networks · doi:10.1007/s11276-024-03678-5 · Cited by 17 · see citing works
Bu, S.-J., Kang, H.-B., & Cho, S.-B. (2022) · Electronics · doi:10.3390/electronics11050745 · Cited by 17 · see citing works
Marquis, Y. A. (2024) · Journal of Engineering Research and Reports · doi:10.9734/jerr/2024/v26i51141 · Cited by 16 · see citing works
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Stanojević, M., Čapko, D., Lendák, I., Stoja, S., & Jelačić, B. (2023) · Acta Polytechnica Hungarica · doi:10.12700/aph.20.6.2023.6.13 · Cited by 12 · see citing works
Edris, E. K. K. (2025) · Electronics · doi:10.3390/electronics14102057 · Cited by 14 · see citing works
A Taxonomy for Threat Actors’ Delivery Techniques
Villalón-Huerta, A., Ripoll, I., & Marco-Gisbert, H. (2022) · Applied Sciences · doi:10.3390/app12083929 · Cited by 11 · see citing works
Phishing Attacks in Social Engineering: A Review
Adu‐Manu, K. S., Ahiable, R. K., Appati, J. K., & Mensah, E. E. (2022) · Journal of Cyber Security · doi:10.32604/jcs.2023.041095 · Cited by 11 · see citing works
Dando, C. J., Taylor, P. J., Menacere, T., Ormerod, T. C., Ball, L. J., & Sandham, A. L. (2024) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/00187208211068292 · Cited by 10 · see citing works
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Agarwal, P., & Gupta, A. K. (2024) · International Conference on Artificial Intelligence for Internet of Things (AIIoT) · doi:10.1109/aiiot58432.2024.10574707 · Cited by 10 · see citing works
Bawa, S., & Yongping, X. (2024) · South African Journal of Economic and Management Sciences · doi:10.4102/sajems.v27i1.5442 · Cited by 9 · see citing works
Olaniyan, R., Rakshit, S., & Vajjhala, N. R. (2023) · Lecture notes in electrical engineering · doi:10.1007/978-981-19-8493-8_32 · Cited by 9 · see citing works
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Wijayanti, D., Ujianto, E. I. H., & Rianto, R. (2024) · Jurnal Ilmiah Teknik Elektro Komputer dan Informatika · doi:10.26555/jiteki.v10i1.28192 · Cited by 9 · see citing works
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“It may take ages”: Understanding Human-Centred Lateral Phishing Attack Detection in Organisations
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Toma, T., Décary-Hêtu, D., & Dupont, B. (2023) · Journal of Criminology · doi:10.1177/26338076231161898 · Cited by 5 · see citing works
Security challenges in civil registration: safeguarding vital information in an evolving landscape
Okoth, P. K. (2023) · World Journal of Advanced Research and Reviews · doi:10.30574/wjarr.2023.19.1.1203 · Cited by 4 · see citing works
Introducing and Interfacing with Cybersecurity - A Cards Approach
Shah, R., Maarek, M., Stals, S., Baillie, L., Chan, S. C., Stewart, R. J., Loidl, H., & Chatzifoti, O. (2026) · Lecture notes in networks and systems · doi:10.1007/978-3-032-15105-6_4 · Cited by 4 · see citing works
Generation and deployment of honeytokens in relational databases for cyber deception
Prabhaker, N., Bopche, G. S., & Arock, M. (2024) · Computers & Security · doi:10.1016/j.cose.2024.104032 · Cited by 4 · see citing works
Social Engineering Infosec Policies (SE-IPS)
Alharthi, D. N., & Regan, A. (2021) · doi:10.5121/csit.2021.110104 · Cited by 4 · see citing works
Insider Threat Detection and Cloud Computing
Choudhary, A., & Bhadada, R. (2022) · Lecture notes in networks and systems · doi:10.1007/978-981-16-5689-7_7 · Cited by 4 · see citing works
Machine Learning-Based Network Monitoring for Cybersecurity Threat Detection
Eshmawi, A. A., Al-Nowami, A., Mirza, M., Abu-Raya, N., Al-Thabit, R., Shiaeles, S. N., Choi, J., & Ashraf, I. (2025) · Journal of Network and Systems Management · doi:10.1007/s10922-025-10001-w · Cited by 4 · see citing works
Machine Learning Algorithms for Cloud Security
Kelechi, D. A., Chinagolum, I., Ukabuiro, I. K., Onukwugha, C. G., Chisom, O. D., & Chigozie, D. (2023) · European journal of applied sciences · doi:10.14738/aivp.114.15210 · Cited by 3 · see citing works
Unravelling the Web of Issues and Challenges in Healthcare Cybersecurity for a Secure Tomorrow
Baptist, A. M. A., Halim, F. A., Abdillah, S. F., Othman, I. W., & Abdullah, N. J. (2023) · Business and Economic Research · doi:10.5296/ber.v13i4.21341 · Cited by 3 · see citing works
The Intersection of Blockchain Technology and Data Security in e-Business
Kostopoulos, N., & Antonopoulou, H. (2024) · Technium Business and Management · doi:10.47577/business.v10i.11997 · Cited by 3 · see citing works
Insider Trading in Emerging Countries: Prevalence, Challenges, and Policy Implications
Dote-Pardo, J., & Severino-González, P. E. (2025) · European Public & Social Innovation Review · doi:10.31637/epsir-2026-2230 · Cited by 2 · see citing works
Cyber-attackers as a social force: conceptualizing value sabotage in cybersecurity services
Bongiovanni, I., Goyeneche, D., Tsen, E., James, E. C., Singh, P., & Ko, R. K. L. (2025) · Journal of service management · doi:10.1108/josm-12-2024-0537 · Cited by 2 · see citing works
AlGhamdi, A. A., Niazi, M., Cordeiro, L. C., Humayun, M., & Stewart, A. J. (2025) · International Conference on Evaluation and Assessment in Software Engineering (EASE) · doi:10.1145/3727967.3756845 · Cited by 2 · see citing works
The Role of Self-Efficacy in IT Employee Cybersecurity Safety Behavior
Amin, M. A. S., Prybutok, V. R., & Rishat, M. A. S. A. (2025) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2025.2607558 · Cited by 2 · see citing works
Sethi, M., Kasu, V. R., Malamuthu, B. K., Al-Assaf, K. T., Dutt, A., & Karthikeyan, G. (2025) · IEEE International Conference on Blockchain and Distributed Systems Security (ICBDS) · doi:10.1109/icbds67396.2025.11377047 · Cited by 2 · see citing works
Akampurira, P., Edozie, E., Sadiq, B. O., & Buhari, M. D. (2026) · F1000Research · doi:10.12688/f1000research.178351.2 · Cited by 2 · see citing works
Effect of the Capability Component of Fraud Theory on Fraud Risk Management in Nigerian Banks
Eze, C. U., Ebe, E. C., Okwo, I. M., Ani, O. I., Odume, M. S., Godspower, J. O., Nmesirionye, J. A., Obiekwe, C. J., Eshiet, U. E., & Obeagu, E. I. (2022) · International Journal of Financial Research · doi:10.5430/ijfr.v13n1p90 · Cited by 2 · see citing works
Asfoor, A. H., Kasim, H., Latif, A. B. A., Razali, R. A., Ibrahim, Z.-A., & Shanneb, A. (2022) · Journal of Hunan University Natural Sciences · doi:10.55463/issn.1674-2974.49.12.28 · Cited by 2 · see citing works
Johnston, A. C., Goel, S., & Williams, K. J. (2024) · European Journal of Information Systems · doi:10.1080/0960085x.2024.2413072 · Cited by 2 · see citing works
Ahmadi, S. (2025) · International Journal of Advanced Computer Science and Applications · doi:10.14569/ijacsa.2025.0160302 · Cited by 2 · see citing works
Securing the Human Element in AI-Powered Cyber Defences: A Zero Trust Perspective
Odedina, E. A. (2025) · doi:10.38124/ijisrt/25apr1819 · Cited by 2 · see citing works
Liu, Y., Tang, Z., Thota, C., & Joghee, S. (2021) · Arabian Journal for Science and Engineering · doi:10.1007/s13369-021-06057-w · Cited by 2 · see citing works
RetractedAnalytics for early detection of insider threat
Fenstermacher, L. H., Larson, K. G., Vitiello, C. A., Shellman, S., & Levey, B. (2022) · Signal processing, sensor fusion, and target recognition. Conference · doi:10.1117/12.2624111 · Cited by 2 · see citing works
Wanyonyi, E. N., Abeka, S., & Masinde, N. (2023) · International Journal of Network Security & Its Applications · doi:10.5121/ijnsa.2023.15603 · Cited by 2 · see citing works
Okafor, C. M., Agho, M. O., Ekwezia, A. V., Eyo-Udo, N. L., & Daraojimba, C. (2023) · Acta Electronica Malaysia · doi:10.26480/aem.02.2023.38.48 · Cited by 2 · see citing works
Integrating Human Factors into Insider Threat Detection – A Systematic Review
Pathirana, N., Roberts, R., Kalutarage, H., & McDermott, C. D. (2026) · ACM Computing Surveys · doi:10.1145/3798089 · Cited by 1 · see citing works
“…partners with legitimate system access [1, 25, 102], are now regarded as the second most signiicant cybersecurity concern worldwide, according to Chief Information Security Oicers (CISOs) [113], and have consistently been recognised as a key risk for both organisations and governments [106].”
Industrial espionage from a human factor perspective
Mészáros, A. Á., & Kelemen-Erdős, A. (2023) · JOURNAL OF INTERNATIONAL STUDIES · doi:10.14254/2071-8330.2023/16-3/5 · Cited by 1 · see citing works
A Novel Framework for Email’s Data Leak Prevention Through Semantic Analysis
Ahmed, M. N., Mahmood, H., & Iqbal, Z. (2023) · International Conference on IT and Industrial Technologies (ICIT) · doi:10.1109/icit59216.2023.10335896 · Cited by 1 · see citing works
Tanwar, J., & Tyagi, S. (2024) · Lecture notes in electrical engineering · doi:10.1007/978-981-97-1682-1_19 · Cited by 1 · see citing works
Understanding and Mitigating AI-Powered Cyber-Attacks
-, R. A., -, B. A. A., -, K. O. A., -, N. A. K. D., -, L. A., & -, M. A. A. (2024) · International Journal For Multidisciplinary Research · doi:10.36948/ijfmr.2024.v06i06.33563 · Cited by 1 · see citing works
Evaluation of Machine Learning Algorithm and SMOTE for Insider Threat Detection
Ojo, D., Al‐Mhiqani, M. N., Al-Aqrabi, H., & Al‐Shehari, T. (2025) · Communications in computer and information science · doi:10.1007/978-3-031-82931-4_23 · Cited by 1 · see citing works
Comprehensive Review on Insider Threat Detection Approaches
Sambhe, N. U., & Prasad, P. S. (2025) · Information systems engineering and management · doi:10.1007/978-3-031-90482-0_24 · Cited by 1 · see citing works
Impact of AI Tools on Software Security
Fawareh, H. J., & Habaashneh, T. (2026) · Studies in systems, decision and control · doi:10.1007/978-3-031-95310-1_127 · Cited by 1 · see citing works
Devaraj, P., & Deepalakshmi, P. (2025) · International Conference on Smart Structures and Systems (ICSSS) · doi:10.1109/icsss66939.2025.11346127 · Cited by 1 · see citing works
Detecting Insider Threats Using VADER and NAÏVE BAYS Algorithms
Alkhaldi, R., Ehsan, S., & Farooq, H. U. (2023) · International Symposium on Computer Science and Intelligent Control (ISCSIC) · doi:10.1109/iscsic60498.2023.00085 · Cited by 1 · see citing works
Chengetanai, G., Chandigere, T. R., Chengetanai, P., & Verma, R. (2024) · International Conference on Cyber Warfare and Security · doi:10.34190/iccws.19.1.2166 · Cited by 1 · see citing works
Cyber Security and Cyber Threats in the Jordan Business Context
Alrkeebat, A. A. S. (2024) · International Journal of Academic Research in Business and Social Sciences · doi:10.6007/ijarbss/v14-i6/21991 · Cited by 1 · see citing works
An Evaluation of the Security of Bare Machine Computing (BMC) Systems against Cybersecurity Attacks
Alotaibi, F., Karne, R. K., Wijesinha, A. L., Soundararajan, N., & Rangi, A. (2024) · Journal of Cybersecurity and Privacy · doi:10.3390/jcp4030033 · Cited by 1 · see citing works
Effective DDoS Detection through Innovative Algorithmic Approaches in Machine Learning
Sutrisno, S., Rahardja, U., Wijono, S., Wahyono, T., Sembiring, I., & Widiasari, I. R. (2024) · International Conference on Creative Communication and Innovative Technology (ICCIT) · doi:10.1109/iccit62134.2024.10701265 · Cited by 1 · see citing works
Mannan, M. A. (2024) · Advances in information security, privacy, and ethics book series · doi:10.4018/979-8-3693-9491-5.ch017 · Cited by 1 · see citing works
Prediction, Detection and Control of Insider Threats in Organizations
Esparza, E., Diéguez, M., & Hochstetter-Diez, J. (2025) · Communications in computer and information science · doi:10.1007/978-3-031-84078-4_26 · Cited by 1 · see citing works
Analysis of digital technologies in Ukraine: problems and prospects
Yurchyshyn, O., Степанець, О. В., & Skorobogatova, N. (2024) · doi:10.55056/ceur-ws.org/vol-3781/paper15.pdf · Cited by 1 · see citing works
Galadima, I. B., Ithnin, N., Abdulwahab, H., Zamri, M., & Gabi, D. (2025) · Research Square · doi:10.21203/rs.3.rs-7734139/v1 · Cited by 1 · see citing works
Integralna korporativna varnost
Dvojmoč, M. (2024) · doi:10.18690/um.fvv.3.2024
Establishing Intent Groups for the Intent-Based Access Control Framework
Jyosthna, P. M., & Reddy, K. T. (2022) · Indian Journal of Computer Science and Engineering · doi:10.21817/indjcse/2022/v13i6/221306040
Cybersecurity data science and threats: an overview from machine learning perspective
(2022) · ACCENTS Transactions on Information Security · doi:10.19101/tis.2021.621013
Modeling of Advanced Threat Actors: Characterization, Categorization and Detection
Villalón-Huerta, A. (2023) · doi:10.4995/thesis/10251/193855
Asfoor, A. H. (2023) · International Journal of Research Publication and Reviews · doi:10.55248/gengpi.4.823.30603
Kuppuswamy, P., Khalidi, S. Q. A., Kumar, P., Meeran, A. A. S., Sonia, & Varshini, V. (2023) · IEEE India International Conference on Power Electronics · doi:10.1109/iicpe60303.2023.10474813
Mackenzie, D., & Njunwamukama, S. (2024) · International Journal of Technology and Systems · doi:10.47604/ijts.2783
Gayathri, B. (2024) · ICST Transactions on Scalable Information Systems · doi:10.4108/eetsis.6134
Threat Intelligence and Advanced Threat Hunting
Basta, A., Basta, N., Anwar, W., & Essar, M. I. (2024) · doi:10.1002/9781394201631.ch13
Beni, R. M., Mbale, L., Muhau, J.-A., & Ilunga, G. W. K. (2024) · Lecture notes in networks and systems · doi:10.1007/978-3-031-74443-3_27
Portocarrero-Burgos, A., Gamboa-Cruzado, J., & Arana, J. A. S. (2024) · Revista peruana de computación y sistemas · doi:10.15381/rpcs.v6i2.28914
Chemeris, O. S., Gulomov, S., Tsaregorodtsev, A., Kogteva, A. N., & Gubert, E. (2025) · Lecture notes in networks and systems · doi:10.1007/978-3-031-80710-7_23
Ethical concerns in healthcare analytics: exploring the complexities of data-driven decision making
Rajak, M. K., & Dey, S. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-26480-1.00012-6
Technology Innovations to Counter Threat Vectors
Benfdila, A., Dekhtyar, Y., Gevorgyan, G., Muntean, R., & Nyarko, E. K. (2025) · NATO science for peace and security series. B, Physics and biophysics · doi:10.1007/978-94-024-2304-4_3
- Authors
- Saxena, N., Hayes, E., Bertino, E., Ojo, P., Choo, K.-K. R., & Burnap, P.
- Affiliations
- Cardiff University (GB)
- Bournemouth University (GB)
- Purdue University West Lafayette (US)
- The University of Texas at San Antonio (US)
- Corresponding author
- Saxena, Neetesh
- Venue
- Electronics
- Publisher
- MDPI AG
- Published
- 2020-09-07
- Volume
- 9
- Issue
- 9
- Pages
- 1460
- ISSN
- 2079-9292 (ISSN-L)
- OpenAlex
- W3083528220
- Cited by
- 136
- References
- 67
- Citations by year
- 2026: 23 · 2025: 35 · 2024: 32 · 2023: 24 · 2022: 14 · 2021: 8
- FWCI
- 10.82
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Electronics (publishedVersion, cc-by)
- ORCA Online Research @Cardiff (Cardiff University) (acceptedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Engineering and Physical Sciences Research Council (EP/S018263/1)
- Topics
- Physical Sciences › Computer Science › Information Systems › Information and Cyber Security
- Physical Sciences › Computer Science › Computer Networks and Communications › Network Security and Intrusion Detection
- Physical Sciences › Computer Science › Information Systems › User Authentication and Security Systems
- Keywords
- insider threats, insider threat detection, critical infrastructure security, cyber kill chain, psychological factors, public and private institutions
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