Section 1 - Instruction

You've mastered statistical analysis from our previous sessions. Now let's transform those insights into compelling visualizations that actually drive decisions.

Advanced chart selection isn't about fancy graphics - it's about matching your analytical question to the perfect visual answer.

Engagement Message

What is one quality that transforms a good chart into a great chart?

Section 2 - Instruction

Remember when we analyzed time series patterns? A simple line chart works, but what if you need to compare multiple products across different time periods simultaneously?

This is where advanced visualizations become game-changers. They reveal complex patterns that basic charts miss completely.

Engagement Message

Recall a time a basic chart felt insufficient—what was missing?

Section 3 - Instruction

Let's start with heatmaps - they're perfect for showing relationships between two categorical variables. Think website clicks by hour and day of week.

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Instead of reading through tables of numbers, heatmaps use color intensity to instantly highlight your busiest periods.

Engagement Message

What is one business question that could be answered faster with a heatmap?

Section 4 - Instruction

Small multiples (also called panel charts) show the same chart type repeated for different categories. Imagine sales trends for each product line displayed side by side.

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This lets you spot both individual patterns and compare across categories simultaneously.

Engagement Message

How might comparing multiple trend lines help your decision-making?

Section 5 - Instruction
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