Ten numbers that should be on every CEO's data dashboard

Every executive dashboard I have ever been asked to rescue had the same disease: fifty tiles, none of which had ever changed a decision. Dashboards accrete. Each stakeholder adds their number, nobody removes anything, and eventually the CEO has a cockpit with the information density of an airport departure board and the decision value of one.

A dashboard is not a display of what you can measure. It is a list of the decisions you have promised to make. Here are the ten numbers I defend, and the logic for the forty I delete.

The ten

1. Revenue vs. plan, with a forecast band. Not last month’s revenue — the trajectory against commitment, with uncertainty made visible. A point estimate without a band is a guess in a suit.

2. Gross margin trend. Revenue tells you the engine is turning; margin tells you whether it is burning oil.

3. Cash runway or free cash flow, depending on stage. The number that decides how many mistakes you can afford.

4. Customer acquisition cost payback, in months. The single cleanest read on whether growth is bought or earned.

5. Net revenue retention. What your existing customers think of you, expressed in the only currency that compounds.

6. The one operational constraint metric. Every business has a current bottleneck — utilization, fill rate, capacity, lead time. It changes as the constraint moves; the dashboard should track today’s constraint, not 2019’s.

7. Decision latency on the top workflow. How long from “question asked” to “decision made” on the process that drives the P&L. Almost nobody measures this; it is the metric agentic systems most directly improve.

8. Data trust incidents this quarter. Times a number in an executive artifact was materially wrong. If this is not zero, every other tile has an asterisk. After building the semantic layer that took a client’s count to zero, I consider this the cheapest credibility metric that exists.

9. AI system cost per outcome. Not “AI spend” — cost per resolved ticket, per qualified lead, per closed book. Spend without a denominator is theater.

10. One leading people metric, chosen deliberately — regretted attrition or offer-acceptance rate. Organizations run on people; one honest number keeps the operating review honest.

The forty to delete

The deletion rule is simpler than people want it to be. For each tile, ask: what would we do differently if this number moved 20%? If the room cannot name the action, the tile is decoration.

That test eliminates vanity aggregates (total users ever), duplicates at different grains (revenue by week and month and quarter), inputs masquerading as outcomes (emails sent, models trained, dashboards built — I have seen all three presented to boards), and anything whose owner cannot be named in five seconds. If nobody owns the number, nobody believes it, and if nobody believes it, it is negative information — it teaches the room that the dashboard can be ignored.

The deeper point

The hard part of executive metrics is not selection; it is subtraction, sustained over time. The fiftieth tile did not arrive by mistake — it arrived because saying no to a stakeholder is more expensive in the moment than adding a tile. That is how every dashboard dies: one reasonable accommodation at a time.

So the real recommendation is not a list of ten numbers. It is a ritual: once a quarter, every tile re-justifies its existence against the 20% test, and the default is deletion. Ten numbers with owners, bands, and consequences beat fifty tiles every time — because the purpose of an executive dashboard is not to inform. It is to decide.

Related: Executive Metric Design, Dashboard Design Principles, Decision Intelligence