The methodology behind the AFP article — operationalized in three minutes, on your own data.
Paste twelve months of paired budget-versus-actual figures. We compute your Uncertainty Exposure Score™ across four dimensions — accuracy, bias, volatility, and persistence — return a single number on a 0–100 scale, name the three line items driving most of your forecast fragility, and render a Monte Carlo distribution on the metric that’s costing you the most.
“Eighty-six percent of finance teams have no structured measurement of how reliable their forecasts actually are.”
Source: Association for Financial Professionals · 2026 FP&A Benchmarking Survey
Twelve months of paired budget-versus-actual figures. CSV or tab-separated. Six minimum produces a result; twelve captures the full annual cycle.
Four dimensions resolve in turn — accuracy, bias, volatility, persistence — each scored against the institutional benchmark.
A Monte Carlo distribution on your highest-variance line item. P10, P50, P90. Your forecast is not a number — it is a range.
Your full UES™ Report by email. A shareable badge for your board deck. The methodology, operationalized.