TL;DR: Behavior-driven governance is designed to connect access management and identity governance so organizations can revoke unused access, surface risky usage patterns, and tighten least privilege across hybrid environments, according to One Identity. The core issue is not just visibility, but whether governance can react fast enough to behavior that already indicates overexposure.
At a glance
What this is: This is an analysis of behavior-driven governance for hybrid identity estates, arguing that access visibility gaps persist when governance and access management stay siloed.
Why it matters: It matters because IAM and IGA teams need governance signals that reflect real usage, so they can remove dormant access, reduce privilege creep, and support least privilege across distributed environments.
Context
Behavior-driven governance is a model for connecting access management signals with identity governance decisions so entitlement reviews can reflect actual user behaviour, not just static access records. In hybrid estates, that matters because the point of failure is often not knowing what access exists, but not seeing how that access is used.
One Identity argues that traditional IGA and access management remain siloed, which makes it difficult to correlate behavior with risk and to act quickly when usage shows that access is unnecessary, unsafe, or no longer aligned to least privilege. The practical governance question is whether entitlement decisions can keep pace with the activity they are meant to control.
The article frames this as a hybrid access visibility problem, not a narrow tooling issue. That makes it relevant to identity governance programmes that span human users, privileged access, and non-human or application access patterns in distributed environments.
Key questions
Q: Who is accountable when access governance fails across hybrid environments?
A: Accountability sits with the business owner of the entitlement, the IAM or IGA team that administers the control, and the application owner that approves or inherits access. Hybrid environments do not remove accountability, they make it easier to hide. Clear ownership and auditable evidence are what keep governance defensible.
Q: Why does unused access create more risk than teams expect?
A: Unused access still widens the attack surface because it remains available to be abused if credentials are stolen, reused, or inherited from earlier role assignments. In hybrid estates, dormant access is especially dangerous when it is privileged or tied to critical applications, because nothing in a static review proves it is harmless.
Q: What are the signs that access governance is failing in practice?
A: The clearest signs are slow remediation, repeated rubber stamp access reviews, and missed permissions outside traditional HR linked systems. If governance teams rely on manual audits, they often struggle to see access granted to non-human identities or systems adopted outside normal IT cycles. That usually means the organisation lacks reliable visibility and consistent enforcement of least privilege.
Q: How should teams balance access review and automatic removal?
A: Use automatic removal for clearly unused access where the business case is weak, and reserve attestation for edge cases, privileged roles, or ambiguous ownership. That lets governance focus human review on decisions that still need context while removing low-value exposure faster.
Technical breakdown
Why access visibility breaks in hybrid estates
Hybrid estates split identity governance across systems that know different things. IGA typically knows accounts, entitlements, and certifications, while access management sees login frequency, usage, and risky behaviour. When those signals stay disconnected, governance decisions are made from stale or incomplete context. That is why unused access persists, privilege creep accelerates, and unsafe usage can remain invisible until after an incident or audit finding. The underlying problem is not lack of data, but lack of correlated identity context across cloud, on-premises, SSO, and application layers.
Practical implication: feed usage telemetry into governance decisions before access review cycles become disconnected from actual risk.
How behavior-driven governance tightens least privilege
Behavior-driven governance links observed access behaviour to policy actions such as revoking dormant access, flagging unused entitlements, and prompting attestation. In practical terms, it moves least privilege from a provisioning-time principle to an operational control that responds to consumption patterns. That matters because accounts and applications can be formally assigned but never genuinely used, or can become overexposed as business roles change. The model uses usage thresholds and event data to decide whether access should continue, rather than treating entitlement as proof of need.
Practical implication: define usage thresholds and revocation triggers so least privilege is enforced from actual consumption patterns.
Why privileged access and dormant accounts are governance blind spots
Privileged credentials, underutilised accounts, and forgotten application access create a wider attack surface because they preserve reachable access long after business need has faded. In a hybrid environment, those blind spots are hard to see without a unified view of login history, application usage, and entitlement state. That is especially relevant where attacker behaviour includes credential reuse or opportunistic access to accounts that were signed up for but never actively used. The governance failure is persistence of access without evidence of need, which is exactly where privilege creep turns into exposure.
Practical implication: prioritise dormant privileged accounts and unused entitlements for review, removal, or attestation.
Threat narrative
Attacker objective: The attacker wants durable access to critical enterprise resources through valid identities that governance has not yet removed or constrained.
- Entry occurs through valid credentials that may belong to active, dormant, or barely used accounts, which makes discovery harder in hybrid estates.
- Credential access and abuse are amplified when password reuse, exposed privileged credentials, or forgotten entitlements give attackers a reachable path into enterprise systems.
- Escalation follows when overprivileged access and disconnected governance let the attacker move from one accessible resource to broader privileges without immediate detection.
- Impact is broader attack surface, harder-to-detect misuse, and lateral movement that remains invisible until governance catches up.
Breaches seen in the wild
- BeyondTrust breach 2024: A stolen BeyondTrust Remote Support API key let a China state-sponsored actor reset accounts and reach US Treasury workstations in 2024.
- Uber breach 2022: A contractor's stolen password and MFA fatigue gave a Lapsus$-linked attacker Uber's internal tools; Uber rotated keys to many services.
Read and download The State of NHI & AI Agent Breach Report 2026, covering 200+ breaches impacting Non-Human Identities including AI Agents.
NHI Mgmt Group analysis
Behavior-driven governance is a response to the failure of static entitlement reviews to reflect actual access use. Traditional IGA can tell you what access exists, but not whether that access is still needed or safe in practice. When access management data is not folded into governance, the result is policy based on inventory rather than behaviour. Practitioners should treat usage-aware governance as the missing control plane for hybrid estates.
Least privilege becomes measurable only when consumption is visible. The article’s core contribution is not simply revoking unused access, but making access decisions contingent on evidence of use. That is a sharper model for hybrid environments where accounts, applications, and privileges drift faster than review cycles can catch up. Practitioners should think in terms of usage thresholds, not just certification outcomes.
Hybrid identity programmes fail when access outlives accountability. The access visibility gap is not only an observability issue, it is a governance timing issue. If a user or application can retain rights long after behaviour shows no need, privilege creep becomes structural rather than accidental. Practitioners should align offboarding, revocation, and attestation around usage signals, not annual review calendars.
Behavior-driven governance creates a named control pattern: access consumption governance. That concept captures the shift from entitlement ownership to entitlement evidence. It fits hybrid estates because the same control logic can govern dormant accounts, underused applications, and privileged access paths without treating them as separate policy problems. Practitioners should standardize governance around consumption evidence as the basis for removal or continuation.
Compliance value follows from better governance, not the other way around. The article links behaviour-based access removal to auditability, but the deeper point is that stronger evidence of need makes regulatory alignment easier to defend. That is especially relevant where least privilege, need-to-know, and access control expectations already exist in control frameworks. Practitioners should use behavior-driven governance to produce defensible access records, not just cleaner reports.
From our research library:
- 97% of NHIs carry excessive privileges, increasing unauthorised access and broadening the attack surface, according to the Ultimate Guide to NHIs.
- Read next: Just-in-Time Access and Zero Standing Privilege Guide
What this signals
Access consumption governance: Hybrid programmes need a control pattern that treats observed use, not assignment alone, as the trigger for continuing access. That is the practical bridge between access management telemetry and IGA policy, and it is what closes the visibility gap without waiting for the next certification cycle.
Unused access should be treated as an exposure signal, not an administrative nuisance. When accounts, applications, or privileged entitlements stay live without evidence of use, the governance model is already lagging behind the real attack surface.
For practitioners
- Map access management telemetry into governance decisions Correlate login frequency, application usage, and entitlement state before access reviews so governance decisions reflect current behaviour rather than static assignment.
- Set unused-access thresholds for accounts and applications Define how many days of inactivity triggers first disablement, attestation, or removal for both user accounts and application access paths.
- Prioritise dormant privileged access for review Start with privileged credentials, high-risk entitlements, and long-idle accounts because those are the fastest route to broad exposure if they remain reachable.
- Automate attestation around usage evidence Trigger access certification when the system detects low or absent consumption, so reviewers validate only rights that still have a business case.
Key takeaways
- Behavior-driven governance addresses a real hybrid IAM problem: access can remain formally valid even after behaviour shows that it is no longer needed or safe.
- The article ties this gap to unused accounts, privileged credentials, and unsafe actions that traditional governance cannot see in time.
- The operational response is to use usage evidence to drive revocation, attestation, and least-privilege enforcement across distributed estates.
Standards & Framework Alignment
This section maps relevant standards and security frameworks to the operational risks and controls described in this guidance.
OWASP Non-Human Identity Top 10 addresses the attack and risk surface, while NIST CSF 2.0, NIST SP 800-53 Rev 5 and CIS Controls v8 set the governance and control requirements practitioners need to meet.
| Framework | Control / Reference | Relevance |
|---|---|---|
| OWASP Non-Human Identity Top 10 | NHI-05 — Overprivileged NHI | The article centers on excess access, dormant accounts, and unused entitlements in hybrid estates. |
| NHI-10 — Human Use of NHI | The article discusses privileged credentials and access patterns that can be abused through reused passwords and shared access. | |
| Recommendation — Reduce overprivileged access by tying entitlement continuation to observed usage and revoking unused rights quickly. Separate human access behavior from machine or privileged access paths and review credentials with shared-use risk. | ||
| NIST CSF 2.0 | PR.AA-05 — Access Permissions, Entitlements and Authorizations | The article is about governing entitlements based on actual access behavior. |
| Recommendation — Review entitlements continuously and remove permissions that no longer match business need or observed use. | ||
| NIST SP 800-53 Rev 5 | AC-6 — Least Privilege | Least privilege is the core control model the article uses to justify behavior-based revocation. |
| Recommendation — Apply least privilege by limiting access duration and removing dormant permissions as soon as they lose justification. | ||
| CIS Controls v8 | CIS-5 — Account Management | The article focuses on unused accounts, lifecycle cleanup, and revocation as an account management problem. |
| Recommendation — Use account management processes to find inactive accounts and disable or delete them on a defined schedule. | ||
Key terms
- Behavior-Driven Governance: A governance model that uses access activity to inform entitlement decisions. It combines identity governance and access management so organizations can revoke, retain, or review access based on actual usage rather than static assignment alone.
- Access visibility gap: The difference between knowing an identity exists and being able to prove what it accessed, when, and under which privileges. In AI agent programmes, this gap widens because action happens continuously and may bypass the log sources traditional IAM tools expect.
- Privilege Creep: Privilege creep is the gradual accumulation of access rights beyond what an identity actually needs. It usually happens when permissions are added for convenience and never removed. For NHIs, privilege creep expands blast radius and makes old credentials far more dangerous than their original purpose suggests.
- Least Privilege: A security principle requiring that every identity, human or non-human, is granted only the minimum permissions necessary to perform its function. Least privilege is the single most effective control for reducing NHI blast radius.
Deepen your knowledge
NHI governance, agentic AI identity, and machine identity lifecycle are core topics in our NHI Foundation Level course, the industry's only accredited NHI security programme. If you are building or maturing an IAM programme, it is worth exploring.
Published by the NHIMG editorial team on May 29, 2026.
Updated on October 8, 2026.
NHI Mgmt Group, the independent authority on Non-Human Identity, IAM, and Agentic AI security. nhimg.org