Stop 12 · Communication & Data StorytellingTopics · 4/8

Writing Clear Insights (Not Just Numbers)

Part of the Data Analyst Roadmap

In short

"Revenue was Rs 42 lakh" is a number. "Revenue fell 8% because Diwali shifted to October" is an insight. Managers pay for the second kind.

An insight is 'why' something matters, not just 'what' the number is — 'revenue grew 12%' is a number; 'revenue grew 12%, driven entirely by returning customers, not new acquisition' is an insight.

The jaadu stands under a rain cloud holding an open umbrella and offering a second one.

Think of it like this

The weather report

"Humidity 87%, pressure 1004 hPa" is data. "Heavy rain after 4 pm, carry an umbrella" is an insight. It says what's happening, why it matters to you and what to do. Write your findings like the second one.

Watch it happen

Building one insight sentence

Observe
Compare
Explain
Impact
Action

1/5Start with the fact: "App ratings averaged 3.6 in October."

The big ideas

What you need to know

Always compare

A number alone has no meaning. Compare it to last period, a target or another group.

Say why, carefully

Give the likely reason, but mark how sure you are. "Likely" and "confirmed" are different words.

Make it matter

Link the finding to money, users or time, so the reader feels its size.

Point to action

Every insight should suggest a next step, even if that step is "investigate further".

See it in code

Walk through the code

text
1Number:  Cart abandonment was 71% in October.2 3Insight: Cart abandonment rose from 64% to 71% in October,4         mostly on Android after the new payment page went live.5         That's roughly 3,000 lost orders.6         Fix the Android payment page first.

1/3A bare number. True, but the reader can't tell if it's good, bad or normal.

The same fact, rewritten. The insight adds a comparison, a cause, an impact and an action.

Save yourself the pain

Common mistakes

Oops

Listing ten numbers in a row and letting the reader find the story.

Do this instead

Pick the one or two that matter and explain them fully.

Oops

Stating a guess about the cause as if it were proven.

Do this instead

Use "likely", "appears" or "confirmed by" so the reader knows how solid it is.

Your mission

Turn numbers into insights

~20 min

Quick check

Which sentence is an insight rather than just a number?

Go deeper

  1. 1Take 3 raw numbers from a dataset and turn each into a genuine insight statement.
  2. 2Practice the pattern: what happened, why it happened, why it matters.
  3. 3Critique a report you've seen that listed numbers without any real insight.

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