[{"data":1,"prerenderedAt":214},["ShallowReactive",2],{"codex-\u002Fcodex\u002Fa-number-without-a-denominator":3,"codex-around-\u002Fcodex\u002Fa-number-without-a-denominator":203},{"id":4,"title":5,"body":6,"cover":169,"date":170,"description":171,"draft":172,"extension":173,"faq":174,"kind":187,"meta":188,"navigation":189,"noindex":172,"ogImage":169,"path":190,"readingMinutes":191,"seo":192,"seoDescription":193,"seoTitle":194,"standfirst":195,"stem":196,"tags":197,"updated":169,"__hash__":202},"codex\u002Fcodex\u002Fa-number-without-a-denominator.md","A Number Without a Denominator",{"type":7,"value":8,"toc":159},"minimark",[9,13,19,22,29,32,37,40,43,46,50,53,56,59,62,69,72,75,79,82,85,94,98,101,104,107,110,114,117,127,130,138,141,144,150,153],[10,11,12],"p",{},"Zanias posted a video in November about a single number: the monthly listeners\nfigure on a Spotify artist page. Her verdict, unvarnished — it is",[14,15,16],"blockquote",{},[10,17,18],{},"a garbage metric for deciding which artists have value",[10,20,21],{},"and she is right about the damage. She has watched festival lineups get built\noff it. Anyone who has released a record has watched their own sense of worth\nmove with it.",[23,24],"embedded-player",{"height":25,"provider":26,"src":27,"title":28},620,"Instagram","https:\u002F\u002Fwww.instagram.com\u002Fp\u002FDQ9ZgduDKEg\u002Fembed","Zanias on Spotify's monthly listeners metric",[10,30,31],{},"But I want to take the argument somewhere slightly different, because \"garbage\nmetric\" lets the number off too easily. The number is fine. It is the reading\nthat is broken.",[33,34,36],"h2",{"id":35},"what-it-actually-counts","What it actually counts",[10,38,39],{},"Monthly listeners counts how many individual accounts played at least one track\nin the last thirty days. That is the whole definition.",[10,41,42],{},"So the person who found you, played the album end to end, bought the record and\ncame to the show counts as one. And the person who put on a playlist, walked\naway, had one of your tracks go by while they were cooking, counts as one. Same\nweight. The metric cannot tell those two apart, because it was never built to.",[10,44,45],{},"That is not a flaw. A reach figure is supposed to measure reach. The flaw is\nwhat happens next.",[33,47,49],{"id":48},"one-number-is-never-data","One number is never data",[10,51,52],{},"Here is the thing that gets skipped in every argument about metrics. A number on\nits own carries no information about the world. It only starts meaning something\nwhen you put it next to another number.",[10,54,55],{},"Fifty thousand monthly listeners next to five hundred followers is a story about\na playlist. Somebody was exposed to you; almost nobody chose you.",[10,57,58],{},"The same fifty thousand next to thirty thousand followers and a few hundred\ndirect sales is a completely different story. That is an audience.",[10,60,61],{},"Same figure. Opposite realities. And an industry that reads the first number and\nskips the second is not measuring badly — it is not measuring at all.",[63,64,66],"codex-note",{"kicker":65},"The whole point",[10,67,68],{},"One number is never data. Data is at least two numbers and the relationship\nbetween them.",[10,70,71],{},"Zanias' own case is the cleanest demonstration I have seen. Her monthly\nlisteners barely moved when she released an album she considers her best work.\nMeanwhile her Bandcamp sales hit their highest in years, with names on the\norders she had never seen before. Two numbers pointing in opposite directions at\nthe same moment — and only one of them describes people who decided anything.",[10,73,74],{},"Her inflated figure, she points out, is largely propped up by \"Synapse,\" a track\nfrom the 2012 Linea Aspera debut on Dark Entries. A record from fourteen years\nago is deciding what a working artist is worth today, and the mechanism doing\nthe deciding is a recommendation system.",[33,76,78],{"id":77},"why-the-machine-prefers-the-unremarkable","Why the machine prefers the unremarkable",[10,80,81],{},"This is the part of her argument that should worry people who make things.",[10,83,84],{},"A recommender optimises against skips. So it learns to promote music that does\nnot make anyone reach for the button — music that is pleasant, unobtrusive, and\nclose enough to what surrounds it that nobody notices a change of register. It\nis not selecting for good. It is selecting for frictionless.",[10,86,87,88,93],{},"Which is a machine reliably rewarding the absence of the thing that makes music\nworth making. I wrote in ",[89,90,92],"a",{"href":91},"\u002Fcodex\u002Fanyone-can-mix","anyone can mix"," that a record\nhas no fixed meaning — that what precedes it decides how it lands. A system\noptimising for non-interruption is the exact inverse of that instinct. It wants\nevery neighbour to sound like the last one.",[33,95,97],{"id":96},"a-business-and-an-ecosystem","A business and an ecosystem",[10,99,100],{},"Zanias uses an image I keep coming back to: music as an ecosystem. The\nunderground as taproots, digging for new material and new methods, pulling\nnutrients up; pop as the leaves everyone actually sees. She says she does not\nwant to call it a business.",[10,102,103],{},"Here I'd part company with her slightly, because it is a business. Rent gets\npaid or it doesn't. Pretending otherwise is a luxury belief, and it is usually\nheld by people who are not relying on the money. Artists deserve to be paid, and\n\"it's about the art\" has been used to underpay musicians for as long as there\nhave been musicians.",[10,105,106],{},"The two framings are not opposites, though. They describe the same thing at\ndifferent depths. The further up you go, the more it behaves like a business:\nvolume, margin, predictable product. The further down you go, the more it\nbehaves like an ecosystem: things get made that cannot be justified on a\nspreadsheet, get passed around, and turn up years later in something that sells.\nThe underground is where the business gets its raw material, and it has never\nonce paid for it directly.",[10,108,109],{},"Which means the health of the whole thing depends on the layer with the least\nmoney in it. That is a strange arrangement, and it is why \"just release it and\nsee what the algorithm does\" is worse advice than it sounds.",[33,111,113],{"id":112},"where-we-release-and-what-it-costs","Where we release, and what it costs",[10,115,116],{},"I don't put music on Spotify.",[10,118,119,120,126],{},"That is not a stance adopted for this article — look at the release pages. The\n",[89,121,125],{"href":122,"rel":123},"https:\u002F\u002Fhybridflight.bandcamp.com\u002Falbum\u002Fbetween-coasts-ep",[124],"nofollow","Between Coasts EP","\nsells on Bandcamp and on Subvert. If you want to stream it, that's Tidal, Apple\nMusic or YouTube Music, all of which pay meaningfully more per play. Spotify\nappears nowhere on this site, and never has.",[10,128,129],{},"Bandcamp is still the most direct route: you buy it, the money is mostly the\nartist's, you own the file. Its one structural weakness is that it has been sold\ntwice in the last few years, and the people using it had no say in either sale.",[10,131,132,137],{},[89,133,136],{"href":134,"rel":135},"https:\u002F\u002Fwww.subvert.fm\u002Fhybrid-flight",[124],"Subvert"," is the answer to that specific\nproblem. It launched in 2025 as a co-operative with roughly 22,000 founding\nowner-members — artists, labels, workers and listeners who actually own the\nthing, elect its board, and voted to charge no platform fee at all. AI-generated\nmusic is not allowed on it. Whether it lasts is an open question. But it cannot\nbe sold out from under the people who built it, which is more than any other\nplatform in this list can say.",[10,139,140],{},"And the honest part: this costs reach. Choosing not to be on the largest\nplatform means fewer people hear the record, and my own monthly listeners number\nis not a number at all. That is the trade. I would rather have four hundred\npeople who bought something than forty thousand accounts that had a track go past\nthem.",[10,142,143],{},"So if you book, sign, or programme anyone: don't read that figure on its own.\nPut it next to their followers. Put it next to whether anybody paid for\nanything. Or do the thing the number was invented to save you from, and listen\nto the record.",[145,146],"codex-cta",{"body":147,"href":122,"kicker":148,"label":149,"title":125},"Five tracks between sun-drenched afternoons, Mediterranean sunsets and late-night club moments — Andalusia, Ibiza and Berlin. On Bandcamp and Subvert, not on Spotify.","The work","Buy on Bandcamp",[151,152],"hr",{},[10,154,155],{},[156,157,158],"em",{},"Source: Zanias, posted 12 November 2025. The quoted line follows that clip.\nSubvert's fee structure and membership figures are its own published numbers.",{"title":160,"searchDepth":161,"depth":161,"links":162},"",3,[163,165,166,167,168],{"id":35,"depth":164,"text":36},2,{"id":48,"depth":164,"text":49},{"id":77,"depth":164,"text":78},{"id":96,"depth":164,"text":97},{"id":112,"depth":164,"text":113},null,"2026-08-30T16:00:00","Zanias called Spotify's monthly listeners a garbage metric for valuing artists. The deeper problem is that it is read alone — and why we sell on Bandcamp and Subvert instead.",false,"md",[175,178,181,184],{"question":176,"answer":177},"What does Spotify's monthly listeners number actually measure?","It counts how many individual accounts have played at least one of an artist's tracks in the last 30 days. One play from an account that left a playlist running counts exactly the same as one from someone who listens to the whole catalogue, buys the record and comes to the shows. It is a reach figure, not a measure of audience.",{"question":179,"answer":180},"Why is monthly listeners a bad way to judge an artist?","Because it is read on its own. A number only means something in relation to another one. Fifty thousand monthly listeners next to five hundred followers describes passive playlist exposure; the same fifty thousand next to thirty thousand followers and steady sales describes a real audience. Identical figure, opposite realities. Followers, saves, repeat listens and direct sales are all harder to inflate.",{"question":182,"answer":183},"Why do some artists not release on Spotify?","Payouts per stream are tiny, the recommendation system rewards music that does not get skipped — which favours the unobtrusive and the derivative — and placement on editorial playlists, controlled by the platform, can inflate the very number the industry then treats as merit. Selling directly means fewer listeners and a sustainable relationship with the ones you have.",{"question":185,"answer":186},"What are the alternatives to Spotify for buying music?","Bandcamp remains the best-known place to buy directly from artists. Subvert is a member-owned co-operative launched in 2025 with roughly 22,000 founding owner-members, which charges no platform fee and cannot be sold to an outside buyer. For streaming rather than buying, Tidal, Apple Music and YouTube Music all pay more per stream than Spotify.","Essay",{},true,"\u002Fcodex\u002Fa-number-without-a-denominator",6,{"title":5,"description":171},"Why Spotify's monthly listeners number misleads promoters and labels, what to read instead, and why Hybrid Flight releases on Bandcamp, Subvert and Tidal rather than Spotify.","Spotify monthly listeners is a bad metric — and why we don't release there","Monthly listeners is not a lie. It is an answer to a question nobody is asking, being used to answer one it cannot reach.","codex\u002Fa-number-without-a-denominator",[198,199,200,201],"music industry","spotify","bandcamp","independent music","vEpRkqIkMu4qk9-JUHp_5EkrvSaUsb4V6XlzL83Pfa4",[204,210],{"title":205,"path":206,"stem":207,"description":208,"kind":209,"children":-1},"A Date for a Date","\u002Fcodex\u002Fa-date-for-a-date","codex\u002Fa-date-for-a-date","Save Our Sound argues that booking swaps between collectives have hardened into a currency, and that anyone without a date to trade gets quietly left off. Notes from someone who has been on both sides of it.","Response",{"title":211,"path":91,"stem":212,"description":213,"kind":209,"children":-1},"Anyone Can Mix","codex\u002Fanyone-can-mix","Dixon told RA that a DJ set is not rocket science — the storytelling is the part not everyone can do. On selection, order, and the moments a room takes home.",1789031394255]