Why do singers go flat? What 632,000 missed notes taught us
Going flat is a physical problem, not a listening one. Across 632,000 missed notes, two-thirds of the average singer’s misses were flat – and the causes are trainable.
pitch accuracy
How to Measure Singing Improvement (and How We Measure It)
How to measure singing improvement: pitch accuracy, vocal range, and tracking the same voice over time – plus the honest limits, and how we measure it in our data.