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.
- Función
- Data & Analytics
- Arquetipo
- Specialist
- Nivel más alto
- L6 · Senior Principal AI Governance Specialist
Para qué existe
Establishes governance, risk, policy, assurance and lifecycle controls enabling trustworthy, compliant and responsible AI.
Responsabilidades típicas
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.
Dónde se trabaja
Technology companies, data/cloud platforms, financial services, consulting, shared services, product engineering and regulated enterprises adopting Data + AI.
Cómo avanza la carrera
Associate AI Governance Specialist → AI Governance Specialist → Senior AI Governance Specialist → Lead AI Governance Specialist → Principal AI Governance Specialist → Senior Principal AI Governance Specialist
Niveles de esta carrera
Seis etapas estándar. La séptima existe solo donde la carrera la contempla.
Qué se espera en L4 · Lead AI Governance Specialist
Apply ai governance & responsible ai capability at leads ambiguous cross-team work through expertise without people management.
Las cinco dimensiones que cambian
- Autonomía
- Cross-team technical/professional leadership
- Alcance
- Leads ambiguous cross-team work through expertise without people management.
- Complejidad
- Complex
- Influencia
- Multiple teams
- Impacto en el negocio
- Domain/cross-team
- Ambigüedad
- High
Cómo se ve un buen desempeño
Produces trustworthy ai governance & responsible ai outcomes, makes sound trade-offs, communicates evidence and risks, and demonstrates the autonomy and impact expected at L4.
Evidencia típica
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 L4 scope.
Habilidades esperadas en L4
Agrupadas en humanas, profesionales y técnicas. La proficiencia meta usa la escala P1–P7, y cada fila dice qué significa ese nivel para esa habilidad.
Humanas10
| Humanas | P | De apoyo |
|---|---|---|
| Clear verbal communicationCommunication & Language | P4ProficientDe apoyo | Adapts Clear verbal communication to complex situations and guides peers in applying it consistently. |
| Clear written communicationCommunication & Language | P4ProficientDe apoyo | Adapts Clear written communication to complex situations and guides peers in applying it consistently. |
| CollaborationCollaboration & Relationships | P4ProficientDe apoyo | Adapts Collaboration to complex situations and guides peers in applying it consistently. |
| Critical thinkingThinking & Problem Solving | P4ProficientDe apoyo | Adapts Critical thinking to complex situations and guides peers in applying it consistently. |
| Cross-functional collaborationCollaboration & Relationships | P4ProficientDe apoyo | Adapts Cross-functional collaboration to complex situations and guides peers in applying it consistently. |
| Learning agilityExecution & Self-Management | P4ProficientDe apoyo | Adapts Learning agility to complex situations and guides peers in applying it consistently. |
| MentoringCollaboration & Relationships | P4ProficientDe apoyo | Adapts Mentoring to complex situations and guides peers in applying it consistently. |
| Stakeholder alignmentInfluence & Leadership Without Authority | P4ProficientDe apoyo | Adapts Stakeholder alignment to complex situations and guides peers in applying it consistently. |
| Strategic thinkingThinking & Problem Solving | P4ProficientDe apoyo | Adapts Strategic thinking to complex situations and guides peers in applying it consistently. |
| Structured problem solvingThinking & Problem Solving | P4ProficientDe apoyo | Adapts Structured problem solving to complex situations and guides peers in applying it consistently. |
Profesionales9
| Profesionales | P | De apoyo |
|---|---|---|
| AI governanceData & Analytics Practice | P4ProficientCentral | Adapts AI governance to complex situations and guides peers in applying it consistently. |
| AI impact assessmentData & Analytics Practice | P4ProficientCentral | Adapts AI impact assessment to complex situations and guides peers in applying it consistently. |
| AI lifecycle governanceData & Analytics Practice | P4ProficientDe apoyo | Adapts AI lifecycle governance to complex situations and guides peers in applying it consistently. |
| AI model governanceData & Analytics Practice | P4ProficientDe apoyo | Adapts AI model governance to complex situations and guides peers in applying it consistently. |
| AI policy developmentData & Analytics Practice | P4ProficientDe apoyo | Adapts AI policy development to complex situations and guides peers in applying it consistently. |
| AI regulatory complianceData & Analytics Practice | P4ProficientDe apoyo | Adapts AI regulatory compliance to complex situations and guides peers in applying it consistently. |
| AI risk assessmentData & Analytics Practice | P4ProficientCentral | Adapts AI risk assessment to complex situations and guides peers in applying it consistently. |
| AI use-case intake and approvalData & Analytics Practice | P4ProficientDe apoyo | Adapts AI use-case intake and approval to complex situations and guides peers in applying it consistently. |
| Responsible AI principlesData & Analytics Practice | P4ProficientCentral | Adapts Responsible AI principles to complex situations and guides peers in applying it consistently. |
Técnicas8
| Técnicas | P | De apoyo |
|---|---|---|
| AI guardrails and content safety engineeringData Science, ML & AI | P4ProficientDe apoyo | Handles complex AI guardrails and content safety engineering implementations, optimizes outcomes and guides peers. |
| AI observabilityData Science, ML & AI | P4ProficientDe apoyo | Handles complex AI observability implementations, optimizes outcomes and guides peers. |
| AI red teamingData Science, ML & AI | P4ProficientCentral | Handles complex AI red teaming implementations, optimizes outcomes and guides peers. |
| Data catalog platformsDatabases & Data Platforms | P4ProficientDe apoyo | Handles complex Data catalog platforms implementations, optimizes outcomes and guides peers. |
| Data lineage toolingDatabases & Data Platforms | P4ProficientDe apoyo | Handles complex Data lineage tooling implementations, optimizes outcomes and guides peers. |
| LLM evaluation and benchmarkingData Science, ML & AI | P4ProficientCentral | Handles complex LLM evaluation and benchmarking implementations, optimizes outcomes and guides peers. |
| Model validation testingData Science, ML & AI | P4ProficientCentral | Handles complex Model validation testing implementations, optimizes outcomes and guides peers. |
| Prompt injection and jailbreak defenseData Science, ML & AI | P4ProficientCentral | Handles complex Prompt injection and jailbreak defense implementations, optimizes outcomes and guides peers. |
Qué cambia al pasar de L4 a L5
Moving from Lead AI Governance Specialist to Principal AI Governance Specialist means greater autonomy, complexity, scope, influence and evidence of impact—not simply more tools.
Cómo se demuestra que ya estás
Sustained evidence of operating at L5-type scope: handles representative complexity, influences expected stakeholders and produces durable measurable outcomes.
Cómo prepararse
Take on one assignment at next-level scope; seek feedback; document decisions/outcomes; mentor others where appropriate; close highest-priority skill gaps.
Carreras cercanas
Calculadas por habilidades compartidas. Es una señal para explorar, no una garantía de contratación ni de elegibilidad.
- AI Platform & MLOps EngineeringData & Analytics14 habilidades compartidas
- Applied AI / Applied ScienceData & Analytics13 habilidades compartidas
- Analytics EngineeringData & Analytics12 habilidades compartidas
- Data ArchitectureData & Analytics12 habilidades compartidas
- Data Governance & StewardshipData & Analytics9 habilidades compartidas
- Machine Learning EngineeringData & Analytics9 habilidades compartidas
Marco de carreras v21, activo desde 17 de agosto de 2026.