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This report is about women in the music industry and the percentages of the feminine gender participating in musical projects across 1,300 songs from 2012-2024. Also, they are analyzing the Billboard Hot 100 Year-End Charts and how "a total of 130 artists appeared on the Hot 100 Year-End chart of 2024 and men account[ed] for 62.3% of performers and women account[ed] for 37.7% " (Prior 1). Overall, this source claims that there is progress for women in the industry, but not as much as society wants or is expecting. They show categories and percentages of total women artists, songwriters, producers, Grammy award winners, and more that participate in the industry. The report also mentions that "women artists were relegated almost exclusively to Pop and R&B genres" (1). which means they are usually confided into certain music styles. The authors also discuss about marginalized groups that struggle in the industry, but I am focusing on women and their main obstacles for now. This study was conducted by USC Annenberg. They conducted a survey that directly correlated with Spotify. Spotify is a well-known music streaming platform for artists. The study includes percentages, graphs, ratios, and visuals that help the readers understand the data that is shown about women and men. This source is important to my research because it highlights specific percentages and data for women across 1,300 of the most popular songs from 2012-2024, which is a practical timeline to analyze. Also, the report gives me multiple categories of data on females, specifically on songwriters, artists, producers, Grammy awards, and more which are my main focus points for my research.