AM's Journey plan from 5th to 8th semester

Aditi's AI-Augmented Academic Roadmap

Aditi's AI-Augmented Roadmap

An interactive guide to a full-stack marketing & analytics journey, from UBC BCom to industry readiness.

Guiding Principle:

"70% proficiency across 100% of the stack beats 100% perfection in a silo."

Semester 5: Mastering Analytical Reflexes

This semester, during the exchange at Copenhagen Business School, the focus is on building a strong quantitative foundation. The goal is to become fluent in data tools, understand key marketing metrics, and learn to tell compelling stories with numbers, all while integrating AI for enhanced learning and analysis.

Core Focus & Goals

  • Become fluent with Google Analytics, Excel modeling, and Tableau.
  • Learn A/B testing fundamentals with tools like Optimizely or Google Optimize.
  • Analyze real-world ad campaigns from Meta & Google, moving beyond textbook theory.

Mini-Project

Audit the website traffic and user behavior for a UBC club or department. Use data to recommend actionable improvements.

Tools to Learn

Google Analytics 4 Looker Studio Excel Dashboards UTM Tracking Python (Optional)

CBS Course Selection

Full-Stack Skill Progression

This chart visualizes the development of key skills across the four semesters, demonstrating the journey to becoming a well-rounded, full-stack marketer.

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