Who This Helps
This is for junior analysts who want to stop delivering confusing spreadsheets and start shipping analysis that actually gets used. You know the data, but you need a simple way to turn it into clear recommendations your stakeholders can act on.
Mini Case
Meet Sofia. She's a junior analyst at a mid-size e-commerce brand. Her team keeps debating creative direction for a new campaign. Sofia's analysis shows that one offer—"Free Shipping on Orders Over $50"—drives 12% higher conversion than the current "20% Off Everything" offer. But the team is stuck in endless debates about which creative angle to use. Sofia needs three distinct creative angles that can be tested quickly.
She uses the Channel Basics: Offers & Creative course to build an angle matrix. She lists three angles: "Save on Shipping," "Get It Faster," and "Stock Up for Less." For each angle, she adds one proof point from past data and one audience segment that responds best. The team picks two angles to test in 7 days. Sofia's analysis becomes the plan.
Do This Now (5 Steps)
- Pick one offer from your current campaign. Write a one-liner that makes the promise crystal clear. Example: "Free shipping on orders over $50."
- List three creative angles. Each angle should highlight a different benefit. For the free shipping offer: "Save money," "Get it faster," "Buy more for less."
- Add one proof point per angle. Use your own data. If you don't have it, use a simple assumption like "past tests show 10% lift."
- Match each angle to one audience segment. Who cares most about saving money? Who wants speed? Write one sentence per angle.
- Share your angle matrix with your team. Ask: "Which two should we test first?" This turns your analysis into a decision.
Avoid These Traps
- Don't wait for perfect data. A simple matrix with 3 angles beats a perfect report that arrives too late.
- Don't use vague language like "better performance." Say "12% higher conversion" instead.
- Don't skip the audience fit. An angle that works for everyone works for no one.
- Don't present analysis without a recommendation. Your job is to make the next step obvious.
- Don't overcomplicate the matrix. Three rows, three columns. That's it.
- Don't forget to ask for a decision. End your presentation with a clear question.
- Don't assume your stakeholders know the data. Add one sentence of context per angle.
- Don't test more than two angles at once. Keep it simple so you learn something.
Your Win by Friday
By Friday, you'll have a one-page angle matrix that your team can use to pick two creative tests. Your analysis will be the reason those tests exist. And when the results come in, you'll be the person who made the decision easy. That's how you ship clean analysis with clear recommendations—and get it approved.