1.Auditing Financial Gaps and Variances
claims analysis dashboard · 2026
An insurance claims analyst used a dashboard with a text summary, table, and scatter plot to investigate systemic underpayment across flood and water-damage claims. The portfolio readout summarized a cumulative payout gap of $33.1M, with payouts covering only 93.9% of assessed damage, affecting 79.8% of claims with a typical shortfall of $2.0K, while noting Cause 2 had the highest average shortfall at $6.1K and Cause 4 drove volume with 4,754 claims. The data table revealed Deductible E had a 100% shortfall frequency across 24 claims, averaging a $79.0K gap per claim (average damage $265.2K versus average paid $186.2K), and a scatter plot mapped a sample of 1,200 claims against a diagonal parity line.
What it shows:
How scatter plots and segment tables isolate specific financial discrepancies in large datasets.




