Total Streams by Artist


This chart displays the total number of streams (in millions) for each artist included in the dataset, offering a clear visual comparison of streaming performance across the board. It highlights which artists attracted the highest levels of listener engagement over the measured period. Notably, BTS stands out as the top-performing artist, demonstrating exceptional reach and popularity, while other high-ranking artists such as Dua Lipa, Bad Bunny, and BLACKPINK also show strong performance metrics. By presenting the data in this way, we can easily identify leading artists, observe trends in listener preferences, and gain insight into the competitive landscape of global music streaming.

Total Streams by Release Year


This visualization displays total Spotify streams by release year, with each color segment representing a different artist. It enables comparison of how artist contributions have shifted over time. The data shows a noticeable increase in total streams from 2020 to 2022, with 2022 reaching the highest overall total. This trend may reflect both increased platform usage and surge in high-performing releases during the period. Artists like BTS, Taylor Swift, Bad Bunny, and The Weeknd consistently appear across the years, indicating strong and sustained popularity. The chart also highlights the rise of newer artists such as Olivia Rodrigo, who makes a prominent contribution in 2021, reflecting her breakout success that year. Overall, this chart captures both long-term dominance and emerging trends in Spotify streaming by release year.

Skip Rate by Artist


These faceted histograms presents skip rate distributions for each artist, offering insights into listener engagement and track retention on Spotify. Each small multiple (facet) shows how frequently songs by a particular artist are skipped, with skip rates represented as percentages on the x-axis and their frequency on the y-axis. A lower skip rate generally suggests stronger listener retention and engagement. Notably, artists like BTS, Taylor Swift, and The Weeknd appear to have more songs clustered in lower skip rate ranges, indicating high engagement and replay value. In contrast, some artists, such as BLACKPINK and Doja Cat, show wider spread distributions, which may reflect greater variability in how individual tracks are recieved. Overall, this breakdown enables a nuanced comparison of how consistently listeners engage with each artist’s catalog.

Monthly Listeners Distribution


This histogram illustrates the distribution of monthly listeners (in millions) across a broad set of artists, providing insight into overall popularity on Spotify. The data shows a relatively even spread, with a slight concentration between 20 and 80 million monthly listeners, suggesting that many artists fall within a moderate to high range of listener reach. A few outliers appear near the extremes, including both emerging artists with lower visibility and global superstars approaching 100 million monthly listeners. The variation in frequency reveals the diversity of artist engagement levels on the platform, highlighting the competitive nature of maintaining a large and consistent listener base.

Streams vs. Skip Rate


This bubble chart explores the relationship between streams in the last 30 days (millions) and skip rate (%), with bubble size representing total stream volume. The visualization reveals that skip rate does not appear to have a strong linear correlation with recent streaming activity. Tracks with both high and low skip rates can still receive large numbers of streams. However, larger bubbles tend to cluster around the middle-to-lower skip rate range, suggesting that songs with lower skip rates may contribute more consistently to an artist’s overall streaming success. This chart effectively highlights the complex dynamics between listener engagement and recent popularity, showing that while skip rate can influence performance, it is not the sole driver of high streaming numbers.

Avg Stream Duration by Platform


This chart compares the average stream duration (in minutes) between free and premium Spotify users. The median durations appear nearly identical, and the interquartile ranges overlap significantly, indicating that streaming behavior is quite similar across both user types. There is no strong indication that premium users consistently listen longer than free users, which may suggest that access to ad-free listening does not dramatically alter stream duration. This finding challenges the assumption that paid users are more engaged and highlights the comparable listening habits between the two groups.