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Report an A/B test result without the buggy first days

Practice: Giving the right context. About 5 minutes.

About this exercise

You're posting the checkout A/B test result. The variant had a bug on days 1-2, so leave both groups' day 1-2 numbers out. Write exactly 3 numbered lines: 1) control conversion rate, 2) variant conversion rate, each as conversions ÷ visitors = X%, 3) the difference in percentage points. Don't call it statistically significant. Plain text, under 50 words.

Common mistakes when you ask AI for this

  • Not mentioning the bug days. The AI uses all 14 days, so the variant looks weaker than it is. Try: Add: "Leave out days 1-2 for both groups."
  • Claiming significance. The AI repeats Jordan's claim though no test was run. Try: Add: "Don't call it significant."
  • Not asking to see the work. Bare rates hide which days were counted. Try: Add a line to copy: "1. Control: 320 ÷ 8,000 = 4.0%"
  • Trusting the AI to count words. AI is bad at counting. Ask for a total word limit and it often lands over it. Try: Cap each line: "each line under 12 words."
  • Forgetting where it goes. AI loves markdown tables and bold, which show up as clutter in a product channel. Try: Add: "Plain text, no bold, headings or tables."

What a strong prompt includes

  • Removes the bug days
  • Asks for points
  • Avoids significance claims
  • Asks to show the math
  • Asks for plain text

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