AI / Generative AI Engineering
AI / Generative AI Engineering is an individual-contributor career path within Data & Analytics. Professionals progress from guided execution to independent delivery, senior problem solving, cross-team leadership and enterprise-level expertise without requiring people management.
- Function
- Data & Analytics
- Archetype
- Engineering
- Highest level
- L7 · Distinguished AI Engineer
Why it exists
Enables the organization to deliver reliable outcomes in ai / generative ai engineering by building progressively deeper expertise, judgment, ownership and business impact.
Typical responsibilities
Execute discipline-specific work; apply professional standards; solve increasingly complex problems; collaborate with stakeholders; improve quality and efficiency; share expertise; at senior levels, shape practices and decisions beyond the immediate team.
Where the work happens
Common in Data & Analytics teams across technology companies, shared-services organizations, consulting firms, multinational operations and other employers that require ai / generative ai engineering capability.
How the career progresses
Associate AI Engineer → AI Engineer → Senior AI Engineer → Staff AI Engineer → Senior Staff AI Engineer → Principal AI Engineer → Distinguished AI Engineer
Levels in this career
Six standard stages. The seventh exists only where the career provides for it.
- L1Associate AI Engineer
- L2AI Engineer
- L3Senior AI Engineer
- L4Staff AI Engineer
- L5Senior Staff AI Engineer
- L6Principal AI Engineer
- L7Distinguished AI Engineer
Optional distinguished level. Not every career reaches it.
What is expected at L5 · Senior Staff AI Engineer
Principal-level authority; shapes standards, methods, architecture or operating practice across a function/domain. The focus is successful individual contribution at this stage, not people management.
The five dimensions that change
- Autonomy
- Defines approaches and exercises significant professional judgment.
- Scope
- Major domain, platform, portfolio or business capability.
- Complexity
- Highly complex/systemic problems.
- Influence
- Influences leaders and sets domain direction.
- Business impact
- Strategic domain outcomes and durable organizational capability.
- Ambiguity
- High; often defines the problem as well as the solution.
What good looks like
Senior Staff AI Engineer consistently demonstrates the expected autonomy and judgment for L5, delivers outcomes appropriate to the scope of the role, applies required Human, Professional and Technical skills at the mapped proficiency, and produces evidence of impact rather than relying on tenure alone.
Typical evidence
Completed work with measurable quality/outcome; stakeholder feedback; examples of problems solved and decisions made; reusable artifacts or improvements; demonstrated skill proficiency; mentoring/influence evidence at senior levels.
Skills expected at L5
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.
Human21
| Human | P | Supporting |
|---|---|---|
| AccountabilityExecution & Self-Management | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Active listeningCommunication & Language | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| AdaptabilityExecution & Self-Management | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Clear verbal communicationCommunication & Language | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Clear written communicationCommunication & Language | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| CollaborationCollaboration & Relationships | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Continuous learningExecution & Self-Management | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Critical thinkingThinking & Problem Solving | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Cross-functional collaborationCollaboration & Relationships | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Decision makingThinking & Problem Solving | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Executive communicationCommunication & Language | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Influencing without authorityInfluence & Leadership Without Authority | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| ProfessionalismEthics & Professional Conduct | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Stakeholder alignmentInfluence & Leadership Without Authority | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Strategic thinkingThinking & Problem Solving | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Structured problem solvingThinking & Problem Solving | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Time managementExecution & Self-Management | P6ExpertCore | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
| Giving constructive feedbackCommunication & Language | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Knowledge sharingCollaboration & Relationships | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| MentoringCollaboration & Relationships | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| NegotiationInfluence & Leadership Without Authority | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
Professional14
| Professional | P | Supporting |
|---|---|---|
| Analytics problem framingData & Analytics Practice | P5AdvancedCore | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Data classification policyCybersecurity, Privacy & Data Governance Standards | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Data ethicsData & Analytics Practice | P5AdvancedCore | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Data product managementData & Analytics Practice | P5AdvancedCore | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Data protection impact assessmentsCybersecurity, Privacy & Data Governance Standards | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Data quality managementCybersecurity, Privacy & Data Governance Standards | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Data stewardshipCybersecurity, Privacy & Data Governance Standards | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Data storytellingData & Analytics Practice | P5AdvancedCore | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Resource managementProject, Program & Portfolio Management | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| SAFe / scaled agileAgile, Product & Delivery Methods | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Schedule managementProject, Program & Portfolio Management | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| ScrumAgile, Product & Delivery Methods | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| User story definitionAgile, Product & Delivery Methods | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Value stream managementAgile, Product & Delivery Methods | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
Technical14
| Technical | P | Supporting |
|---|---|---|
| Data lake / lakehouse engineeringDatabases & Data Platforms | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Data modelingDatabases & Data Platforms | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Data visualization implementationAnalytics, BI & Data Visualization | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Generative AI application developmentData Science, ML & AI | P5AdvancedCore | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Google Compute EngineCloud Platforms | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Google Kubernetes EngineCloud Platforms | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Machine learningData Science, ML & AI | P5AdvancedCore | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Python data analysisAnalytics, BI & Data Visualization | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| SQLProgramming Languages | P5AdvancedCore | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| SQL analyticsAnalytics, BI & Data Visualization | P5AdvancedSupporting | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| ScalaProgramming Languages | P5AdvancedCore | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Supervised learningData Science, ML & AI | P5AdvancedCore | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Unsupervised learningData Science, ML & AI | P5AdvancedCore | Recognized advanced practitioner who defines approaches and solves ambiguous cross-team problems. |
| Microsoft Excel advanced analyticsAnalytics, BI & Data Visualization | P4ProficientSupporting | Handles complex situations, adapts methods and guides peers in the skill. |
What changes from L5 to L6
Moving from Senior Staff AI Engineer to Principal AI Engineer means demonstrating sustained performance at a larger scope with greater autonomy, complexity, influence and business impact—not simply spending more time in role.
How readiness is shown
Repeatedly performs key aspects of Principal AI Engineer before promotion; demonstrates the required skill increases; handles systemic, novel and high-consequence challenges.; receives credible stakeholder evidence; shows measurable outcomes at the next-level scope.
How to prepare
Take stretch assignments at the next-level scope; deepen the listed skill gaps; seek feedback from experienced practitioners; document measurable outcomes and decisions; mentor/share knowledge where appropriate; pursue relevant learning or certification when it strengthens capability.
Adjacent careers
Computed from shared skills. It is a signal for exploring, not a hiring or eligibility guarantee.
- Data ScienceData & Analytics51 shared skills
- Data EngineeringData & Analytics50 shared skills
- Machine Learning EngineeringData & Analytics48 shared skills
- Data AnalyticsData & Analytics49 shared skills
- Business IntelligenceData & Analytics49 shared skills
- Data Governance & StewardshipData & Analytics42 shared skills
Career framework v21, active since August 17, 2026.