Most AR teams work claims oldest-first or by balance. Both miss something: the oldest claims may already be unrecoverable, and the largest balance may have little chance of payment.
Inputs a model uses
- balance and payer
- denial or status history on the claim
- the payer's typical response to similar claims
- days remaining to the timely filing or appeal limit
- whether a fix is known (corrected claim, records request, authorization)
Turning scores into a work queue
| Priority | Typical claim |
|---|---|
| Work today | High balance, fix known, deadline within 30 days |
| This week | Good payment likelihood, needs a status call |
| Scheduled | Waiting on payer, follow-up date set |
| Review for write-off | Past all deadlines or confirmed non-covered |
What it changes
Teams spend calls on claims that convert. The weekly AR report shifts from "how many claims did we touch" to "how much did we collect, and what did we save from expiring".
Limits
Models learn from the past. A payer that suddenly starts denying a code will be under-predicted until the pattern shows up, so a person still reviews the queue and new denial trends.
Related: recovering 60+ day AR.
This article is general billing information, not legal or coding-compliance advice. Payer rules, CPT descriptors and federal guidance change; check the current versions for your claims.