Learn what it takes to become a Certified Analytics Professional (CAP). Explore the core data science topics covered in the first four domains of the CAP exam.
Overview
Syllabus
Introduction
- The growing field of analytics
- Introduction
- CAP history
- CAP domains
- Related certifications
- Career paths
- Business problems
- Stakeholder identification and analysis
- Collecting requirements
- Determining the feasibility
- Problem refinement
- Business problems to analytics problems
- Reformulating problem statements
- Drivers and relationships to outputs
- Assumptions
- Metrics of success
- Stakeholder agreement
- Working effectively with data
- Identifying and prioritizing data needs
- Acquiring data
- Cleaning and sharing data
- Identifying relationships
- Documenting and reporting findings
- Redefining the problem statements
- Selecting approaches
- Descriptive analysis
- Predictive analysis
- Prescriptive analysis
- Selecting software tools
- R
- Tableau
- Select model testing approaches
- The context
- Problem framing
- Data
- Visualization
- Making predictions
- Next steps
Taught by
Jungwoo Ryoo