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Maya Okafor's profile pictureMaya Okafor@mayaokafor · October 23, 2026

“Engagement is up 30%” sounds great. My first question is: compared with what?

Thirty reactions after twenty-three is a different story from thirty thousand after twenty-three thousand. And a busy week after a quiet holiday week might tell us more about the calendar than the content.

Before I trust a percentage, I want three things beside it:

• The actual numbers.
• The time period being compared.
• What counts as the action we are measuring.

That last one is easy to overlook. Does “engagement” mean a quick reaction, a thoughtful reply, or someone coming back to read the next post? They are all useful signals, but they answer different questions.

As I build this page, I want to pay attention to conversations that help someone do something with their data. A small audience asking good questions would be a useful place to start. I can learn from that without turning every post into a scoreboard.

A percentage can start a conversation. It shouldn't finish the analysis.

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