Start with Decisions, Then Choose Measures
A dashboard should help the company decide what to do. Begin with the questions in the weekly operating review: Can we support next month’s demand? Which customers return? Where is contribution falling? What is consuming cash? Which customer promises are being missed?
Choose a small set of measures that answer those questions. Give every measure an owner, a definition, a source, a reporting frequency, and a response when it moves outside an agreed range.
Connect Revenue to Contribution
Track net sales, orders, average order value, and contribution after clearly defined variable costs. State whether acquisition spend is included; otherwise two reports using the same label may tell different stories. Keep payment fees, fulfillment, shipping subsidy, discounts, and returns visible where they matter.
Gross margin, contribution, cash, and profit answer different questions. A profitable order can still consume cash before collection, especially when inventory is purchased in advance. A rising revenue line alone cannot establish whether the company can afford its next commitment.
Read Customer Behavior by Cohort
Use conversion, repeat purchase, time to second order, retention, and customer value in the context of how the product is bought. Compare customers acquired in similar periods and through comparable offers. A subscription and a durable product will not have the same healthy repeat-purchase pattern.
Define whether customer acquisition cost includes agency fees, creative costs, and discounts. Treat lifetime value as an estimate with an observation window and assumptions. Avoid dividing an uncertain lifetime projection by an unusually favorable acquisition month.
Include the Operating Capacity behind Growth
Monitor inventory availability, fulfillment reliability, order exceptions, support volume, response time, and resolution patterns. Read these alongside sales. More orders with growing queue age can signal that the operation is spending capacity faster than it is replenishing it.
A support metric should inform an action: fix unclear product information, adjust a shipment notification, improve a refund workflow, or change staffing coverage. Faster responses alone do not prove that customers received better resolutions.
Make the Review a Decision Meeting
Reconcile source totals before distributing the scorecard. Show the current period, a comparable prior period, and the relevant target or threshold. Record the definition of refunds, timezone, currency, and reporting cutoff.
Use the meeting to choose actions and assign owners. Keep a decision log and review previous commitments before adding new ones. Start with a spreadsheet if it is reliable and sufficient; automate reporting only after the definitions and decisions are stable.