Data Visualization & Business Metrics
Create compelling charts with matplotlib and seaborn, then learn the business metrics every analyst must know: revenue, conversion rate, retention, churn, CAC, and LTV.
What you'll learn
Data Visualization & Business Metrics is organized into 2 focused modules. By the end you'll be comfortable with:
- Data Visualization
- Business Metrics
Course curriculum
9 lessons across 2 modules. Lessons marked Free preview are readable without an account.
Module 1. Data Visualization
Build clear, accurate charts that communicate insights immediately
- 10mChoosing the Right ChartFree preview
Match your data question to the right chart type — and avoid the most common visualization mistakes.
- 12mmatplotlib in PracticeFree preview
Master the matplotlib object-oriented API, subplots, styling, and saving figures.
- 12mseaborn for Data Analysis
Use seaborn's high-level plots — histplot, boxplot, heatmap — to visualize distributions and relationships quickly.
- 10mDashboard Design
Design dashboards that communicate insights in 5 seconds — layout, hierarchy, and what to avoid.
Module 2. Business Metrics
Measure and communicate revenue, retention, churn, CAC, and LTV like a professional analyst
- 12mRevenue & Growth Metrics
Calculate MoM and YoY growth, run rate, and revenue per user — the numbers every analyst reports first.
- 12mConversion Rate & Funnels
Calculate stage-by-stage conversion rates and visualize where users drop off in a funnel.
- 12mUser Retention & Churn
Calculate retention rate, churn rate, and build cohort tables — the metrics that show whether users are coming back.
- 12mCAC and LTV
Calculate customer acquisition cost and lifetime value — the two metrics that determine whether a business is economically viable.
- 14mBuilding a Metrics Dashboard
Combine SQL queries, pandas, and matplotlib into a single script that outputs all key KPIs.
Frequently asked questions
- Is the Data Visualization & Business Metrics course free?
- You can preview lessons for free with no account. Full access to this Pro course is included with a Kodion Pro subscription.
- Do I need prior programming experience?
- This is a intermediate course, so you'll get the most from it if you're already comfortable with the basics of programming.
- How long does Data Visualization & Business Metrics take to complete?
- It's 9 lessons across 2 modules, roughly 2 hours of hands-on learning. You can go entirely at your own pace.
- What will I learn?
- You'll work through Data Visualization, Business Metrics, building real, applied skills through interactive lessons and coding challenges.
- Can I get help if I'm stuck?
- Yes. Kodion's built-in AI tutor gives instant, context-aware hints and explanations right inside each lesson as you code.
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