Your Sampling Methodology Is Your Weakest Link.
Attribute sampling is routinely misapplied to dollar-value populations in unclaimed property and indirect tax examinations. When it is, the result is sample sizes that can be off by orders of magnitude, confidence intervals that lack their stated coverage, and audit findings that don’t hold up under scrutiny.
Sampling Maestro fixes this. Purpose-built for the way these examinations actually work – classical stratified variable sampling with population total projections, Monetary Unit Sampling with Stringer bound evaluation, and forensic review of third-party samples. Built on Cochran, Neyman, and Stringer. Not on guesswork.
Statistically Defensible
Every sample size, every allocation, every confidence interval is computed using peer-reviewed methodology – Cochran (1977), Neyman (1934), Stringer (1963). Full audit trail. Reproducible results via seeded randomization. Documentation built to withstand a Daubert challenge.
Purpose-Built
Not a generic audit tool retrofitted for unclaimed property. Four specialized modes – Transaction Sampling, Dollar Sampling (MUS), Sample Review, and an integrated methodology library – designed from the ground up for the examinations you actually face.
End-to-End
From population loading through stratification, sample size determination, randomization, audit entry, diagnostics, bootstrap confidence intervals, and final report generation. No more stitching together Excel, EZ-Quant, and manual calculations. One tool. One workflow.
Introducing Sampling Maestro
A purpose-built statistical sampling engine for unclaimed property examinations, indirect tax audits, and any engagement that requires defensible, dollar-value sampling. Three specialized engines. One platform.
Transaction Sampling
Classical stratified variable sampling – 11 boundary algorithms, 8 sample size calculators, 4 estimators, bootstrap CI, and full report generation.
Dollar Sampling (MUS)
Poisson-based Monetary Unit Sampling – PPS systematic selection, Stringer bound evaluation, pass/fail determination against materiality.
Sample Review
Forensic examination of third-party samples – Allocation Forensics, Boundary Comparison, attribute formula detection, and Improve Sample workflows.
Sampling Maestro – Coming Soon by Subscription
Sampling Maestro is currently in final pre-release. Subscription access will be available soon. If you work in unclaimed property examinations, holder defense, or indirect tax consulting, now is the time to get a first look.
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