AI Governance & Responsible AI
AI Governance & Responsible AI is an individual-contributor Data + AI career progressing from guided delivery to enterprise expertise without requiring people management.
- Function
- Data & Analytics
- Archetype
- Specialist
- Highest level
- L6 · Senior Principal AI Governance Specialist
Why it exists
Establishes governance, risk, policy, assurance and lifecycle controls enabling trustworthy, compliant and responsible AI.
Typical responsibilities
Deliver ai governance & responsible ai outcomes; apply data/AI standards; manage quality, reliability and risk; collaborate across product, engineering, security, legal and business teams; at senior levels shape enterprise standards and strategy.
Where the work happens
Technology companies, data/cloud platforms, financial services, consulting, shared services, product engineering and regulated enterprises adopting Data + AI.
How the career progresses
Associate AI Governance Specialist → AI Governance Specialist → Senior AI Governance Specialist → Lead AI Governance Specialist → Principal AI Governance Specialist → Senior Principal AI Governance Specialist
Levels in this career
Six standard stages. The seventh exists only where the career provides for it.
What is expected at L6 · Senior Principal AI Governance Specialist
Apply ai governance & responsible ai capability at acts as an enterprise expert influencing multiple domains and major outcomes.
The five dimensions that change
- Autonomy
- Enterprise authority
- Scope
- Acts as an enterprise expert influencing multiple domains and major outcomes.
- Complexity
- Systemic
- Influence
- Enterprise / industry
- Business impact
- Enterprise / industry
- Ambiguity
- High
What good looks like
Produces trustworthy ai governance & responsible ai outcomes, makes sound trade-offs, communicates evidence and risks, and demonstrates the autonomy and impact expected at L6.
Typical evidence
Completed ai governance & responsible ai work products or production outcomes; documented decisions; measurable improvements in quality, reliability, risk, speed, cost or business outcomes; peer/stakeholder evidence of L6 scope.
Skills expected at L6
Grouped as human, professional and technical. Target proficiency uses the P1–P7 scale, and each row says what that level means for that particular skill.
Human10
| Human | P | Supporting |
|---|---|---|
| Clear verbal communicationCommunication & Language | P6ExpertSupporting | Sets enterprise direction for Clear verbal communication and integrates it into governance and strategy. |
| Clear written communicationCommunication & Language | P6ExpertSupporting | Sets enterprise direction for Clear written communication and integrates it into governance and strategy. |
| CollaborationCollaboration & Relationships | P6ExpertSupporting | Sets enterprise direction for Collaboration and integrates it into governance and strategy. |
| Critical thinkingThinking & Problem Solving | P6ExpertSupporting | Sets enterprise direction for Critical thinking and integrates it into governance and strategy. |
| Cross-functional collaborationCollaboration & Relationships | P6ExpertSupporting | Sets enterprise direction for Cross-functional collaboration and integrates it into governance and strategy. |
| Learning agilityExecution & Self-Management | P6ExpertSupporting | Sets enterprise direction for Learning agility and integrates it into governance and strategy. |
| MentoringCollaboration & Relationships | P6ExpertSupporting | Sets enterprise direction for Mentoring and integrates it into governance and strategy. |
| Stakeholder alignmentInfluence & Leadership Without Authority | P6ExpertSupporting | Sets enterprise direction for Stakeholder alignment and integrates it into governance and strategy. |
| Strategic thinkingThinking & Problem Solving | P6ExpertSupporting | Sets enterprise direction for Strategic thinking and integrates it into governance and strategy. |
| Structured problem solvingThinking & Problem Solving | P6ExpertSupporting | Sets enterprise direction for Structured problem solving and integrates it into governance and strategy. |
Professional11
| Professional | P | Supporting |
|---|---|---|
| AI audit and assuranceData & Analytics Practice | P6ExpertSupporting | Sets enterprise direction for AI audit and assurance and integrates it into governance and strategy. |
| AI governanceData & Analytics Practice | P6ExpertCore | Sets enterprise direction for AI governance and integrates it into governance and strategy. |
| AI impact assessmentData & Analytics Practice | P6ExpertCore | Sets enterprise direction for AI impact assessment and integrates it into governance and strategy. |
| AI lifecycle governanceData & Analytics Practice | P6ExpertCore | Sets enterprise direction for AI lifecycle governance and integrates it into governance and strategy. |
| AI model governanceData & Analytics Practice | P6ExpertSupporting | Sets enterprise direction for AI model governance and integrates it into governance and strategy. |
| AI policy developmentData & Analytics Practice | P6ExpertSupporting | Sets enterprise direction for AI policy development and integrates it into governance and strategy. |
| AI regulatory complianceData & Analytics Practice | P6ExpertSupporting | Sets enterprise direction for AI regulatory compliance and integrates it into governance and strategy. |
| AI risk assessmentData & Analytics Practice | P6ExpertCore | Sets enterprise direction for AI risk assessment and integrates it into governance and strategy. |
| AI use-case intake and approvalData & Analytics Practice | P6ExpertSupporting | Sets enterprise direction for AI use-case intake and approval and integrates it into governance and strategy. |
| AI vendor and model risk managementData & Analytics Practice | P6ExpertSupporting | Sets enterprise direction for AI vendor and model risk management and integrates it into governance and strategy. |
| Responsible AI principlesData & Analytics Practice | P6ExpertCore | Sets enterprise direction for Responsible AI principles and integrates it into governance and strategy. |
Technical8
| Technical | P | Supporting |
|---|---|---|
| AI guardrails and content safety engineeringData Science, ML & AI | P6ExpertSupporting | Sets enterprise technical standards for AI guardrails and content safety engineering and shapes platform or architecture direction. |
| AI observabilityData Science, ML & AI | P6ExpertSupporting | Sets enterprise technical standards for AI observability and shapes platform or architecture direction. |
| AI red teamingData Science, ML & AI | P6ExpertCore | Sets enterprise technical standards for AI red teaming and shapes platform or architecture direction. |
| Data catalog platformsDatabases & Data Platforms | P6ExpertSupporting | Sets enterprise technical standards for Data catalog platforms and shapes platform or architecture direction. |
| Data lineage toolingDatabases & Data Platforms | P6ExpertSupporting | Sets enterprise technical standards for Data lineage tooling and shapes platform or architecture direction. |
| LLM evaluation and benchmarkingData Science, ML & AI | P6ExpertCore | Sets enterprise technical standards for LLM evaluation and benchmarking and shapes platform or architecture direction. |
| Model validation testingData Science, ML & AI | P6ExpertCore | Sets enterprise technical standards for Model validation testing and shapes platform or architecture direction. |
| Prompt injection and jailbreak defenseData Science, ML & AI | P6ExpertCore | Sets enterprise technical standards for Prompt injection and jailbreak defense and shapes platform or architecture direction. |
This is the highest level in this career.
Adjacent careers
Computed from shared skills. It is a signal for exploring, not a hiring or eligibility guarantee.
- AI Platform & MLOps EngineeringData & Analytics14 shared skills
- Applied AI / Applied ScienceData & Analytics13 shared skills
- Analytics EngineeringData & Analytics12 shared skills
- Data ArchitectureData & Analytics12 shared skills
- Data Governance & StewardshipData & Analytics9 shared skills
- Machine Learning EngineeringData & Analytics9 shared skills
Career framework v21, active since August 17, 2026.