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CAS Practice Partner Article May 2026 · 6 min read

From Data to Decisions: Finding the Story in the Numbers

By the CFOLogic team

An owner opens the monthly package, scrolls to the bottom line, sees it is lower than last month and closes the file. The package was right. It was also no use to them. It answered "what happened" in the order the ledger records it, and the owner's question was "should I worry, and what do I do?"

That gap is where advisory starts. Financial storytelling is not decoration on a report. It is the step that turns a closed set of books into a decision, and it is the part of the work a client will pay more for.

Owners mostly carry this alone. In TD Bank's 2025 survey of 250 small business owners, conducted by Wakefield Research, 66% said they were the person primarily responsible for their company's financial preparedness, and a third named getting advice from a trusted financial partner as one of their biggest challenges.

Start from the decision, not the report

Most packages are built from the chart of accounts down: revenue, cost of sales, overheads, net income. That order suits the person who prepared it.

Reverse it. Before writing anything, ask what the owner is deciding in the next month or quarter. A hire, a price change, a new location, a loan renewal, a large customer asking for longer terms. The story is the part of the numbers that bears on that decision.

If you do not know what the owner is deciding, that is the first question for the next monthly call. The answer shapes every package after it.

Find the few movements that matter

A P&L with sixty lines has sixty variances every month. Almost all of them are noise.

Set a threshold. Agree with the client what counts as material, for example a movement above a set percentage of the line and above a set dollar amount. Using both tests together stops a large percentage swing on a small line from crowding out a modest swing on payroll.

Compare against the right baseline. Last month is the easiest comparison and often the least useful. Budget, the same month last year and the trailing three-month average each answer a different question. Pick the one that matches the decision.

Keep it to two or three. If more than three items cross the threshold, the story is the pattern across them, not each one in turn.

Explain the driver, not the entry

"Cost of sales rose $40,000" is a description. A story names the cause in business terms. Most movements come down to a small set of drivers.

MovementThe question to askThe driver, in the owner's words
RevenueDid we sell more, charge more, or sell a different mix?Volume, price, mix
Gross marginDid unit costs change, or did we sell lower-margin work?Input cost, labor efficiency, mix
OverheadsIs this a new run rate or a one-off?Hiring, one-off spend, timing
CashDid profit turn into cash, or is it sitting in receivables or stock?Collections, inventory, supplier terms

Two traps catch most firms. The first is explaining accounting mechanics. An accrual reversal or a reclassification is a reason the number moved in the ledger, not in the business. Fix it in the close and footnote it if you must. The second is timing passed off as performance. A deposit that landed early or a bill booked late moves the month without changing the business, and the story should say so.

Write it on one page

A structure that works, in this order:

The headline. One sentence on how the month went, against the baseline that matters.
What moved. The two or three movements above threshold, each with its driver.
What it means. The link from those movements to the decision the owner faces.
One recommendation. A specific action, and the number it would change.
One risk to watch. Something that is not yet a problem but that the numbers suggest could become one.

Put the full statements behind the page. The owner who wants the detail can find it, and the one who does not still gets the story.

An illustrative example, for a services firm with a hire planned: "Revenue was on budget, but gross margin fell three points because two senior consultants spent most of the month on a fixed-fee project that overran. If the overrun continues, the hire planned for July adds cost before margin recovers. We suggest holding the offer until the project closes and repricing the next fixed-fee proposal." Every claim in that paragraph traces to a number in the package. None of it appears in the package's line items.

Say it, then send it

The written page matters less than the conversation it prepares. Lead the monthly call with the headline and the recommendation, not a walk through the statements. Ask the owner what they think caused the movement before you tell them. They often know something the ledger does not, and the story gets better.

Between calls the questions keep coming, which we cover in the questions clients ask between monthly meetings. A firm that agreed the story with the client at the start of the month answers those questions faster and more consistently.

What financial storytelling will not fix

It will not fix the close. A narrative written on unreconciled books is a confident account of the wrong numbers, and the client will act on it. Close first, then explain.

It will not replace the owner's judgment. The firm explains and recommends. The owner knows the customers, the staff and the market, and makes the call.

Frequently asked questions

What is financial storytelling in accounting?

Financial storytelling is explaining a client's financial results as what changed, why it changed and what to do about it, in business language rather than ledger language, so the numbers lead to a decision.

How do you explain financial statements to a business owner?

Start with the decision they face, highlight the two or three movements that bear on it, explain each by its business driver such as price, volume or labor efficiency, and end with one recommended action. Keep the full statements behind it as backup.

What should monthly variance commentary include?

A one-line headline, the movements above an agreed materiality threshold with their drivers, what those movements mean for the decisions ahead, one recommendation and one risk to watch.

How do you decide which variances to explain?

Set a threshold that combines a percentage and a dollar amount, compare against the baseline that matches the decision, such as budget, prior year or a trailing average, and limit the commentary to two or three items.

Can software write variance commentary?

Software can find and quantify the movements and draft a plain-language explanation from the ledger. Deciding what matters to this owner, and what to recommend, still sits with the accountant.

Where CFOLogic fits

For accounting firms, we deliver FP&A under your brand: budget against actuals with variance narratives a client reads without a walkthrough, prepared to your review standard. Navigator, our software, explains variance in plain English from the books your firm closes, with every figure tracing to the transaction behind it, so what the client reads between meetings matches what you said on the call.

Book a Discovery Call →

Related insights

Sources

TD Bank, Financial Preparedness Survey, conducted by Wakefield Research among US small business owners with 100 or fewer employees and $100,000+ revenue, 250 nationwide respondents, 7–20 March 2025, published May 2025 — 66% primarily responsible for financial preparedness; 33% cite getting advice from a trusted financial partner among the biggest challenges.
Navigator, navigatorhq.ai — plain-English variance explanations, figures traced to the underlying transactions.
CAS Practice Partner Published May 2026 · CFOLogic Insights
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