Every week I get asked some version of the same question: “How do I know if my music career is actually working?” And every week I watch artists make the same mistake — they open Spotify for Artists, see their monthly listener count, feel good or bad about it, and close the app. That’s not data analysis. That’s astrology.
Let me walk you through three artists who, whether they knew it or not, had the data tell a story worth listening to.
Hozier
Here’s something that should stop you cold. Take Me to Church was released in 2013. It peaked on the Billboard Hot 100 in 2014. And then, a full decade later, it re-entered the charts because of TikTok. We’re not talking about a blip — we’re talking about hundreds of millions of new streams generated for a ten-year-old song.
What does this mean for artists? Catalogue is not dead. It might be more alive than it’s ever been. The metric nobody watches closely enough is what I’d call stream age — the average age of a song when it gets played. For Hozier, that number is staggering, and it’s growing. If you’re an independent artist, your three-year-old EP is not buried. It’s inventory. It’s sitting in an algorithmic warehouse waiting for the right fifteen-second clip to blow the doors off.
The data point to watch: your songs’ monthly streams broken down by release date. If older tracks are climbing, something cultural is happening. Find out what before someone else tells the story for you.
Chappell Roan
The Chappell Roan story is one of the most instructive slow-burn-to-explosion arcs in recent memory, and the industry mostly missed it until it was impossible to ignore. The Rise and Fall of a Midwest Princess came out in September 2023. For months, the album’s streaming numbers were modest by major label standards. Then they weren’t.
What the raw numbers don’t show you is the shape of the growth. Roan’s audience didn’t arrive in one wave — it arrived in pulses, each one tied to a specific live performance, a specific festival set, a specific word-of-mouth moment. The Coachella effect was real, but it was the third or fourth pulse, not the first. Artists who only watch total numbers would have seen a modest debut and written it off. Anyone watching the rate of change would have seen an accelerating curve months earlier.
The data point to watch: week-over-week percentage growth, not raw totals. A song with 50,000 streams that grew 40% last week is a more interesting story than a song with 2 million streams that’s flat. Flatness is entropy. Acceleration is a signal.
Stromae
I want to talk about Stromae because he’s a genuinely global case study that English-language music media chronically undercovers. Here’s a Belgian artist singing primarily in French who managed to crack markets from Brazil to Japan to sub-Saharan Africa. The question is: how does the data explain that?
If you look at his Spotify numbers geographically, you’ll notice something unusual — his listener base doesn’t cluster the way most artists’ do. Most artists have a home market that dwarfs everything else. Stromae’s map is remarkably distributed. That’s not an accident and it’s not just because the music is great. It’s because he and his team were paying attention to where the organic growth was happening and then actually showing up there — tours, press, local partnerships.
The data point to watch: your listener geography, and more specifically, where you’re growing without having done anything to cause it. Unsolicited growth in a market you’ve never targeted is the closest thing to a free lead you will ever get in this industry. Most artists ignore it entirely. Stromae’s career is partly a story of not ignoring it.
The through-line here isn’t really about any of these three artists specifically. It’s about the difference between checking your numbers and reading them. Monthly listeners tell you where you are. Rate of change tells you where you’re going. Geographic distribution tells you where you haven’t been yet.
The artists who figure that out — really figure it out — tend to be the ones still around for the conversation ten years later.