Most CRM hygiene programs concentrate on missing contacts and duplicate accounts. Those matter for routing. Close dates matter for revenue, because a wrong date moves real money between periods without anyone approving the transfer.
The four rules that hold
| Rule | Why it works |
|---|---|
| Every date traces to a named buyer event | Removes dates set to the calendar instead of the deal |
| Every change carries a reason code | Creates the history that slippage analysis depends on |
| Past-due dates get resolved at the weekly review | Stops expired dates from inflating the current period |
| Dates move backward as freely as forward | Signals that early honesty is rewarded, not punished |
What bad dates hide
ORM counts meaningful activity on an opportunity as a change in stage, close date, or amount. When close dates are maintained honestly, that change becomes a usable signal, and ORM treats a rep moving a close date as the best available indicator that a deal is slipping. When dates are set to quarter boundaries and left alone, the signal disappears into the noise.
The scale of the distortion is larger than most teams assume. ORM data shows that of the pipeline carrying close dates inside a quarter on day one of that quarter, roughly 20% closes in the quarter. The other 80% of the value in the period is not realized there. Some of that is genuine slippage. Some of it is dates that were never tied to anything the buyer had agreed to.
Running the review
Put a standing agenda item in the weekly pipeline review for dates that changed and dates that expired. Ask one question per deal: what does the buyer have to do for this date to hold, and is it scheduled? Deals with an answer stay. Deals without one move out of the period.
This is unglamorous work and it produces more forecast improvement than any modeling change. Clean dates make pipeline coverage mean what it claims to mean, they make deal slippage measurable rather than anecdotal, and they set the floor for forecast accuracy that no algorithm can raise on its own.
Frequently Asked Questions
What rules make close date hygiene enforceable?
Two rules cover most of it. Every close date must be traceable to a buyer event the rep can name, and every change to a close date must carry a reason. Enforce the first in the weekly pipeline review and the second with a required field on the opportunity, and you will have the history needed to measure slippage properly.
Why do close dates pile up on the last day of the month or quarter?
Because reps default to the boundary of the period they are measured on when the buyer has not given them a date. The clustering is a tell. If a large share of your open pipeline shares one or two close dates, those dates were set by internal reporting pressure and not by the customer.
Should RevOps ever edit close dates directly?
No. Editing the rep's date removes the evidence trail that makes slippage analysis possible and teaches the team that the field does not belong to them. RevOps should own the rules, the reporting, and the review gate. The rep owns the date.
Does close date hygiene actually improve forecast accuracy?
Yes, because close dates decide which period every deal is counted in. ORM treats a rep changing the close date as the best available slippage signal, which only works when the original date meant something. Without hygiene the field is noise and the signal disappears with it.
Put these metrics to work
ORM builds custom revenue forecast models that turn concepts like close date hygiene into prescriptive action for your team.
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