Stop 12 · Communication & Data StorytellingTopics · 3/8

Presenting Data to Non-Technical Audiences

Part of the Data Analyst Roadmap

In short

Your sales head doesn't care about p-values or LEFT JOINs. They care about what to do on Monday. Talking in their language is a skill, and it's very learnable.

Translating statistical nuance into plain language without dumbing down the conclusion — 'we're 95% confident this works' rather than a full explanation of confidence intervals.

The jaadu sits on a sofa beside a grey-haired grandma, pointing at one big button on a simple phone.

Think of it like this

Teaching nani the new phone

You don't explain Android settings to your grandmother. You show her one big green button: press here to video-call your grandson. She doesn't need how it works, only what to press and why. Present data the same way.

Watch it happen

The same finding, two ways

Analyst-speak

  • Cohort retention delta was statistically significant
  • LEFT JOIN on events showed sparse activation
  • See appendix for regression coefficients

Audience-speak

  • Users from referrals come back twice as often
  • Most new users never try the main feature
  • So: push referrals and fix onboarding first

Same data, same truth. The right side gets a decision in the meeting. Keep the technical version ready for anyone who asks.

The big ideas

What you need to know

Know the room

Before you build slides, ask what this audience decides and what they already know.

Swap jargon for plain words

"Statistically significant" becomes "very unlikely to be luck". "Churn" becomes "customers who stopped buying".

Simple charts win

Bar and line charts are read instantly. Save scatter plots and box plots for technical audiences.

Use relatable comparisons

"That's about one in every five orders" lands better than "19.6%".

Save yourself the pain

Common mistakes

Oops

Explaining your SQL and cleaning steps in detail to show effort.

Do this instead

Mention the method in one line. Spend your time on what it means and what to do.

Oops

Assuming silence means everyone understood.

Do this instead

Pause and ask, "Does this match what you see on the ground?" It invites useful questions.

Your mission

The family test

~20 min

Quick check

Presenting to a store managers' meeting, how should you describe a p-value of 0.01?

Go deeper

  1. 1Practice explaining a statistical concept (like significance) to someone with no data background.
  2. 2Remove jargon from a past write-up and see if the conclusion still lands clearly.
  3. 3Learn to use analogies for statistical concepts rather than formal definitions.

More topics at this stop

Stuck on this topic? Ask an Insider

Get 1:1 guidance from people who've walked this exact path — on the InsideEdge app.

Download
InsideEdge