Advanced
DSAISE.GEN.P4
Design novel architectures and lead R&D efforts for neural network projects.
Design novel architectures and lead R&D efforts for neural network projects.
The story of this role
Who does this work
The data scientist/AI engineer who seeks to leverage advanced technologies to solve complex problems and innovate in high-growth industries.
The problem this role solves
- The external problem: Fierce competition in technology, automotive, robotics, finance, and healthcare sectors demands cutting-edge AI solutions.
- The internal problem: Feeling overwhelmed by the vast amount of data and the need for innovative problem-solving skills to make impactful decisions.
- Why it matters: Believing that intelligent systems can not only enhance organizational efficiency but also improve lives and society as a whole.
The plan
- 1. Acquire a deep understanding of industry-specific challenges through research and active listening.
- 2. Utilize critical thinking and complex problem-solving skills to design innovative AI models tailored to address these challenges.
- 3. Collaborate with cross-functional teams to ensure alignment of AI strategies with organizational goals.
- 4. Deploy and continually optimize AI solutions based on feedback and performance metrics.
- 5. Stay informed on advancements in AI, computers, and electronics to maintain a competitive edge.
What's at stake
Falling behind in the industry due to an inability to adapt to new technologies or methodologies. Missing opportunities to create value from data due to a lack of critical analysis or collaboration. Creating AI models that fail to meet user needs or solve real-world problems, leading to wasted resources.
Success looks like
Transforming vast data into actionable insights that drive business innovation and growth. Creating AI solutions that significantly improve operational efficiency or customer experiences. Positioning oneself as a thought leader and expert in the rapidly evolving domains of AI and data science.
Summary
Design novel architectures and lead R&D efforts for neural network projects. Own parts of the AI product roadmap.
Level — P4 — Senior Professional
Seasoned professional; handles complex tasks, may lead small teams or projects
- Scope
- A system or set of related features
- Autonomy
- Self-directed; reviewed at critical decision points
- Complexity
- Complex, ambiguous problems; devises new approaches
- Impact
- Multi-team / function outcomes
- Decision rights
- Owns technical decisions for a system; influences adjacent design
- Leadership
- Technical lead for focused efforts; mentors several
- Typical experience
- 5–8 yrs
Core outputs
No core outputs recorded yet.
Adjacent roles
Nearest roles by structural coordinates (level + taxonomy). Distance 0 → 1; each carries its 3-state match band. How coordinates work → · Compare side-by-side →
Componentsshow ▾
Responsibilities8
- Design novel architecturescommonlevel
- Lead R&D effortscommonlevel
- Own AI product roadmapcommonlevel
- Collaborate with stakeholderscommonlevel
- Drive innovation in AI solutionscommonlevel
- Publish research findingscommonlevel
- Guide technical strategycommonlevel
- Ensure alignment with business goalscommonlevel
Tasks5
- Design AI architecturescommonlevel
- Lead R&D projectscommonlevel
- Develop product roadmapscommonlevel
- Engage with stakeholderscommonlevel
- Drive AI innovationcommonlevel
Skills5
- Architectural designcommonlevel
- R&D leadershipcommonlevel
- Strategic planningcommonlevel
- Innovation managementcommonlevel
- Stakeholder engagementcommonlevel
Knowledge5
- AI architecture designcommonlevel
- R&D methodologiescommonlevel
- Product developmentcommonlevel
- Strategic alignmentcommonlevel
- Innovation processescommonlevel
competency5
- Strategic Thinkingcommonlevel
- Leadershipcommonlevel
- Innovationcommonlevel
- Technical expertisecommonlevel
- Stakeholder managementcommonlevel
qualification3
- Advanced degree in AI/ML or related fieldcommonlevel
- Experience with state-of-the-art AI methodscommonlevel
- Proven leadership in R&Dcommonlevel
Title aliasesshow ▾
| Alias | Type | Confidence | Approved |
|---|---|---|---|
| AI Model Development IV | common | medium0.70 | — |
| AI Model Development 4 | common | medium0.66 | — |
| Senior AI Model Development | common | high0.82 | — |
| Sr. AI Model Development | common | high0.80 | — |
| AI Model Developer IV | common | medium0.70 | — |
| AI Model Developer 4 | common | medium0.66 | — |
| Senior AI Model Developer | common | high0.82 | — |
| Sr. AI Model Developer | common | high0.80 | — |
| Software Engineering IV | common | medium0.70 | — |
| Software Engineering 4 | common | medium0.66 | — |
| Senior Software Engineering | common | high0.82 | — |
| Sr. Software Engineering | common | high0.80 | — |
| Software Engineer IV | common | medium0.70 | — |
| Software Engineer 4 | common | medium0.66 | — |
| Senior Software Engineer | common | high0.82 | — |
| Sr. Software Engineer | common | high0.80 | — |
Classification mappingsshow ▾
O*NET / SOC
- code=15-0000title=Computer & Mathematical Occupationssource=inferred_from_superfunctionreviewStatus=needs_review