Proficient
DSAISE.GEN.P3
Lead development of independent ML tasks or sub-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
Lead development of independent ML tasks or sub-projects. Analyze complex datasets to improve model performance.
Level — P3 — Mid-Level Professional
Fully competent professional; works independently on standard projects
- Scope
- Features or a sub-system end-to-end
- Autonomy
- Works independently on standard work; reviewed on the non-standard
- Complexity
- Diverse problems; adapts existing approaches
- Impact
- Project / team outcomes
- Decision rights
- Owns implementation decisions for own scope
- Leadership
- Mentors juniors informally
- Typical experience
- 3–5 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
- Lead development of ML taskscommonlevel
- Analyze complex datasetscommonlevel
- Improve model performancecommonlevel
- Mentor junior team memberscommonlevel
- Coordinate with cross-functional teamscommonlevel
- Develop project timelinescommonlevel
- Ensure project deliverablescommonlevel
- Conduct advanced data analysiscommonlevel
Tasks5
- Lead ML task developmentcommonlevel
- Analyze and interpret datacommonlevel
- Mentor team memberscommonlevel
- Coordinate project activitiescommonlevel
- Ensure quality deliverablescommonlevel
Skills5
- Advanced data analysiscommonlevel
- Project managementcommonlevel
- Mentorshipcommonlevel
- Cross-functional teamworkcommonlevel
- Complex problem-solvingcommonlevel
Knowledge5
- Machine Learning Techniquescommonlevel
- Data analysis methodscommonlevel
- Project management principlescommonlevel
- Team leadershipcommonlevel
- Advanced programmingcommonlevel
competency5
- Effective communicationcommonlevel
- Mentorship abilitiescommonlevel
- Project leadershipcommonlevel
- Data analysiscommonlevel
- Cross-functional collaborationcommonlevel
qualification3
- 3–5 years of hands-on ML/AI experiencecommonlevel
- Experience with MLOps toolscommonlevel
- Proven project leadership skillscommonlevel
Title aliases
| Alias | Type | Confidence | Approved |
|---|---|---|---|
| AI Model Development III | common | medium0.70 | — |
| AI Model Development 3 | common | medium0.66 | — |
| Mid-Level AI Model Development | common | medium0.64 | — |
| AI Model Developer III | common | medium0.70 | — |
| AI Model Developer 3 | common | medium0.66 | — |
| Mid-Level AI Model Developer | common | medium0.64 | — |
| Software Engineering III | common | medium0.70 | — |
| Software Engineering 3 | common | medium0.66 | — |
| Mid-Level Software Engineering | common | medium0.64 | — |
| Software Engineer III | common | medium0.70 | — |
| Software Engineer 3 | common | medium0.66 | — |
| Mid-Level Software Engineer | common | medium0.64 | — |
Classification mappings
O*NET / SOC
- code=15-0000title=Computer & Mathematical Occupationssource=inferred_from_superfunctionreviewStatus=needs_review