Becoming Data Driven, What It Requires

Most attempts fail on the third.

Condition 1. The numbers are reliable

Reconciled banks. A chart of accounts that was designed. Revenue coded the way you think about the business.

Without this, everything downstream is decoration. There is no version of data driven that survives unreliable data.

Condition 2. They arrive in time to matter

A number that arrives after the decision was made is history, not information.

For most small businesses this means the tenth of the month, not the twenty-fifth. Broadly right and early beats precise and late.

Condition 3. Someone is willing to be wrong

This is where it fails.

Being data driven means occasionally discovering that your best customer is unprofitable, your favourite service line loses money, or the decision you argued for did not work.

If those findings get explained away, the organisation is not data driven. It is data decorated, and everybody learns quickly that numbers supporting the existing view get discussed and numbers contradicting it do not.

The test is simple. Name one thing you stopped doing in the last year because the numbers said so. If nothing comes to mind, condition 3 does not hold.

Condition 4. The measure connects to a decision

Every number you track should have a decision attached.

If gross margin falls, what happens? If a customer's ageing passes 90 days, who calls? If a service line drops below a margin threshold, what changes?

Numbers with no attached decision become reporting for its own sake.

What this looks like in a small business

Not a data team. A monthly hour where somebody looks at four numbers and decides something.

Cash 13 weeks forward. Gross margin by month. Receivables with names. Revenue by customer or line.

That is the whole practice at this size, and it beats most dashboard projects.

The two failure modes

Measuring what is easy. Transaction counts, activity, hours. All easy to produce and none of them tell you whether the work is worth doing.

Measuring everything. Forty indicators means nobody watches any of them. Five that change decisions beats forty that describe.

The uncomfortable analysis to run first

Revenue by customer, less the direct cost of serving them.

Businesses routinely discover they are subsidising a customer they are proud of. It is avoided for exactly that reason, and it is the single most valuable analysis available to a small business.

Where we fit

We produce the customer and service line analysis as part of management reporting. The willingness to act on it is the part we cannot supply.