Role-Driven Mastery System

Master the skills the job market is actually hiring for.

Follow a job-market-audited Role Path, move through a discipline end-to-end with a Career Pathway, or pursue a university-benchmarked Academic Certificate — each with a Basic → Intermediate → Advanced ladder, direct video learning bridges and a capstone proof-of-work project.

Data Analytics Foundations

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Open a video or resource link, watch it, then check its box to track your progress and unlock what comes next.

9 lessons1 capstone project

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Curated Certification CDA01

Build practical fluency in data concepts, Python, cleaning, visualization and evidence-based analysis.

Benchmark: Curated source set: IBM SkillsBuild + Kaggle Learn + Microsoft Learn + Tableau / Salesforce Trailhead -- Credential note: this is a Zuyini mastery certificate built from the cited public courses. It is not issued, sponsored or endorsed by the source institutions, providers or companies.

Core Course Stack

1. IBM Data Fundamentals

2. Data Analytics Fluency Pathway

3. Intro to Programming

4. Python

5. Pandas

6. Data Cleaning

7. Data Visualization

8. Get Started with Microsoft Data Analytics

9. Build Your Data Literacy

Hands-On Mastery Capstone

Analyze a messy real-world dataset end to end: define the question, clean and reshape data, perform exploratory analysis, visualize the findings and write a decision-ready narrative.

Proof Rubric

  • reproducible notebook
  • data dictionary
  • cleaning log
  • 3-5 visuals
  • executive insight memo