Data Science
Data Science 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
- Science
- Highest level
- L7 · Distinguished Data Scientist
Why it exists
Enables the organization to deliver reliable outcomes in data science 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 data science capability.
How the career progresses
Associate Data Scientist → Data Scientist → Senior Data Scientist → Staff Data Scientist → Principal Data Scientist → Senior Principal Data Scientist → Distinguished Data Scientist
Levels in this career
Six standard stages. The seventh exists only where the career provides for it.
- L1Associate Data Scientist
- L2Data Scientist
- L3Senior Data Scientist
- L4Staff Data Scientist
- L5Principal Data Scientist
- L6Senior Principal Data Scientist
- L7Distinguished Data Scientist
Optional distinguished level. Not every career reaches it.
What is expected at L7 · Distinguished Data Scientist
Rare distinguished/fellow-level authority with enterprise- or industry-wide influence. The focus is successful individual contribution at this stage, not people management.
The five dimensions that change
- Autonomy
- Operates as an industry-level authority.
- Scope
- Enterprise and industry/ecosystem scope.
- Complexity
- Novel problems with few precedents.
- Influence
- Executive, industry and external thought-leadership influence.
- Business impact
- Creates new practices, capabilities or direction with enterprise/industry impact.
- Ambiguity
- Extreme.
What good looks like
Distinguished Data Scientist consistently demonstrates the expected autonomy and judgment for L7, 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 L7
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.
Human25
| Human | P | Supporting |
|---|---|---|
| AccountabilityExecution & Self-Management | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Active listeningCommunication & Language | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| AdaptabilityExecution & Self-Management | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Change championingInfluence & Leadership Without Authority | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Clear verbal communicationCommunication & Language | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Clear written communicationCommunication & Language | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| CollaborationCollaboration & Relationships | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Continuous learningExecution & Self-Management | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Critical thinkingThinking & Problem Solving | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Cross-functional collaborationCollaboration & Relationships | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Decision makingThinking & Problem Solving | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Executive communicationCommunication & Language | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Executive presenceInfluence & Leadership Without Authority | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Giving constructive feedbackCommunication & Language | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Influencing without authorityInfluence & Leadership Without Authority | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Knowledge sharingCollaboration & Relationships | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| MentoringCollaboration & Relationships | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| NegotiationInfluence & Leadership Without Authority | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Organizational awarenessInfluence & Leadership Without Authority | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| ProfessionalismEthics & Professional Conduct | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Stakeholder alignmentInfluence & Leadership Without Authority | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Strategic thinkingThinking & Problem Solving | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Structured problem solvingThinking & Problem Solving | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Systems thinkingThinking & Problem Solving | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Time managementExecution & Self-Management | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
Professional14
| Professional | P | Supporting |
|---|---|---|
| Analytics problem framingData & Analytics Practice | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Data classification policyCybersecurity, Privacy & Data Governance Standards | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Data ethicsData & Analytics Practice | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Data product managementData & Analytics Practice | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Data protection impact assessmentsCybersecurity, Privacy & Data Governance Standards | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Data quality managementCybersecurity, Privacy & Data Governance Standards | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Data stewardshipCybersecurity, Privacy & Data Governance Standards | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Data storytellingData & Analytics Practice | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Resource managementProject, Program & Portfolio Management | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| SAFe / scaled agileAgile, Product & Delivery Methods | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Schedule managementProject, Program & Portfolio Management | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| ScrumAgile, Product & Delivery Methods | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| User story definitionAgile, Product & Delivery Methods | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Value stream managementAgile, Product & Delivery Methods | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
Technical13
| Technical | P | Supporting |
|---|---|---|
| Data lake / lakehouse engineeringDatabases & Data Platforms | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Data modelingDatabases & Data Platforms | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Data visualization implementationAnalytics, BI & Data Visualization | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Deep learningData Science, ML & AI | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Google Compute EngineCloud Platforms | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Machine learningData Science, ML & AI | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Python data analysisAnalytics, BI & Data Visualization | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| SQLProgramming Languages | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| SQL analyticsAnalytics, BI & Data Visualization | P7Enterprise / Industry AuthoritySupporting | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| ScalaProgramming Languages | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Supervised learningData Science, ML & AI | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Unsupervised learningData Science, ML & AI | P7Enterprise / Industry AuthorityCore | Industry-level authority who creates new practices, influences the profession and represents the organization externally. |
| Microsoft Excel advanced analyticsAnalytics, BI & Data Visualization | P6ExpertSupporting | Enterprise expert who sets standards, shapes strategy and develops capability across functions. |
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 / Generative AI EngineeringData & Analytics51 shared skills
- Data EngineeringData & Analytics50 shared skills
- Machine Learning EngineeringData & Analytics48 shared skills
- Data AnalyticsData & Analytics50 shared skills
- Business IntelligenceData & Analytics50 shared skills
- Data Governance & StewardshipData & Analytics42 shared skills
Career framework v21, active since August 17, 2026.