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
As the wait continues for Apple's long-rumored, fourth-generation iPhone SE, French electronics retailer Boulanger has prematurely published a product listing for a "new" model of the iPhone SE. The placeholder page says the device is "coming soon," but it offers no further information, and the price shown is obviously not real.
The listing was spotted by a reader of the French technology...
In a social media post today, Apple CEO Tim Cook teased an upcoming "launch" of some kind scheduled for Wednesday, February 19.
"Get ready to meet the newest member of the family," he said, with an #AppleLaunch hashtag.
The post includes a short video with an animated Apple logo inside a circle.
Cook did not provide an exact time for the launch, or share any other specific details, so...
Apple has yet to announce any new devices this year, but that could change starting next week.
Apple CEO Tim Cook today said to "get ready" for a "launch" on Wednesday, February 19.
"Get ready to meet the newest member of the family," said Cook, in a social media post. The post includes an #AppleLaunch hashtag, along with a short video featuring an animated Apple logo inside of a circle....
There continue to be signs of a new MacBook Air with an M4 chip, indicating that we could see the machine launch in the not too distant future. A private account on X today shared the identifiers that the MacBook Air will use, and those identifiers correspond to the M4 chip.
According to the source, both the 13-inch MacBook Air and the 15-inch MacBook Air will be equipped with Apple's...
Oppo has confirmed a February 20 global launch for its Find N5, which the company claims is the world's thinnest device in the foldable phone category. The phone is expected to be re-branded as the OnePlus Open 2 in the US.
The Chinese vendor has been teasing the device in the last few weeks, touting its waterproofing and nearly invisible display crease, and highlighting its thinness by compa...
Apple today released watchOS 11.3.1, a minor update to the operating system that runs on the Apple Watch. watchOS 11.3.1 is compatible with the Apple Watch Series 6 and later, all Apple Watch Ultra models, and the Apple Watch SE 2.
watchOS 11.3.1 can be downloaded by opening up the Apple Watch app and going to General > Software Update. To install the new software, the Apple Watch needs to...
Apple today released macOS Sequoia 15.3.1, a minor update to the macOS Sequoia operating system that came out last September. macOS 15.3.1 comes a few weeks after the launch of macOS Sequoia 15.3.
Mac users can download the macOS Sequoia update through the Software Update section of System Settings. Apple has also released macOS 13.7.4 and macOS 14.7.4 for those who are...
Apple this month started advertising on X for the first time in more than a year. The company had stopped advertising on the social media platform in November 2023 following controversial remarks made by its owner Elon Musk.
For example, the @Apple account is running an ad promoting Safari's privacy features. The ad was spotted by MacRumors contributor Aaron Perris. The @AppleTV account has a...
Apple today added MacBook Pro and Mac mini models with M4 series chips to its certified refurbished store in the United States, Canada, the United Kingdom, and Ireland for the first time since the computers were introduced in October 2024.
Some refurbished MacBook Pro models with M4 chips are also available in Belgium, Germany, the Netherlands, Spain, and select other European countries.
...
