Entry
DSAISE.GEN.P1
Assist in data preparation and basic model training under supervision.
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
Assist in data preparation and basic model training under supervision. Perform routine testing of AI models, document results, and fix simple issues.
Level — P1 — Entry-Level Professional
New to role or field; performs basic tasks under supervision
- Scope
- Own tasks within a defined component
- Autonomy
- Close supervision; work reviewed frequently
- Complexity
- Routine problems with known solutions
- Impact
- Own deliverables
- Decision rights
- Few independent decisions; escalates the rest
- Leadership
- None — building the craft
- Typical experience
- 0–2 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
- Assist in data preparationcommonlevel
- Perform routine testing of AI modelscommonlevel
- Document test resultscommonlevel
- Fix simple issues in modelscommonlevel
- Support senior team members in project taskscommonlevel
- Participate in team meetingscommonlevel
- Maintain data integritycommonlevel
- Contribute to code reviewscommonlevel
Tasks5
- Prepare data for analysiscommonlevel
- Test AI modelscommonlevel
- Document and report findingscommonlevel
- Fix minor issuescommonlevel
- Assist in code reviewscommonlevel
Skills5
- Python programmingcommonlevel
- Data cleaningcommonlevel
- Model testingcommonlevel
- Documentationcommonlevel
- Basic debuggingcommonlevel
Knowledge5
- Data science fundamentalscommonlevel
- AI model basicscommonlevel
- Programming languagescommonlevel
- Testing methodologiescommonlevel
- Documentation standardscommonlevel
competency5
- Learning Agilitycommonlevel
- Attention to detailcommonlevel
- Teamworkcommonlevel
- Basic programming skillscommonlevel
- Data managementcommonlevel
qualification3
- Bachelor’s degree in Computer Science or related fieldcommonlevel
- Experience with Python programmingcommonlevel
- Basic understanding of AI conceptscommonlevel
Title aliases
| Alias | Type | Confidence | Approved |
|---|---|---|---|
| AI Model Development I | common | medium0.70 | — |
| AI Model Development 1 | common | medium0.66 | — |
| Entry-Level AI Model Development | common | medium0.70 | — |
| Junior AI Model Development | common | medium0.68 | — |
| Associate AI Model Development | common | medium0.60 | — |
| AI Model Developer I | common | medium0.70 | — |
| AI Model Developer 1 | common | medium0.66 | — |
| Entry-Level AI Model Developer | common | medium0.70 | — |
| Junior AI Model Developer | common | medium0.68 | — |
| Associate AI Model Developer | common | medium0.60 | — |
| Software Engineering I | common | medium0.70 | — |
| Software Engineering 1 | common | medium0.66 | — |
| Entry-Level Software Engineering | common | medium0.70 | — |
| Junior Software Engineering | common | medium0.68 | — |
| Associate Software Engineering | common | medium0.60 | — |
| Software Engineer I | common | medium0.70 | — |
| Software Engineer 1 | common | medium0.66 | — |
| Entry-Level Software Engineer | common | medium0.70 | — |
| Junior Software Engineer | common | medium0.68 | — |
| Associate Software Engineer | common | medium0.60 | — |
Classification mappings
O*NET / SOC
- code=15-0000title=Computer & Mathematical Occupationssource=inferred_from_superfunctionreviewStatus=needs_review