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 L1 · Associate AI Governance Specialist
Apply ai governance & responsible ai capability at learns the discipline and executes defined work with guidance.
Las cinco dimensiones que cambian
- Autonomía
- Close guidance
- Alcance
- Learns the discipline and executes defined work with guidance.
- Complejidad
- Defined
- Influencia
- Immediate team
- Impacto en el negocio
- Task/team
- Ambigüedad
- Low
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 L1.
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 L1 scope.
Habilidades esperadas en L1
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.
Humanas6
| Humanas | P | De apoyo |
|---|---|---|
| Clear verbal communicationCommunication & Language | P1AwarenessDe apoyo | Understands the purpose, vocabulary and basic principles of Clear verbal communication; works with close guidance. |
| Clear written communicationCommunication & Language | P1AwarenessDe apoyo | Understands the purpose, vocabulary and basic principles of Clear written communication; works with close guidance. |
| CollaborationCollaboration & Relationships | P1AwarenessDe apoyo | Understands the purpose, vocabulary and basic principles of Collaboration; works with close guidance. |
| Critical thinkingThinking & Problem Solving | P1AwarenessDe apoyo | Understands the purpose, vocabulary and basic principles of Critical thinking; works with close guidance. |
| Cross-functional collaborationCollaboration & Relationships | P1AwarenessDe apoyo | Understands the purpose, vocabulary and basic principles of Cross-functional collaboration; works with close guidance. |
| Structured problem solvingThinking & Problem Solving | P1AwarenessDe apoyo | Understands the purpose, vocabulary and basic principles of Structured problem solving; works with close guidance. |
Profesionales6
| Profesionales | P | De apoyo |
|---|---|---|
| AI governanceData & Analytics Practice | P1AwarenessCentral | Understands the purpose, vocabulary and basic principles of AI governance; works with close guidance. |
| AI impact assessmentData & Analytics Practice | P1AwarenessDe apoyo | Understands the purpose, vocabulary and basic principles of AI impact assessment; works with close guidance. |
| AI lifecycle governanceData & Analytics Practice | P1AwarenessDe apoyo | Understands the purpose, vocabulary and basic principles of AI lifecycle governance; works with close guidance. |
| AI model governanceData & Analytics Practice | P1AwarenessDe apoyo | Understands the purpose, vocabulary and basic principles of AI model governance; works with close guidance. |
| AI risk assessmentData & Analytics Practice | P1AwarenessCentral | Understands the purpose, vocabulary and basic principles of AI risk assessment; works with close guidance. |
| Responsible AI principlesData & Analytics Practice | P1AwarenessCentral | Understands the purpose, vocabulary and basic principles of Responsible AI principles; works with close guidance. |
Técnicas8
| Técnicas | P | De apoyo |
|---|---|---|
| AI guardrails and content safety engineeringData Science, ML & AI | P1AwarenessDe apoyo | Recognizes the purpose, core concepts and risks of AI guardrails and content safety engineering; performs only guided exercises. |
| AI observabilityData Science, ML & AI | P1AwarenessDe apoyo | Recognizes the purpose, core concepts and risks of AI observability; performs only guided exercises. |
| AI red teamingData Science, ML & AI | P1AwarenessCentral | Recognizes the purpose, core concepts and risks of AI red teaming; performs only guided exercises. |
| Data catalog platformsDatabases & Data Platforms | P1AwarenessDe apoyo | Recognizes the purpose, core concepts and risks of Data catalog platforms; performs only guided exercises. |
| Data lineage toolingDatabases & Data Platforms | P1AwarenessDe apoyo | Recognizes the purpose, core concepts and risks of Data lineage tooling; performs only guided exercises. |
| LLM evaluation and benchmarkingData Science, ML & AI | P1AwarenessCentral | Recognizes the purpose, core concepts and risks of LLM evaluation and benchmarking; performs only guided exercises. |
| Model validation testingData Science, ML & AI | P1AwarenessCentral | Recognizes the purpose, core concepts and risks of Model validation testing; performs only guided exercises. |
| Prompt injection and jailbreak defenseData Science, ML & AI | P1AwarenessCentral | Recognizes the purpose, core concepts and risks of Prompt injection and jailbreak defense; performs only guided exercises. |
Qué cambia al pasar de L1 a L2
Moving from Associate AI Governance Specialist to 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 L2-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.