FRED series/observations: Reproducible Request Guide
A formula-and-units walkthrough of how to build a reproducible FRED observations request, with the defaults that silently change your data.
Articles
A formula-and-units walkthrough of how to build a reproducible FRED observations request, with the defaults that silently change your data.
A reproducible method for checking industry statistics: what value added means, how NAICS groupings work, and a worked cake example that shows where double counting is avoided.
FRED's category/related endpoint returns one-way related categories outside the parent-child tree; most categories have none. Recompute parameters, response shape, and verification order.
A method-focused read of BEA's popular price indexes: what PCE and GDP price measures capture, how they differ from CPI, and where the definitions stop.
A parameter-by-parameter walkthrough of the FRED release related_tags endpoint, with a worked filter-set example and a checklist for reproducible queries.
A step-by-step checklist for building a FRED category/children request, with parameter units, defaults, and a verification loop you can reproduce.
A reproducible checklist for confirming which BLS series were scheduled in January 2026, what period each covers, and what the schedule does not tell you.
The FCSM framework splits data quality into utility, objectivity and integrity. This guide maps its domains, adds a repeatable scoring checklist, and flags what the source does not establish.
A method-focused breakdown of how the CPI defines its basket, which taxes and investments it includes or excludes, and how the CPI-U and CPI-W populations differ.
A practical checklist for checking crypto data claims against a provider's stated methodology, covering precision, units and reproducible steps.