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- Field Notes / No. 015
No. 015 Chief Operations Office Musicata Pro In research research brief 5 min read

The anatomy of a manufactured chart week.

A coordinated bot campaign has a fingerprint in the raw data. Streaming counts are only the first layer.

Editorial owner: Music Intel

- Status

Deep-research pass under way.

This piece is in the research pipeline. The thesis and the questions we are answering are below. The fully-drafted article will publish when the Office has finished working through the literature. Subscribe via the contact form to be notified when it lands.

- Thesis

The argument.

Streaming counts are only the first layer of fraud screening. This paper walks through the multi-layer methodology - geographic clustering, device fingerprinting, playlist velocity, listener retention curves, royalty-to-play ratio anomalies - and explains why any single layer is insufficient. The "manufactured chart week" is a recognisable pattern; the methodology to identify it is shareable.

- Research questions

What we are answering.

  • What techniques do streaming fraud operators currently use (2024-2026)?
  • What does academic and industry literature say about bot screening methods in audio streaming?
  • How have DSPs (Spotify, Apple Music, Amazon) responded publicly to fraud - what screening do they claim to run?
  • Are there published incident reports or investigations into specific fraud campaigns?
  • What is the estimated financial scale of streaming fraud globally?
  • What multi-layer screening approaches are documented in fraud screening literature (not necessarily music-specific)?
- Tone & format

How it will read.

Technical and authoritative. Audience is label ops or DSP trust-and-safety. Reads like an internal methodology paper made public.