Ryan Bellows
Information Security Analyst
- AR5
- -AF024
Account Misuse - AR5
The subject deliberately misuses account constructs to obscure identity, frustrate attribution, or undermine investigative visibility. This includes the use of shared, secondary, abandoned, or illicitly obtained accounts in ways that violate access integrity and complicate forensic analysis. Unlike traditional infringement behaviors, account misuse in the anti-forensics context is not about the action itself—but about how identity is obfuscated or displaced to conceal that action. These behaviors sever the link between subject and activity, impeding both real-time detection and retrospective investigation. Common anti-forensic account misuse techniques include:Operating across multiple sanctioned accounts to fragment behavior trails.Using shared service accounts to mask individual actions.Re-activating or leveraging dormant credentials to perform access without attribution.Exploiting misconfigured or ghost accounts left from previous users, contractors, or integrations. Investigators encountering unexplainable log artifacts, attribution conflicts, or unexpected session collisions should assess whether account misuse is being used as a deliberate concealment tactic. Particular attention should be paid in environments lacking centralized identity governance or with known privilege sprawl. Account misuse as an anti-forensics strategy often coexists with more overt infringements—enabling data exfiltration, sabotage, or policy evasion while preserving plausible deniability. As such, its detection is crucial to understanding subject intent, tracing activity with confidence, and restoring the chain of custody in incident response.
- AR5
- -AF029
Network Obfuscation - AR5
The subject deliberately alters or conceals the identifiable characteristics of their network activity to evade monitoring, attribution, or investigative analysis. Network obfuscation may involve anonymization tools (e.g., Tor, VPNs, proxy chains), traffic encryption outside of approved channels, use of non-standard ports, or manipulation of DNS settings. These methods frustrate standard detection mechanisms and reduce the visibility of subject actions within network logs and telemetry. This behavior is often observed during the execution or concealment of policy violations, including unauthorized data transfer, remote access setup, or coordination with external entities. By decoupling activity from organizational identity or infrastructure, network obfuscation significantly impedes investigation, attribution, and response.
- AR4
- -IF025
Internal Credential Sharing - AR4
A subject knowingly permits, facilitates, or engages in the use of credentials between individuals within the same organization, resulting in a misalignment between identity, access, and accountability. This includes both:Allowing another individual to use the subject’s credentialsUsing credentials assigned to another internal identity without authorization Internal account sharing undermines identity assurance and breaks the link between authenticated activity and the responsible subject. This degrades audit integrity, weakens access controls, and introduces ambiguity into investigative attribution. While often rationalized as operational convenience (e.g., task delegation, access shortcuts, or time-saving measures), this behavior creates conditions that enable policy evasion, informal privilege escalation, and collusive activity. In more advanced cases, it may be used deliberately to obscure responsibility, distribute actions across multiple identities, or bypass monitoring tied to individual accounts.
- AR4
- -IF035
Unauthorized Work Location - AR4
A subject performs work-related activities from a location or jurisdiction that is not approved by the organization, in violation of policy, contractual restrictions, or regulatory requirements. This behavior includes remote work conducted outside authorized geographic boundaries, the use of undisclosed travel locations, or deliberate concealment of true working location through technical means. Unauthorized work location infringements introduce material risk across legal, regulatory, data protection, and operational domains. These risks include unlawful data transfer across jurisdictions, breach of client or government restrictions, tax and employment violations, and exposure of corporate systems to untrusted environments. Unauthorized work location activity is often initially perceived as low-severity or convenience-driven. However, in practice it represents a critical control failure, particularly in organizations with geo-restrictions, data residency obligations, or sensitive access environments. Left unchallenged, this behavior can contribute to Behavioral Drift, where location-based controls are progressively disregarded across the organization's population. This section captures all forms of location-based policy infringement, whether deliberate (concealment, evasion) or negligent (failure to disclose travel).
- AR2
- -ME023
Sensitivity Label Leakage - AR2
Sensitivity label leakage refers to the exposure or misuse of classification metadata, such as Microsoft Purview Information Protection (MIP) sensitivity labels, through which information about the nature, importance, or confidentiality of a file is unintentionally or deliberately disclosed. While the underlying content of the document may remain encrypted or otherwise protected, the presence and visibility of sensitivity labels alone can reveal valuable contextual information to an insider. This form of leakage typically occurs when files labeled with sensitivity metadata are transferred to insecure locations, shared with unauthorized parties, or surfaced in logs, file properties, or collaboration tool interfaces. Labels may also be leaked through misconfigured APIs, email headers, or third-party integrations that inadvertently expose metadata fields. The leakage of sensitivity labels can help a malicious insider identify and prioritize high-value targets or navigate internal systems with greater precision, without needing immediate access to the protected content. Examples of Use:An insider accesses file properties on a shared drive to identify documents labeled Highly Confidential with the intention of exfiltrating them later.Sensitivity labels are exposed in outbound email headers or logs, revealing the internal classification of attached files.Files copied to an unmanaged device retain their label metadata, inadvertently disclosing sensitivity levels if examined later.
- AR5
- -AF022
- -AF022.002
Use of Windows Subsystem for Linux (WSL) - AR5
The subject leverages Windows Subsystem for Linux (WSL) to contain forensic artifacts within a Linux-like runtime environment embedded in Windows. By operating inside WSL, the subject avoids writing sensitive data, tool activity, or command history to traditional Windows locations, significantly reducing visibility to host-based forensic and security tools. WSL creates a logical Linux environment that appears separate from the Windows file system. Although some host-guest integration exists, activity within WSL often bypasses standard Windows event logging, registry updates, and process tracking. This allows the subject to execute scripts, use Unix-native tools, stage exfiltration, or decrypt payloads with minimal footprint on the host. Example Scenarios: The subject downloads and processes sensitive files inside the WSL environment using native Linux tools (e.g., scp, gpg, rsync), preventing access and modification timestamps from appearing in Windows Explorer or standard audit logs.A subject extracts and stages exfiltration material in /mnt/c within WSL, using symbolic links and Linux file permissions to obscure its presence from Windows search and indexing services.WSL is used to execute recon and credential-harvesting scripts (e.g., nmap, hydra, ssh enumeration tools), with no execution trace in Windows Event Logs.Upon completion of activity, the subject deletes the WSL distribution, leaving minimal residue on the host system—especially if no antivirus or EDR coverage extends into the WSL layer.
- AR5
- -AF024
- -AF024.001
Account Obfuscation - AR5
The subject leverages multiple accounts under their control—each legitimate on its own—to distribute, disguise, or segment activity in a manner that defeats identity-based attribution. This technique, referred to as account obfuscation, is designed to frustrate forensic correlation between subject behavior and account usage. Unlike role-sanctioned multi-account use (e.g., one account for user access, another for administrative tasks), account obfuscation involves the deliberate operational separation of actions across identities to conceal intent, evade controls, or introduce ambiguity. This may involve: Using a privileged account to perform high-risk or policy-violating actions while maintaining a clean audit trail on the primary user account.Staging data using an internal identity and exfiltrating it using an external or contractor credential.Alternating between corporate and guest accounts to avoid continuous session logging or alerting thresholds. This behavior is often facilitated by weak identity governance, fragmented access models, or unmanaged role transitions. It is especially difficult to detect in environments where access provisioning is ad hoc, audit scopes are limited, or account correlation is not enforced at the SIEM or UAM level. From an investigative standpoint, account obfuscation serves as a deliberate anti-forensics tactic—enabling subjects to operate with plausible deniability and complicating timeline reconstruction. Investigators should review cross-account behavior patterns, concurrent session overlaps, and role-permission inconsistencies when this technique is suspected.
- AR5
- -AF024
- -AF024.002
Unauthorized Credential Use - AR5
The subject employs valid credentials that were obtained outside of sanctioned provisioning channels to conceal their identity or perform actions under a false or misleading identity. This behavior, categorized as unauthorized credential use, is distinct from traditional account compromise—it reflects insider-enabled misuse, not external intrusion. Credentials may be acquired through casual observation (e.g., shoulder surfing or unlocked workstations), social engineering, prior access (e.g., retained credentials from a former role), or covert means such as password capture tools. In some cases, credentials may be voluntarily shared by a collaborator or acquired opportunistically from unmonitored or abandoned accounts. This tactic allows the subject to dissociate their actions from their known identity, delay detection, and in some cases, redirect suspicion to another individual. When used within privileged or high-sensitivity environments, unauthorized credential use can enable significant harm while bypassing conventional identity-based controls and alerting mechanisms. Unlike service account sharing or account obfuscation (which involve legitimate, active credentials assigned to the subject), this behavior revolves around unauthorized access to credentials not formally linked to the subject. Investigators should prioritize this sub-section when audit trails show activity under an identity that does not correspond to role expectations, known behavioral patterns, or device history. Key forensic indicators include:Activity under stale or supposedly deactivated credentials.Access from unfamiliar endpoints using accounts with known role assignments.Unusual timing or geographic patterns inconsistent with the account’s assigned user.Discrepancies between identity artifacts (e.g., login metadata) and session content (e.g., typing cadence, application use). Unauthorized credential use is a high-risk concealment technique and often coincides with malicious or high-impact infringements.
- AR5
- -AF029
- -AF029.002
Unauthorized VPN Usage - AR5
The subject deliberately uses Virtual Private Network (VPN) technology in a manner that circumvents organizational oversight, masking the nature, destination, or content of network activity. This includes installing unapproved VPN clients, as well as reconfiguring sanctioned VPN software to route traffic through unauthorized exit nodes, personal infrastructure, or third-party services not governed by corporate policy. By diverting traffic away from monitored pathways, the subject obstructs standard telemetry collection - evading logging of session destinations, data transfers, or identity-bound usage. This behavior frustrates forensic reconstruction, hinders real-time monitoring, and degrades the reliability of investigative artifacts. Unauthorized VPN usage is an intentional anti-forensics measure aimed at concealing potentially harmful activity behind layers of encrypted and unsanctioned transit.
- AR5
- -AF029
- -AF029.003
Use of Browser-Based VPN Extensions - AR5
The subject installs and activates browser-based VPN or proxy extensions (such as Hola VPN, Browsec, or ZenMate) to anonymize specific web activity while avoiding host-level detection or access restrictions. These lightweight tools require no administrative privileges and often evade traditional endpoint controls, allowing subjects to selectively obscure browsing sessions, bypass content filtering, or access external services undetected. Unlike full-system VPN clients, browser-based VPNs operate at the application layer, making them more difficult to inventory, log, or control using conventional network or endpoint defenses. Their use complicates investigative visibility into user intent, session content, and destination domains, particularly when paired with HTTPS encryption or private browsing modes. This technique represents a form of network anti-forensics intended to obscure subject behavior with minimal system footprint or oversight.