Overall, across a total of 1,522 producing credits in the 10-year sample, 97.2% were men and 2.8% were women.
But in 2021, 23.3% of artists on the Billboard Hot 100 Year-End Chart were women.
https://annenberg.usc.edu/news/research-and-impact/women-popular-music-song-still-same