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AI
AI Governance Administrator

AI Governance Administrator

The most accessible entry point into AI governance. Execute controls, manage workflows, and keep the governance machinery running. 40% of junior postings skip degree requirements (Axial Search 2026), and the AIGP certification has no experience prerequisite — creating a genuine path for career changers.

Moderate Demand
Salary Range
$75K–$120K
Transition Time
6–9 Months
Experience
0–3 Years (Entry OK)
AI Displacement
Low
Top Skills
Governance Frameworks GRC Platforms Compliance Documentation Project Coordination AI Inventory Mgmt
Best Backgrounds
Compliance IT Governance Project Management Data Governance Administrative/Operations
Top Industries
Technology Financial Services Consulting Healthcare Government
IAPP 2025-26 Report Axial Search 2026 ZipRecruiter 2026 Cisco Postings PwC AI Jobs Barometer NIST AI RMF Gartner 2025
🔎

AI Governance Administrator Overview

The AI Governance Administrator is the operational foundation and most accessible entry point into AI governance. Where the Compliance Manager builds frameworks and the CAIO sets strategy, the Administrator executes controls, manages workflows, and maintains documentation. The IAPP reports that 98.5% of organizations need more AI governance talent. 40% of junior postings skip degree requirements (Axial Search 2026).

The exact title “AI Governance Administrator” is rare — the market uses AI Governance Analyst (common at entry level), Coordinator, Specialist, Associate, and Responsible AI Program Coordinator. Cisco places its AI Governance Analyst within the legal team. The role is cross-functional by nature: partnering with data science, legal, compliance, and IT security teams daily.

Industry distribution: professional services (51%), technology (15%), financial services (9%), IT services (8%). 72% at companies with 10,001+ employees. Junior roles are only 3% of current postings per Axial Search — expected to shift as organizations build out governance teams below the senior level.

Also Known As AI Governance Analyst AI Governance Coordinator Privacy and AI Governance Analyst AI Governance Specialist AI Governance Associate Responsible AI Program Coordinator AI Governance Project Manager
⚠️ 40% of junior AI governance postings do not specify formal education requirements (Axial Search 2026) — combined with the AIGP’s lack of an experience prerequisite, this creates a genuinely viable entry pathway for career changers.
Knowledge Insight — AIGP Accessibility

The IAPP AIGP is the most strategic certification for this role because it has no experience prerequisite and covers all four governance domains: AI foundations, applicable laws and standards, governing AI development, and governing AI deployment. For career changers, it creates credibility that compensates for a non-traditional background. (Source: IAPP AIGP Body of Knowledge v2.1)

AI Governance Administrator: Day in the Life

📋
Governance Workflow Management
Review governance workflow tickets, process AI use case intake requests, route to appropriate reviewers.
REALITY CHECK +
You’re the traffic controller for AI governance. Every new AI deployment request flows through your queue.
📂
Compliance Documentation
Update AI inventories and registries, maintain compliance documentation.
REALITY CHECK +
Model cards, impact assessments, compliance checklists — you keep the paper trail that auditors and regulators review.
📊
Compliance Status Tracking
Track compliance status across AI initiatives, prepare governance reports and dashboards.
REALITY CHECK +
OneTrust, Credo AI, or ServiceNow GRC are your daily tools. You monitor every AI system’s compliance status.
📝
Assessment Support
Execute privacy assessments and information rights processes for AI systems.
REALITY CHECK +
You’re running the operational assessments that the compliance manager designs. Algorithmic impact assessments, data protection reviews.
🤝
Cross-Team Coordination
Coordinate between data science, legal, compliance, and IT security teams.
REALITY CHECK +
You’re the connective tissue. When legal needs technical context or engineering needs compliance guidance, you facilitate.
📋
Committee Support
Support governance committees: meeting preparation, documentation, minutes.
REALITY CHECK +
Committee meetings are where governance decisions happen. Your prep work enables effective decision-making.
🔍
AI Usage Monitoring
Monitor AI usage for policy violations, flag non-compliant deployments.
REALITY CHECK +
Microsoft Purview, Credo AI, and internal monitoring tools help you spot unauthorized AI usage or policy violations.
📊
GRC Platform Administration
Manage governance workflows in OneTrust, ServiceNow GRC, or Credo AI.
REALITY CHECK +
Platform administration is a core skill. You configure workflows, update risk scores, and maintain the governance technology stack.
📋
Audit Evidence Collection
Collect and organize audit evidence, support audit processes.
REALITY CHECK +
When internal audit or external assessors arrive, you produce the evidence trail. Well-organized documentation is your value proposition.
📚
Framework Study
Study NIST AI RMF, ISO 42001, EU AI Act provisions for professional development.
REALITY CHECK +
Continuous learning isn’t optional. The regulatory landscape shifts rapidly, and you need to stay current.
📝
Report Preparation
Prepare governance reports and dashboards for senior leadership.
REALITY CHECK +
Directors and VPs rely on your reports. Accuracy and timeliness are your reputation builders.
🔧
Process Improvement
Identify governance process bottlenecks, suggest workflow improvements.
REALITY CHECK +
As the person executing governance daily, you see inefficiencies first. Process improvement proposals build your career trajectory.

Demand Intelligence

Sector Demand
Technology (Cisco, Pure Storage)MODERATE
Professional Services & ConsultingMODERATE
Financial ServicesMODERATE
Healthcare & InsuranceGROWING
GovernmentGROWING
Job Posting Signals
Moderate — entry-level AI governance demand building as teams mature
40% of junior AI governance postings skip degree requirements (Axial Search 2026)
3% of current AI governance postings target junior professionals (Axial Search 2026)
98.5% of organizations need more AI governance professionals (IAPP 2025-26)
Competitive Landscape
Single-domain AI governance median (IAPP): $151,800
Dual-domain (privacy + AI) median (IAPP): $169,700
Entry threshold: 0–3 years
Professionals with IAPP certifications (IAPP):
Regulatory Drivers
EU AI Act — Creates mandatory documentation, inventory, and conformity assessment requirements that governance administrators execute daily
NIST AI RMF — Voluntary framework establishing governance documentation standards and risk assessment processes
ISO 42001 — First certifiable AI management system; administrators maintain the documentation and processes required for certification
AIGP Accessibility — No experience prerequisite makes it the most accessible governance credential, lowering the entry barrier
🔒

Skills & Certifications

Skills Radar

Self-Assessment

Governance Frameworks1
GRC Platform Skills1
Documentation & Reporting2
Project Coordination3
AI/ML Literacy1
Compliance Monitoring2
Stakeholder Communication2

Gap Analysis

Governance Frameworks
GRC Platform Skills
Documentation & Reporting
Project Coordination
AI/ML Literacy
Compliance Monitoring
Stakeholder Communication

Certifications Command Table

Rank Certification Provider Cost Exam Format ROI Link
1 AIGP IAPP $649–$799 100 MCQ, 2hr 45m; NO prerequisites
TJS Guide | iapp.org
2 CIPP/US or CIPP/E IAPP $550 90 MCQ, 2.5hr; dual-domain premium
iapp.org
3 CIPM IAPP $550 Privacy program management; coordination-heavy roles
iapp.org
4 PMP or CAPM PMI $405–$555 Project management; valued for coordination-heavy governance
pmi.org
5 CompTIA Data+ CompTIA ~$250 Entry-level data foundation for non-technical backgrounds
comptia.org
Essential
High Priority
Recommended
Complementary

Certification Timeline

Month 0
AI Foundations (Andrew Ng)
Free (Coursera)
Month 2
Begin AIGP Prep
Study: 60–100h
Month 5
AIGP Exam
$649–$799
Month 6
CIPP/US or CIPP/E
$550
Month 9
Portfolio Building
Model cards, risk assessments
Month 12
Job Applications
AIGP + CIPP + portfolio

Learning Resources

🎓Foundation Courses4 items
Andrew Ng “AI for Everyone” — Best starting point for non-technical professionals; covers AI concepts, workflow, and societal impact
FREE~6hBeginner
Microsoft “Generative AI for Beginners” — 21-lesson curriculum covering GenAI fundamentals, prompting, and application development
FREE~12hBeginner
Wharton AI Strategy — Business applications of AI; strategic understanding for governance context
~8hIntermediate
Oxford AI Governance — Governance-specific curriculum bridging policy and practice
~10hIntermediate
📖Key Resources4 items
NIST AI RMF Playbook — Official companion to the AI Risk Management Framework; practical implementation guidance
FREE~8hIntermediate
Dr. Kyle David AIGP Masterclass — Udemy course specifically designed for AIGP exam preparation
~15hIntermediate
BlueDot Impact AI Governance Course — 25-hour deep dive into AI governance foundations; cohort-based
FREE25hIntermediate
IAPP AIGP Official Training — Instructor-led preparation covering all four AIGP domains
~16hIntermediate
🌱Frameworks & Standards4 items
NIST AI Risk Management Framework (AI 100-1) — Core governance framework; defines the MAP, MEASURE, MANAGE, and GOVERN functions
FREE~8hIntermediate
EU AI Act — First comprehensive AI regulation; risk classification drives governance workload
FREE~10hAdvanced
ISO 42001 — AI management system standard; certifiable governance framework that administrators help maintain
~6hAdvanced
GDPR — Data protection regulation with direct impact on AI governance documentation requirements
FREE~6hIntermediate
🌏Communities4 items
IAPP — 75,000+ members across 60+ countries; premier privacy and AI governance professional community
All Levels
ISACA — 185,000+ members; IT governance, risk, and compliance community with local chapters
All Levels
80,000 Hours — Career guidance for AI governance and safety careers; research-backed impact analysis
FREEAll Levels
LinkedIn AI Governance Groups — Active discussion forums for AI governance professionals and career changers
FREEAll Levels
📈

AI Governance Administrator Career Path

AI Governance Administrator Career Pathway Navigator

Feeder Roles
Compliance Analyst
$55K–$80K 6–9 mo
IT Governance Analyst
$60K–$90K 6–9 mo
Project Coordinator
$50K–$75K 6–12 mo
Data Governance Analyst
$65K–$95K 6–9 mo
Executive Assistant
$50K–$75K 9–15 mo
Current Role
AI Governance Administrator
$75K–$120K Mid-Level
Advancement
AI Governance Analyst
$80K–$120K 1–2 yr
AI Compliance Manager
$125K–$200K 2–4 yr
AI Governance Lead
$150K–$200K 4–6 yr
Director of AI Governance
$190K–$250K+ 8–12 yr
FEEDER Compliance Analyst
Salary Shift
$55K–$80K
Timeline
6–9 months
Bridge Skill
AI basics + AIGP

Regulatory awareness and operational discipline fit perfectly; add AI governance knowledge

FEEDER IT Governance Analyst
Salary Shift
$60K–$90K
Timeline
6–9 months
Bridge Skill
AI/ML knowledge + AIGP

Add AI-specific governance to existing IT governance and process management skills

FEEDER Project Coordinator
Salary Shift
$50K–$75K
Timeline
6–12 months
Bridge Skill
Governance + AI knowledge

Process management and stakeholder coordination transfer directly; add governance frameworks

FEEDER Data Governance Analyst
Salary Shift
$65K–$95K
Timeline
6–9 months
Bridge Skill
AI-specific governance

Add AI governance to existing data management expertise; natural extension

FEEDER Executive Assistant
Salary Shift
$50K–$75K
Timeline
9–15 months
Bridge Skill
Governance + compliance knowledge

Organization, documentation, committee support skills transfer; add governance and AI knowledge

ADVANCEMENT AI Governance Analyst
Salary Shift
$80K–$120K
Timeline
1–2 years
Bridge Skill
Specialized governance knowledge

Deepen framework expertise and take on more complex governance assessments

ADVANCEMENT AI Compliance Manager
Salary Shift
$125K–$200K
Timeline
2–4 years
Bridge Skill
Framework building + leadership

The natural next step: build frameworks rather than execute them

ADVANCEMENT AI Governance Lead
Salary Shift
$150K–$200K
Timeline
4–6 years
Bridge Skill
Cross-functional program mgmt

Expand from operational execution to cross-functional program leadership

ADVANCEMENT Director of AI Governance
Salary Shift
$190K–$250K+
Timeline
8–12 years
Bridge Skill
Enterprise strategy + executive leadership

Long-term trajectory for high performers who build progressive experience

AI Governance Administrator Compensation Ladder

Entry-Level Coordinator $50K–$75K
AI Governance Administrator $75K–$120K
AI Governance Analyst $80K–$150K
AI Governance Manager $120K–$200K
Director / VP $190K–$250K+
Contract Rate Governance consulting: $75–$200/hr Part-time governance support for organizations building initial AI governance programs

AI Governance Administrator Interview Prep

1 Walk me through how you would manage an AI use case intake request

Process management — Can you demonstrate a structured workflow from intake to resolution?

1. Receive request — log in GRC platform, assign tracking ID. 2. Initial risk triage — classify per EU AI Act risk tiers (minimal, limited, high, unacceptable). 3. Route to reviewer — assign to appropriate subject matter expert based on risk tier and domain. 4. Track through approval — manage workflow through review, approval or remediation, and deployment authorization. 5. Document and close — record decision rationale, update AI inventory, archive evidence.

Intake ProcessRisk TriageEU AI Act ClassificationWorkflow Management
2 What governance frameworks are you familiar with and how do they differ?

Framework knowledge — Do you understand how major frameworks complement each other in the governance ecosystem?

NIST AI RMF is voluntary with 4 functions (GOVERN, MAP, MEASURE, MANAGE) — it provides structure but no legal mandate. ISO 42001 is the first certifiable AI management system standard — organizations can be audited against it. EU AI Act is binding regulation with penalties (up to €35M or 7% of turnover) — it creates legal obligations. Each serves a different purpose: NIST for structure, ISO for certification, EU AI Act for legal compliance.

NIST AI RMFISO 42001EU AI ActGovernance Ecosystem
3 How would you maintain an AI system inventory?

Operational competency — Can you describe the practical mechanics of inventory management?

1. Catalog all AI systems — production, development, and third-party. 2. Assign metadata — owner, risk tier, data sources, deployment status, model version. 3. Use GRC platform — OneTrust, Credo AI, or ServiceNow for centralized tracking. 4. Establish update cadence — quarterly reviews, triggered reviews on system changes. 5. Automate where possible — integrate with CI/CD pipelines for deployment-triggered inventory updates.

AI InventoryModel RegistryRisk TieringGRC Platform
4 Describe a time you coordinated across multiple teams with competing priorities

Cross-functional coordination — Can you facilitate between teams that have different goals and timelines?

1. Understand constraints — meet with each team to understand their priorities, deadlines, and blockers. 2. Identify shared objectives — find the common ground that all teams benefit from. 3. Establish communication channels — regular touchpoints, shared documentation, clear escalation paths. 4. Document agreements — written commitments with owners and deadlines. 5. Follow up consistently — track progress and surface blockers before they become crises.

Cross-Functional CoordinationStakeholder AlignmentPriority Management
5 What would you do if you discovered an AI system deployed without going through the governance review process?

Compliance monitoring — Can you handle policy violations with appropriate escalation and remediation?

1. Document the finding — capture system details, deployment date, owner, and data sources. 2. Assess immediate risk — determine EU AI Act risk tier and potential exposure. 3. Escalate per procedure — follow governance escalation procedures to appropriate authority. 4. Conduct retrospective assessment — run the governance review the system should have received. 5. Implement preventive controls — strengthen deployment gates to prevent recurrence.

Policy ViolationRisk AssessmentEscalationPreventive Controls

Action Center

Qualification Checker

Click each card to flip it, then rate yourself. Complete all 10 to see your readiness score.

0 / 10 assessed
🤖AIGP
AIGP or AI governance credential?
🛡CIPP
CIPP/US or CIPP/E privacy credential?
📋Project Management
PMP, CAPM, or equivalent?
💻GRC Platforms
OneTrust, ServiceNow, or Credo AI?
📄Documentation Skills
Strong technical writing and documentation?
🌱Governance Frameworks
NIST AI RMF, ISO 42001, or EU AI Act?
🤝Cross-Functional Coordination
Experience coordinating across teams?
🔬AI/ML Literacy
Basic understanding of AI/ML concepts?
🔍Compliance Experience
Compliance, audit, or regulatory experience?
🔧Process Management
Workflow design and process improvement?
0%
QUALIFIED
0
Strengths
0
In Progress
0
Gaps

90-Day Sprint Plan Builder

Step 1: What’s Your Background?
Compliance Analyst
IT Governance Analyst
Project Coordinator
Data Governance Analyst
Other Background
Days 1–30: Foundation
AI Governance Foundations
Complete Andrew Ng “AI for Everyone” on Coursera (free, ~6h)6h
Study NIST AI RMF — your compliance background maps directly to governance controls10h
Begin AIGP certification prep — no prerequisites, your regulatory awareness is an advantage15h
Days 31–60: Skill Building
GRC Platforms & Documentation
Learn OneTrust or Credo AI through free trials and training materials12h
Study EU AI Act risk classification and documentation requirements8h
Practice writing model cards and algorithmic impact assessments as portfolio artifacts10h
Days 61–90: Certification & Application
AIGP Exam & Job Search
Take AIGP exam ($649–$799) — strongest signal for governance roles20h
Build portfolio: model cards, risk assessments, sample governance workflows10h
Apply to AI Governance Analyst/Coordinator roles — search titles from alias list10h
Days 1–30: Foundation
AI-Specific Governance
Study NIST AI RMF — your IT governance knowledge maps directly to AI governance controls10h
Complete an AI/ML fundamentals course to build technical literacy12h
Begin AIGP certification prep — leverage your existing governance vocabulary15h
Days 31–60: Skill Building
AI Governance Tools & Frameworks
Learn AI-specific GRC features in OneTrust, ServiceNow, or Credo AI12h
Study ISO 42001 — your ISO 27001 experience provides a strong foundation8h
Practice AI system inventory management and risk tiering documentation10h
Days 61–90: Certification & Application
Credential & Job Search
Take AIGP exam ($649–$799)20h
Build portfolio: AI inventory templates, governance workflow diagrams, compliance checklists10h
Apply to AI Governance Analyst/Coordinator roles highlighting IT governance transfer skills10h
Days 1–30: Foundation
Governance & AI Fundamentals
Complete Andrew Ng “AI for Everyone” and Microsoft “Generative AI for Beginners”18h
Study NIST AI RMF and EU AI Act fundamentals — governance framework basics12h
Begin AIGP certification prep — your coordination skills are directly applicable10h
Days 31–60: Skill Building
Compliance & GRC Tools
Learn GRC platform basics (OneTrust, ServiceNow) through free training12h
Study compliance documentation: model cards, impact assessments, audit evidence10h
Continue AIGP study — focus on governing AI development and deployment domains15h
Days 61–90: Certification & Application
AIGP & Job Search
Take AIGP exam ($649–$799)20h
Build portfolio emphasizing project coordination and governance workflow management10h
Apply to AI Governance Coordinator/Associate roles — highlight your process management strengths10h
Days 1–30: Foundation
AI Governance Extension
Study NIST AI RMF — your data governance maps naturally to AI governance controls10h
Learn AI/ML lifecycle: how data feeds training, validation, and deployment12h
Begin AIGP certification prep — data governance is a strong foundation15h
Days 31–60: Skill Building
AI-Specific Governance Tools
Learn AI-specific features in GRC platforms (OneTrust AI Governance, Credo AI)12h
Study EU AI Act and ISO 42001 — AI-specific regulatory requirements10h
Practice writing AI system documentation: model cards, data lineage for AI, impact assessments10h
Days 61–90: Certification & Application
Credential & Job Search
Take AIGP exam ($649–$799)20h
Build portfolio highlighting data governance → AI governance transfer skills10h
Apply to AI Governance Analyst roles — your data expertise is a differentiator10h
Days 1–30: Foundation
AI & Governance Foundations
Complete Andrew Ng “AI for Everyone” (free Coursera, ~6h) for AI literacy6h
Study NIST AI RMF and EU AI Act fundamentals15h
Enroll in BlueDot Impact AI Governance Course (free, 25h, cohort-based)10h
Days 31–60: Skill Building
Certification Prep & Tools
Begin AIGP certification prep — no prerequisites required, the most accessible governance credential20h
Learn GRC platform basics through free trials (OneTrust, ServiceNow)10h
Practice documentation: model cards, compliance checklists, governance reports10h
Days 61–90: Certification & Application
AIGP & Job Search
Take AIGP exam ($649–$799) — this is your entry ticket20h
Build portfolio: sample model cards, risk assessments, governance workflow documentation10h
Apply to AI Governance Coordinator/Associate roles — 40% of junior postings skip degree requirements10h

Knowledge Check

Question 1 of 5
What percentage of junior AI governance postings skip formal degree requirements (Axial Search 2026)?
15%
25%
40%
60%
40% of junior AI governance postings do not specify formal education requirements, making this one of the most accessible entry points in the AI governance field. (Source: Axial Search 2026)
Question 2 of 5
The IAPP AIGP certification requires what level of prior experience?
2 years minimum
5 years in privacy or governance
A bachelor’s degree
No experience prerequisite
The AIGP has no experience prerequisite, making it the most accessible AI governance credential on the market. This is a key differentiator for career changers entering the field. (Source: IAPP)
Question 3 of 5
What is the median salary for professionals with both privacy and AI governance credentials (IAPP)?
$95,000
$125,500
$151,800
$169,700
Professionals with both privacy and AI governance credentials earn a median of $169,700, compared to $151,800 for single-domain AI governance professionals. The dual-domain premium is significant. (Source: IAPP 2025-26)
Question 4 of 5
ISO 42001 is best described as what?
A voluntary risk management guide
The first certifiable international AI management system standard
A US federal regulation on AI
A machine learning engineering framework
ISO/IEC 42001:2023 is the first certifiable international standard for AI management systems. Organizations can be audited and certified against it, making it distinct from voluntary frameworks like NIST AI RMF. (Source: ISO/IEC 42001:2023)
Question 5 of 5
Which AI governance platform is recognized in the 2025 Gartner Market Guide for AI Governance?
Jira and Confluence
OneTrust and Credo AI
Salesforce and HubSpot
GitHub and GitLab
OneTrust and Credo AI are recognized in the 2025 Gartner Market Guide for AI Governance. These are the primary GRC platforms that AI Governance Administrators work with daily. (Source: role-post-ai-governance-administrator.md)

Knowledge Check Complete

0/5

Keep studying the resources above!

Community Hub

Learn
🎓Andrew Ng “AI for Everyone” — best starting point for non-technical professionals
📖IAPP AIGP Official Training — instructor-led preparation for the most accessible governance credential
📄NIST AI RMF Playbook — free, practical governance implementation guidance
Connect
🌏IAPP Chapters — local meetups across 60+ countries; entry-level friendly
💬ISACA Chapters — 185,000+ members; IT governance and compliance community
🔬80,000 Hours — career guidance for AI governance and safety careers
Network
📈IAPP AI Governance Center — resources, research, and networking for AI governance professionals
👥BlueDot Impact Alumni — graduates of the 25h AI governance course; active peer network
🏆LinkedIn AI Governance Groups — active discussion forums for practitioners and career changers

Ready to Start Your Transition?

Download free career transition templates, certification study guides, and skills checklists for AI security roles.

▼ Sources & Methodology

Salary Data: AI Governance Administrator range $75K–$120K (median ~$95K) based on ZipRecruiter 2026 data for AI Governance Analyst titles and cross-referenced with IAPP 2025-26 Salary Report. IAPP single-domain AI governance median: $151,800. Dual-domain (privacy + AI) median: $169,700. IAPP certification holders: 77% of surveyed professionals. Entry-level coordinator range $50K–$75K. All figures represent base salary for US-based professionals.

Market Statistics: Axial Search 2026 AI Governance Market Analysis: 40% of junior postings skip degree requirements, 3% of postings target junior professionals, industry distribution (professional services 51%, technology 15%, financial services 9%, IT services 8%), 72% at companies with 10,001+ employees. IAPP 2025-26: 98.5% of organizations need more AI governance professionals. PwC AI Jobs Barometer: AI skills wage premium data.

Framework References: NIST AI Risk Management Framework (AI 100-1): GOVERN, MAP, MEASURE, MANAGE functions. ISO/IEC 42001:2023: first certifiable AI management system standard. EU AI Act: risk classification system (minimal, limited, high, unacceptable) with penalties up to €35M or 7% of turnover. AIGP Body of Knowledge v2.1: four domains with no experience prerequisite.

Certification Data: IAPP AIGP $649/$799, no prerequisites (iapp.org). CIPP/US and CIPP/E $550 (iapp.org). CIPM $550 (iapp.org). PMP/CAPM $405–$555 (pmi.org). CompTIA Data+ ~$250 (comptia.org). All costs verified against provider websites.

Career Data: Named employers: Cisco (AI Governance Analyst, legal team placement), Pure Storage. GRC platforms: OneTrust, ServiceNow GRC, Credo AI (Gartner 2025 Market Guide for AI Governance). Role aliases derived from Axial Search 2026 job posting analysis.

Last Updated: May 2026. Data freshness: salary and market data verified Q1–Q2 2026. Framework references verified against knowledgebase documents.

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