Reproducible Academic Market Data for Research Using Federal APIs
A reproducibility-first workflow for academic market data: use federal APIs (IPEDS, Census, BLS, BEA), log every query, and access audit-ready benchmarks.
Avoid Exclusion: Build Court Ready Data Benchmarks for U.S. Tax Court
Which data U.S. Tax Court accepts, how to document benchmarks to survive cross examination, and how the 15 days filing rule affects expert reports.
Why 0.5% U.S. Bank Charge Offs Mask Default Rates by Industry
U.S. briefing for credit teams: why 0.5% bank charge offs understate sector risk, which metrics lead, and how to build audit ready PD/LGD inputs.
Audit Ready Commercial Underwriting Data for Lenders: 6 Categories
Make underwriting data audit ready for lenders with a regulator grounded evidence chain, a checklist, and benchmarks covering 9,000 markets.
4 Public Datasets: Market Size by ZIP Code for U.S. Analysts
Practical U.S. workflow to size markets by ZIP: combine Census ZBP, ACS/ZCTA, IRS SOI and Esri MPI, validate against county totals, and know when to buy…
Analysts: Defensible Industry Data by Geography via API Workflow
Practical decision rules and a repeatable API workflow for analysts to pull defensible, geographically segmented industry metrics from Census, QCEW, and BEA.
5–15 KPIs to Make Client Benchmarking Data Audit Ready for Consultants
Make client benchmarking data defensible: pick 5–15 KPIs, normalize by revenue or FTE, document methods, and license court ready datasets when audit‑ready…
9,000 Markets: Build U.S. Tax Court Valuations with Bizminer Data
Combine U.S. Tax Court opinions, IRS guidance, and Bizminer market data across 9,000 markets to build defensible, court ready valuation exhibits.
U.S. Accountants: Audit Ready MSA Benchmarks After BEA Dropped MSA GDP
Workflow for U.S. accountants to build audit ready MSA industry benchmarks after BEA ended official MSA GDP. Covers BLS inputs, county aggregation, and…
Analysts: Census API for Defensible Business Counts by ZIP, When to Buy
Get defensible business counts by ZIP with a reproducible Census API and data.census.gov workflow. Includes audit tips and when to buy paid data.
