Module 6 · Data Analyst Capstone: End-to-End BI Project
Dashboard and story
Turn findings into a report a chief executive can read in five minutes, with chart titles that state the finding, an honest view of the targets and a one-page executive summary.
About 30 minutes
The problem
You now have a dozen solid findings. Put all of them on one page with equal weight and the chief executive will remember none of them. A board has perhaps ten minutes for your work. What they need is the three things that matter most, the evidence for each, and what to do about it.
There's one more question in the brief you haven't answered yet: "Do our targets make sense?" The answer turns out to change how the board should read the whole report.
The concept
Structure the report like an argument
| Page | Purpose | Contents |
|---|---|---|
| 1. Overview | the answer, at a glance | net sales, like-for-like growth, gross margin, target attainment; a trend line; the three key messages in text |
| 2. Stores | where it's going well and badly | like-for-like growth by store, target attainment, Port Harcourt's trend |
| 3. Products | where the profit is | sales and gross profit by category, return rates |
| 4. Opportunities | money left on the table | attach rate by store, stock-out estimates |
Titles that say the finding
A chart titled "Net sales by store" makes the reader work out the message. "Port Harcourt is the only store to shrink, down 27% in transactions since February" tells them, and the chart becomes the proof. Write every title as a sentence with the finding in it.
Targets: is the measuring stick fair?
Before you judge a store against its target, judge the target. Lekki's target was set at ₦52m a month from its first month, the level of a mature store. Of course it "failed" for its first six months: no new store starts at full speed. Judged on its trajectory, Lekki is a success: it beat ₦52m in April, May and June 2026. A report that just says "Lekki: 55% of target" in 2025 would be accurate and badly misleading.
The executive summary
One page, in this order:
- The answer first: one or two sentences answering the chief executive's main question.
- Three key findings, each with its number.
- Three recommendations, each linked to a finding, specific enough to act on.
- Caveats: what the data can't tell you, and any estimate's assumptions.
Example
An executive summary opening that works:
Growth is real but narrower than it looks. Net sales rose 37.5% in January to June 2026, but 18 points of that is January's price rise and most of the rest is the new Lekki store. Like for like, our existing stores sold almost exactly the same volume as a year ago.
It gives the answer in the first line, puts a number on each claim, and doesn't hide the uncomfortable part. Compare it with "This report presents an analysis of Voltline's sales performance across eight stores", which tells the reader nothing.
Walkthrough
- Sketch the four pages on paper first: which visual goes where, and what each title will say.
- Build page 1. Put the KPI cards along the top, the monthly trend (with a like-for-like line) in the middle, and a text box with your three messages.
- Build pages 2 to 4. Give every visual a finding as its title, and remove anything that doesn't support a message.
- Add a target view that's fair to Lekki: attainment by month, so the climb is visible, not a single six-month figure.
- Write the executive summary (the task below).
- Read the summary aloud. Cut every sentence that doesn't contain a fact or a recommendation.
Practice
Practice
What was Lekki's Target Attainment % for June 2026? One decimal place.
Practice
What was Lekki's Target Attainment % over its first six months, July to December 2025? One decimal place.
Task
20 minWrite the executive summary for Voltline's chief executive: the answer first, then three findings and three recommendations, then a caveat. Use the headings Findings, Recommendations and Caveats on their own lines, with bullets under each. Maximum 300 words.
Your work is checked for
- Opens with the answer: the first line isn't a heading and mentions growth
- Has a Findings heading
- Has a Recommendations heading
- Has a Caveats heading
- At least six bullets
- Mentions like-for-like growth
- At least six numbers as evidence
- No more than 300 words
Check your understanding
Answer every question to check.