The problem
After a round of layoffs hit the region, claim volume at this state workforce agency doubled almost overnight. The processing team went from comfortable to completely underwater in eight weeks.
Leadership responded the usual way. Mandatory overtime, borrowed staff from other departments, endless all hands meetings about accountability. None of it helped because nobody actually understood where the delay was. Claims were not stuck evenly. Some processors had queues of fifty. Some had four hundred. The assignment system distributed everything evenly because even distribution looks fair on an org chart.
Morale collapsed. Two experienced processors quit in one month, which made everything worse for everyone left.
What DevXcl found
The agency brought in DevXcl to understand what was actually happening inside the workflow. The first weekly report was uncomfortable reading.
One section jumped out immediately. Four of twenty two processors were touching nearly half of all escalated claims, the hardest category, while also carrying full standard queues. Meanwhile fourteen processors had capacity sitting idle because escalation routing was manual and word of mouth.
A second finding explained the overtime paradox. People working mandatory overtime were completing fewer claims per hour than regular shifts. Fatigue was quietly eating the extra hours.
How they responded
The agency changed routing rules so escalations flowed to whoever had real capacity, not to whoever had answered last time. Overtime became voluntary and targeted at specific queue types instead of blanket evenings.
They paired the overloaded four with the idle fourteen for two weeks to spread institutional knowledge that had silently concentrated in a few desks.
Within a month, claims processed per processor evened out across the whole team for the first time.
The results after 5 months
- Backlog of 40,000 claims cleared in six weeks
- Claims per processor evened out within a 15% band across the team
- Voluntary overtime replaced mandatory hours entirely
- Zero processor resignations since the changes
- The agency kept the weekly reports as permanent infrastructure
What didn't work
Simply showing the first report to the team caused friction. Processors thought they were being ranked for discipline. Leadership learned to present the data as a workload design problem rather than a performance scorecard. That framing change did more than any dashboard tweak.
What they'd do differently
"We kept hiring our way out of a distribution problem. We did not need more people. We needed to stop pouring work onto the same four desks."
Next steps
The agency is extending DevXcl reporting to its job placement division, which handles a different kind of queue and suspects it has the same invisible concentration problem.