Free Cash Flow:

Account Prioritizing Lowered

Timely Filing Losses 47%

We found a gap. We’re always hunting for opportunities to improve cash flow for our clients. One valued client, we’ll call Kurt, had a big one.
Delayed Billing Losses

The VP of Patient Financial Services for an Eastern university hospital pointed to a troubling trend in his reimbursements. Delayed billing reimbursement losses in the last year, including timely filing limit (TFL) expirations, exceeded $5M across his organization.

While only a small portion of the hospital's total revenue, it's still a large number. With diligence, it should be dramatically improving. We wondered together why it couldn't approach zero.

Performance wasn't improving, and data demonstrated that Vee Technologies hadn't focused enough energy on accounts as they approach the TFL. A steady stream of accounts continually expired on our watch - running $2.1M/yr.

We strive to commit accuracy, competency and teamwork to Kurt's team while ensuring that we meet all of our SLAs. Due to this, we needed to dig deeper into the problem.

Early Gains and diverse causes

The hospital’s practice management system, from a top-tier supplier, employs complex account processing rules. Managers and consultants continually tweak account logic to employ new insights. Working together, we found two problems in the account flow.

In the first case, as we followed failed account paths backwards, many were getting stalled in a holding queue. The queue needed business rules to trigger actions before missing information prevented the claim from reaching the carrier by the timely filing deadline. By managing down the Pareto of stalled account causes with tailored business logic, we solved for the first layer of delays.

The second problem required deeper analysis

  • Forensics showed our agents usually taking the right actions on account transactions by following the process specifications. But some accounts hit process delays and the resolution time ran over the timely filing limit.
  • These troubled accounts had diverse root causes. They required advanced skills for resolution, corner-case analysis, or an indeterminate path of coverage refresh, rule research, coding assessment and clinical queries.

Focused on improvement, we started updating our agent training documentation to cover the rarest situations.

But as we assessed the gains and remaining gaps, TFL losses were still way too high. Little improvement followed from modeling business logic fixes in the PMS, deeper training on exceptions, more sophisticated reporting, or SME review gates.

When stepping back to look at the case field however, the accounts did share one characteristic. The progress of each account looked like a frog being boiled! Nobody realized the account was in trouble until it was too late to do something about it. We needed a rethink.

Find The Frogs

At the root cause, the account priority algorithm was too simple to recognize when an account needed a longer path for resolution. It also didn’t forecast the opposite case – accounts likely to be paid on their own without further attention. We had to spot and focus resources on the long-path accounts earlier in the AR lifecycle – the frogs – before they boiled over.

Beyond critical factors like bill size and time-to-TFL, every account was prioritized roughly the same. Using the queue rules embedded in the PMS system, our agents normally processed accounts in the designated order.

The data showed that when we processed accounts that didn’t need attention with the same priority as accounts that needed more focus, we would always see a statistical expiration of delayed accounts. Some would pass the TFL boundary, even with critical attention.

We needed to focus on the right accounts by applying a higher priority to the troubled accounts and a lower priority for accounts on a track to resolve themselves.

Prioritize Accounts to Increase Reimbursements

The key insight to setting a differential priority was the value of history-driven inventory categories. We examined categories of payer liquidity rates, denial reasons, physician specialties, error classifications, and several more characteristics, with their appearance in prior TFL accounts.

A proof-of-concept for the resulting model looked promising. We could see indications of impending delays in accounts. Data demonstrated that a priority algorithm would lower TFL expirations without affecting resolution times for other accounts.

Deployed in production, we reordered PMS work queues based on account priority, and updated job aids to guide resolution. We found that both spotting troubled accounts early and taking the right action dramatically improved TFL results.

Over twelve months we reduced client’s annual TFL run rate by 47%, from $2.10M to $1.16M.

Professional accounts responded well to prioritization with a 70% performance improvement, from $841K to $252K. Inpatient accounts, with their additional complexity, were less responsive. But we were still able to improve their results by 31% from $1.254M to $861K.

Through persistence, careful analysis, and a continually-tuned forecasting model we spotted accounts destined to pass the TFL boundary in time to take corrective action. By prioritizing troubled accounts for quicker attention and focused resolution we demonstrated a method for greatly reducing TFL losses.

A special 'thank you' to my operations friends and colleagues who researched and delivered this innovation, and without whom I wouldn’t fully appreciate the extraordinary outcomes we create every day for our precious clients:

  • Liyaqath Khan
  • Bharath Kumar
  • Mathi Raj
  • Imran Khan
  • Lakshmi Narayan
Sue-Smith-Vice-President-Finance-Administration

Meet the Author

Randy Davis - Vice President Business Innovation

Randall Davis VP Business Innovation at Vee Technologies, comes with a vast experience Outsourcing Sales and Solution Engineering. Prior to joining Vee technologies he came from AT&T with 21 years of experience in identifying and lead development and launching of an enterprise cloud networking service.

Free Cash Flow

Free Cash Flow