Spotify Trials New Option to Turn Off Personalized Recommendations
Spotify is trialing a new ability for users to turn off their personalized recommendations, according to beta code unearthed by MacRumors contributor Aaron Perris.
Depending on how it works, the new option could conceivably allow users to prevent songs played on their account on behalf of other listeners from affecting their personalized recommendations. Either way, it is likely to be welcomed by Spotify users who aren't entirely satisfied with the success rate of the service's algorithms in matching new songs to their listening tastes.
Spotify's recommendation system combines a number of machine learning and AI-driven methods. The service's algorithm analyzes listening history, favorite genres, and the time of day that users listen to music, and bases its personal recommendations on these parameters. This process is combined with content-based filtering, which analyzes the audio of a song that a user interacts with, and takes into account characteristics like time signature, key, and tempo to recommend new songs with similar characteristics.
Spotify's recommendations system also uses something called collaborative filtering. For example, if two users have similar music tastes, Spotify might recommend songs one user has listened to but the other hasn't. However, this can end up with Spotify recommending more popular items more often than lesser known songs, resulting in an "echo chamber" effect, and for new users with no listening history it is next to useless.
It's not clear when the new option to turn off personal recommendations will appear for Spotify users, or whether the trial is region-specific. Spotify simply says it is "evaluating the ability," and thanks users for trying it out to help make Spotify better.
Apple is introducing a similar function for Apple Music subscribers in iOS 17.2, in the form of an additional Focus filter that can automatically turns off a user's Apple Music listening history. Apple's substantial software update is expected to land on iPhones in December.
Popular Stories
Apple has begun selling the Hikawa Phone Grip and Stand, a new limited-edition iPhone accessory designed with accessibility in mind.
Designed by LA-based Bailey Hikawa to celebrate the 40th anniversary of accessibility at Apple, the grip uses magnets to securely snap onto any iPhone with MagSafe.
Apple says it can be removed with ease, and doubles as a stand with two different viewing...
iOS 26.2 is currently in beta testing. The upcoming update includes a handful of new features and changes on the iPhone, including a new Liquid Glass slider for the Lock Screen's clock, offline lyrics for Apple Music, and more.
In a recent press release, Apple confirmed that iOS 26.2 will be released to all users in December, but it did not provide a specific release date.
Keep reading...
Apple's annual four-day Black Friday through Cyber Monday shopping event is returning on Friday, November 28 through Monday, December 1 in many countries, including the United States, Canada, Australia, New Zealand, France, Germany, Italy, Spain, the United Kingdom, Belgium, the Netherlands, Sweden, Thailand, and others.
During the shopping event, customers can get an Apple gift card with...
On this week's episode of The MacRumors Show, we talk through all of the new features and improvements expected to come to next year's iPhone 18 Pro and iPhone 18 Pro Max models.
Subscribe to The MacRumors Show YouTube channel for more videos
Apple's next-generation iPhones are less than ten months away and we already have a good idea about what to expect based on corroborated leaks, rumors,...
Apple's first foldable iPhone is expected to launch alongside the iPhone 18 Pro models in fall 2026, and it's shaping up to include two standout features that could set it apart from the competition.
The book-style foldable will reportedly feature an industry-first 24-megapixel under-display camera built into the inner display, according to a recent JP Morgan equity research report. That...
Black Friday is just over a week away, and iPad deals have finally started to flood in at retailers like Amazon and Best Buy. Below we're tracking discounts on every current generation iPad, including lowest-ever prices on M3 iPad Air and M5 iPad Pro, plus steep markdowns on iPad and iPad mini.
Note: MacRumors is an affiliate partner with some of these vendors. When you click a link and make a ...
iOS 27 will reportedly have two major elements: quality improvements and new AI features.
In his Power On newsletter today, Bloomberg's Mark Gurman said that iOS 27 will be similar to Mac OS X Snow Leopard, in the sense that Apple is focused on improving "quality and underlying performance" over adding new features.
Gurman said there is one exception to this rule, though, as he expects...
We're officially less than one week away from Black Friday, which will take place on Friday, November 28 in 2025. As always, this will be the best time of the year to shop for great deals, including popular Apple products like AirPods, iPad, Apple Watch, and more. In this article, the majority of the discounts will be found on Amazon.
Note: MacRumors is an affiliate partner with some of these...
Apple is planning to release new entry-level models across its iPhone, iPad, and Mac categories early next year, with an all-new affordable MacBook the most notable addition to the lineup.
According to a new research report by Jeff Pu of GF Securities seen by MacRumors, Apple will launch the iPhone 17e – its second iteration of the "e" line – in the spring, likely along with a...
