Tech District
🤖 AI / Data Specialist
AI and data specialists prepare data, build models, and evaluate whether systems are accurate and fair. Let's look at how someone gets there.

What they do
- Clean and organize data
- Train and test models
- Check for bias
- Explain results to non-experts
Skills you use
- Statistics
- Programming
- Critical thinking
- Ethical judgment
School subjects that help
Training steps
- Statistics coursework
- Python projects
- Internships
Certifications & licenses
- Cloud machine-learning certificates
- Data analytics certificates
Every route in
- Education or training
- Strong math plus programming; degrees are common at higher levels.
- College path
- Data science, statistics, or computer science degree.
- Trade or apprenticeship path
- Analytics certificate programs and apprenticeships.
- Ownership path
- Data consulting and AI-powered small products.
The path from today
- TodayStudy Computer Science & Coding, Mathematics, Science.
- Skills to buildStatistics · Programming · Critical thinking · Ethical judgment
- Training stepsStatistics coursework → Python projects → Internships
- Education or trainingStrong math plus programming; degrees are common at higher levels.
- Certifications & licensesCloud machine-learning certificates · Data analytics certificates
- CareerAI / Data Specialist
Related Da VIP lessons
Lessons from the subjects this career lists. Start anywhere.
Parts of a computerComputer Science & Coding · Computing BasicsSequencesComputer Science & Coding · Block CodingDefine the problemComputer Science & Coding · Engineering DesignSensors and inputsComputer Science & Coding · RoboticsWhat AI actually isComputer Science & Coding · AI LiteracyVariables and data typesComputer Science & Coding · Text Coding
What now
Da VIP shares what the work is and how people train for it. We never promise pay, hiring or openings.