Expert
DSAISE.GEN.P5
Serve as in-house AI authority.
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
Serve as in-house AI authority. Develop state-of-the-art solutions, publish internal best practices, and set standards.
Level — P5 — Expert Professional
Expert in field; key problem solver and project leader, authority in multiple areas
- Scope
- Multiple systems or a technical domain
- Autonomy
- Sets direction within the domain
- Complexity
- Novel, high-ambiguity problems; establishes the approach
- Impact
- Org / multi-team outcomes
- Decision rights
- Authority over a technical domain
- Leadership
- Leads cross-team technical initiatives
- Typical experience
- 8–12 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 →
Components
Responsibilities8
- Develop state-of-the-art solutionscommonlevel
- Set AI standardscommonlevel
- Publish best practicescommonlevel
- Mentor senior staffcommonlevel
- Lead cross-functional initiativescommonlevel
- Represent AI expertise in strategic meetingscommonlevel
- Ensure compliance with industry standardscommonlevel
- Drive continuous improvementcommonlevel
Tasks5
- Develop AI solutionscommonlevel
- Set and enforce standardscommonlevel
- Publish best practicescommonlevel
- Mentor senior staffcommonlevel
- Lead strategic initiativescommonlevel
Skills5
- AI solution developmentcommonlevel
- Standardizationcommonlevel
- Thought leadershipcommonlevel
- Cross-functional leadershipcommonlevel
- Continuous improvement strategiescommonlevel
Knowledge5
- State-of-the-art AI solutionscommonlevel
- Industry standardscommonlevel
- Best practice developmentcommonlevel
- Leadership in innovationcommonlevel
- Strategic influencecommonlevel
competency5
- Innovation Mindsetcommonlevel
- Cross-functional collaborationcommonlevel
- Thought Leadershipcommonlevel
- Standard settingcommonlevel
- Continuous Improvementcommonlevel
qualification3
- 7–10+ years of AI experiencecommonlevel
- Track record of successful AI projectscommonlevel
- Leadership in AI innovationcommonlevel
Title aliases
| Alias | Type | Confidence | Approved |
|---|---|---|---|
| AI Model Development V | common | medium0.70 | — |
| AI Model Development 5 | common | medium0.66 | — |
| Staff AI Model Development | common | medium0.72 | — |
| Lead AI Model Development | common | medium0.66 | — |
| Expert AI Model Development | common | medium0.60 | — |
| AI Model Developer V | common | medium0.70 | — |
| AI Model Developer 5 | common | medium0.66 | — |
| Staff AI Model Developer | common | medium0.72 | — |
| Lead AI Model Developer | common | medium0.66 | — |
| Expert AI Model Developer | common | medium0.60 | — |
| Software Engineering V | common | medium0.70 | — |
| Software Engineering 5 | common | medium0.66 | — |
| Staff Software Engineering | common | medium0.72 | — |
| Lead Software Engineering | common | medium0.66 | — |
| Expert Software Engineering | common | medium0.60 | — |
| Software Engineer V | common | medium0.70 | — |
| Software Engineer 5 | common | medium0.66 | — |
| Staff Software Engineer | common | medium0.72 | — |
| Lead Software Engineer | common | medium0.66 | — |
| Expert Software Engineer | common | medium0.60 | — |
Classification mappings
O*NET / SOC
- code=15-0000title=Computer & Mathematical Occupationssource=inferred_from_superfunctionreviewStatus=needs_review