Field Notes from the four Offices.
Source-backed dispatches from four Music Intel Offices. Each published note identifies its evidence class, dates, method, limitations and direct sources so readers can separate public evidence from Music Intel analysis and editorial opinion.
Chief Data Office
Music, Data & Insights
Identifiers, matching, standards, and the failures nobody sees. Technical and measured. Every claim carries the number it was measured against.
When Bad Data Hits the Wrong Note: The Data Understanding & Quality Crisis Facing the Music Industry
Poorly understood, incomplete and inconsistent music data makes accurate rights identification and timely royalty payment increasingly difficult.
The data has outgrown the music industry
A source-backed analysis of why fragmented identifiers and metadata still delay attribution and payment, and why AI makes data governance more important.
CWR carries registrations at scale. Submitted is not the same as resolved.
CWR is an established registration format. A practical guide to acknowledgements, conflicts and the controls needed after a file is submitted.
How publication works.
Published notes pass an evidence gate and show their source list, method and limitations. Evidence-incomplete drafts remain out of search, feeds and product journeys until that work is complete. To receive new Field Notes by email when they post, Suggest a research question.