Replaced the percentage with a like-for-like cohort
Method
- Same payer, same setting, same maturity: the only comparison that survives a charge master change and a mix shift
By mid-2026 cash was at record levels and the board was shown a falling collection percentage. Both were true.
Monthly cash can rise because volume rose or old claims paid late, so cohorts were compared at the same payer, setting and 60 days of maturity.
Jul to Dec 2025 cohorts versus May to Jun 2026 cohorts
Same cohorts
| Line | Before | After | Reading |
|---|---|---|---|
| Units per inpatient account | 1.5 | 89 | one unit per hour of stay; r = 0.894 with length of stay |
| Gross charges on flat volume | baseline | +19 to 23% | $9.14M in September alone |
| Payability | n/a | not separately payable under per-diem or DRG | denominator up, cash unchanged |
| Gross yield | 12.41% | 7.63% | the percentage fell |
| Inpatient cash per visit | $5,991 | $6,576 | the cash rose |
| Denial write-off line per month | $14K to $132K | $1.5M to $2.4M | 97% were line write-offs on claims that had already paid, not denials |
Cash divided by gross charges
Same period
Inpatient cash per visit rose from $5,991 to $6,576 while gross collection rate fell from 12.41% to 7.63%. The percentage measured the charge master, not the collections.
Medicaid rose from 46.3% to 50.6% of visits, about 359 more a month, a mix cost of roughly $144K a month.
Method
Charge master and ED
Denial line
Board pack
About $144K
Every cash figure
Check the denominator first. When cash and the percentage disagree, look at the charge master before the billing team; report cash per visit by payer and setting, and let the percentage be a footnote.
Gross collection rate divides cash by gross charges. One ER revenue code began posting one unit per hour of stay on inpatient accounts, 1.5 to 89 units per account, adding 19 to 23 percent to gross charges on flat volume with no cash attached. Gross yield fell from 12.41 to 7.63 percent while inpatient cash per visit rose from $5,991 to $6,576.
Claims compared at the same payer, setting and days since service, so volume growth, late payments and mix changes cannot flatter the result. On that basis collections were up 25.3 percent at 60 days and 18.8 percent at 120 days; Medicare cash per visit rose 72 percent and Medicaid managed care 62 percent.
It is a charge master decision that belongs to the hospital. We reported its effect: a 0.894 correlation with length of stay, $9.14 million of gross charges in September alone, and a write-off line that was 97 percent line write-offs on paid claims. Whether to keep the charge is the hospital's call.
Net collection rate, because a third of cash arrives outside electronic remittance and that feed is still being completed, and coding accuracy against the contract's 95 percent service level, which has a measured turnaround of about 27 hours but no accuracy audit yet.
Medicaid rose from 46.3% to 50.6% of visits, about 359 more a month, a mix cost of roughly $144K a month.
We rebuild your collections by payer, setting and maturity, price your mix shift, and show how much of your collection rate is the charge master talking.