Glass Claims Reporting: The Metrics Every Carrier Should Track
Data-driven program management requires the right metrics. Here are the key performance indicators every carrier should track for their glass claims program — and what each metric tells you.
Total claim volume and trend. The absolute number of claims per month and the directional trend reveal whether your glass exposure is growing, stable, or declining. Sudden spikes may indicate fraud, weather events, or changes in policyholder behavior.
Average cost per claim. Track total cost including glass, labor, materials, recalibration, and any add-on charges. Compare against industry benchmarks and your historical baseline to identify cost creep.
Cycle time by stage. Break the total cycle time into segments — intake to dispatch, dispatch to repair, repair to invoice, invoice to payment. This reveals where bottlenecks exist and where improvement efforts should focus.
Repair vs replacement ratio. A healthy program converts eligible damage to lower-cost repairs rather than automatic replacements. Track this ratio over time and by shop to identify opportunities.
Shop network performance. Rank shops by volume, cycle time, documentation quality, invoice accuracy, and customer satisfaction. Use this data to reward top performers, coach underperformers, and make network decisions.
Invoice adjustment rate. What percentage of invoices require line-item corrections before approval? A high rate indicates shop billing issues or pricing schedule confusion. A low rate indicates strong network compliance.
Fraud indicator tracking. Monitor the metrics that signal potential fraud — claims clustering, repeated VINs, recalibration billing rates, deductible waiver patterns. Track both individual flags and aggregate trends.
Customer satisfaction scores. If available, track policyholder satisfaction with the glass claims experience. This is ultimately the metric that determines whether the program is working as intended.