David Alpert
Streaming Economics Analyst
Data analyst focused on streaming platform economics, royalty structures, and revenue modeling for the recorded music industry.
About David
David Alpert is a former data scientist who spent five years building royalty forecasting models at a major music distributor before turning to industry journalism. His analytical background gives him a unique ability to translate complex streaming economics into clear, actionable insights. David has built proprietary models that track per-stream payout fluctuations across major platforms and has been consulted by independent distributors and artist managers seeking to understand revenue trends. His writing at Like Hot Cakes combines quantitative rigor with plain-language explanations of the financial plumbing behind the streaming economy.
David Alpert's articles are written from direct professional experience and reviewed by at least one additional team member for accuracy before publication. All credentials listed on this page are verified by our editorial team. Read our editorial standards →
Coverage Breakdown
Articles by David (5)
Vinyl's Resurgence: The Collecting Culture Fueling a Comeback
Against all odds, vinyl sales are soaring as a reflection of collecting culture, not just music consumption.
· 6 min readStreaming & DigitalSpatial Audio: Transforming How We Experience Music Today
Spatial audio’s growth is driven by platforms incentivizing artists and labels, reshaping music production and revenue opportunities.
· 6 min readStreaming & DigitalYouTube's Price Hike: What's Next for Streaming and Artists?
YouTube's subscription price increase could reshape artist revenue and content strategies in the streaming arena.
· 6 min readIndustry AnalysisThe Remarkable Financial Resurgence of Recorded Music
Recorded music revenue has rebounded beyond its peak, driven by streaming and new revenue models.
· 6 min readStreaming & DigitalDecoding Artist Earnings: The Complex Journey of Streaming Royalties
Explore the intricate process of how artists earn money from streaming services and the challenges they face.
· 6 min read