Analytics Engineering & BI Strategy

Generate synthetic data, compute descriptive stats, filter by condition, and cap outliers using winsorization — the core data cleaning toolkit in base R.

Over 1.3 million new artists, 17 million new tracks, and platforms that didn't exist a decade ago. Here's what Chartmetric's 2023 report reveals about where the industry is heading.

From the moment a listener streams a song to the moment a songwriter cashes a check — here's the full map of how money moves through the music industry ecosystem.

A data-driven breakdown of how money flows through the music industry — PROs, sound recordings, live performance revenue, streaming splits, and what artists actually keep.