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LinkedIn Learning

Certified Analytics Professional (CAP) Cert Prep: Domains 1–4

via LinkedIn Learning

Overview

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.

Syllabus

Introduction
  • The growing field of analytics
1. Certified Analytics Professional (CAP)
  • Introduction
  • CAP history
  • CAP domains
  • Related certifications
  • Career paths
2. Domain One: Business Problem Framing
  • Business problems
  • Stakeholder identification and analysis
  • Collecting requirements
  • Determining the feasibility
  • Problem refinement
3. Domain Two: Analytics Problem Framing
  • Business problems to analytics problems
  • Reformulating problem statements
  • Drivers and relationships to outputs
  • Assumptions
  • Metrics of success
  • Stakeholder agreement
4. Domain Three: Data
  • 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
5. Domain Four: Methodology
  • Selecting approaches
  • Descriptive analysis
  • Predictive analysis
  • Prescriptive analysis
  • Selecting software tools
  • R
  • Tableau
  • Select model testing approaches
6. Case Studies
  • The context
  • Problem framing
  • Data
  • Visualization
  • Making predictions
Conclusion
  • Next steps

Taught by

Jungwoo Ryoo

Reviews

4.6 rating at LinkedIn Learning based on 577 ratings

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