Applied AI / Applied Science
Applied AI / Applied Science is an individual-contributor Data + AI career progressing from guided delivery to enterprise expertise without requiring people management.
- Function
- Data & Analytics
- Archetype
- Science
- Highest level
- L7 · Distinguished Applied Scientist
Why it exists
Applies scientific methods and advanced AI/ML research to product and business problems, bridging experimentation and production impact.
Typical responsibilities
Deliver applied ai / applied science 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 Applied Scientist → Applied Scientist → Senior Applied Scientist → Staff Applied Scientist → Principal Applied Scientist → Senior Principal Applied Scientist → Distinguished Applied Scientist
Levels in this career
Six standard stages. The seventh exists only where the career provides for it.
- L1Associate Applied Scientist
- L2Applied Scientist
- L3Senior Applied Scientist
- L4Staff Applied Scientist
- L5Principal Applied Scientist
- L6Senior Principal Applied Scientist
- L7Distinguished Applied Scientist
Optional distinguished level. Not every career reaches it.
What is expected at L7 · Distinguished Applied Scientist
Apply applied ai / applied science capability at operates as a rare distinguished authority with enterprise or industry influence.
The five dimensions that change
- Autonomy
- Industry/frontier authority
- Scope
- Operates as a rare distinguished authority with enterprise or industry influence.
- Complexity
- Frontier
- Influence
- Enterprise / industry
- Business impact
- Enterprise / industry
- Ambiguity
- High
What good looks like
Produces trustworthy applied ai / applied science outcomes, makes sound trade-offs, communicates evidence and risks, and demonstrates the autonomy and impact expected at L7.
Typical evidence
Completed applied ai / applied science work products or production outcomes; documented decisions; measurable improvements in quality, reliability, risk, speed, cost or business outcomes; peer/stakeholder evidence of L7 scope.
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.
Human10
| Human | P | Supporting |
|---|---|---|
| Clear verbal communicationCommunication & Language | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Clear verbal communication and creates new practices or standards. |
| Clear written communicationCommunication & Language | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Clear written communication and creates new practices or standards. |
| CollaborationCollaboration & Relationships | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Collaboration and creates new practices or standards. |
| Critical thinkingThinking & Problem Solving | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Critical thinking and creates new practices or standards. |
| Cross-functional collaborationCollaboration & Relationships | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Cross-functional collaboration and creates new practices or standards. |
| Learning agilityExecution & Self-Management | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Learning agility and creates new practices or standards. |
| MentoringCollaboration & Relationships | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Mentoring and creates new practices or standards. |
| Stakeholder alignmentInfluence & Leadership Without Authority | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Stakeholder alignment and creates new practices or standards. |
| Strategic thinkingThinking & Problem Solving | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Strategic thinking and creates new practices or standards. |
| Structured problem solvingThinking & Problem Solving | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Structured problem solving and creates new practices or standards. |
Professional7
| Professional | P | Supporting |
|---|---|---|
| AI evaluation governanceData & Analytics Practice | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in AI evaluation governance and creates new practices or standards. |
| AI governanceData & Analytics Practice | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in AI governance and creates new practices or standards. |
| Data ethicsData & Analytics Practice | P7Enterprise / Industry AuthorityCore | Acts as an industry-level authority in Data ethics and creates new practices or standards. |
| Experiment designData & Analytics Practice | P7Enterprise / Industry AuthorityCore | Acts as an industry-level authority in Experiment design and creates new practices or standards. |
| Model risk managementData & Analytics Practice | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Model risk management and creates new practices or standards. |
| Responsible AI principlesData & Analytics Practice | P7Enterprise / Industry AuthoritySupporting | Acts as an industry-level authority in Responsible AI principles and creates new practices or standards. |
| Statistical inferenceData & Analytics Practice | P7Enterprise / Industry AuthorityCore | Acts as an industry-level authority in Statistical inference and creates new practices or standards. |
Technical14
| Technical | P | Supporting |
|---|---|---|
| Deep learningData Science, ML & AI | P7Enterprise / Industry AuthorityCore | Advances the state of practice for Deep learning and influences the profession beyond the organization. |
| JupyterAnalytics, BI & Data Visualization | P7Enterprise / Industry AuthoritySupporting | Advances the state of practice for Jupyter and influences the profession beyond the organization. |
| LLM evaluation and benchmarkingData Science, ML & AI | P7Enterprise / Industry AuthorityCore | Advances the state of practice for LLM evaluation and benchmarking and influences the profession beyond the organization. |
| LLM fine-tuning and PEFTData Science, ML & AI | P7Enterprise / Industry AuthorityCore | Advances the state of practice for LLM fine-tuning and PEFT and influences the profession beyond the organization. |
| Large language modelsData Science, ML & AI | P7Enterprise / Industry AuthorityCore | Advances the state of practice for Large language models and influences the profession beyond the organization. |
| Machine learningData Science, ML & AI | P7Enterprise / Industry AuthorityCore | Advances the state of practice for Machine learning and influences the profession beyond the organization. |
| Model evaluationData Science, ML & AI | P7Enterprise / Industry AuthorityCore | Advances the state of practice for Model evaluation and influences the profession beyond the organization. |
| Multimodal AIData Science, ML & AI | P7Enterprise / Industry AuthoritySupporting | Advances the state of practice for Multimodal AI and influences the profession beyond the organization. |
| Natural language processingData Science, ML & AI | P7Enterprise / Industry AuthorityCore | Advances the state of practice for Natural language processing and influences the profession beyond the organization. |
| PyTorchData Science, ML & AI | P7Enterprise / Industry AuthoritySupporting | Advances the state of practice for PyTorch and influences the profession beyond the organization. |
| Python data analysisAnalytics, BI & Data Visualization | P7Enterprise / Industry AuthoritySupporting | Advances the state of practice for Python data analysis and influences the profession beyond the organization. |
| Reinforcement learning for AIData Science, ML & AI | P7Enterprise / Industry AuthoritySupporting | Advances the state of practice for Reinforcement learning for AI and influences the profession beyond the organization. |
| Synthetic data generationData Science, ML & AI | P7Enterprise / Industry AuthoritySupporting | Advances the state of practice for Synthetic data generation and influences the profession beyond the organization. |
| TensorFlowData Science, ML & AI | P7Enterprise / Industry AuthoritySupporting | Advances the state of practice for TensorFlow and influences the profession beyond the organization. |
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 Governance & Responsible AIData & Analytics13 shared skills
- AI Platform & MLOps EngineeringData & Analytics12 shared skills
- Data ScienceData & Analytics13 shared skills
- Analytics EngineeringData & Analytics10 shared skills
- Data ArchitectureData & Analytics10 shared skills
- Machine Learning EngineeringData & Analytics12 shared skills
Career framework v21, active since August 17, 2026.