How Apple Music's Liking System Works to Customize 'For You' Recommendations

Apple Music's main draw is its focus on curation and its ability to learn about your music preferences to provide recommendations that suit your tastes. Apple's new Music app focuses heavily on content discovery, with an entire "For You" section dedicated to recommendations.

According to Apple, its music experts "handpick songs, artists, and albums based on what you listen to and like," and this content is what populates the "For You" section. Apple's explained that "For You" recommendations get better over time based on "whether you love a song or not," but the company hasn't explicitly spelled out how to best use likes and listens to better tailor Apple Music to your tastes.

To clear up confusion on how recommendations work, The Loop's Jim Dalrymple has spoken directly with Apple to get some insight on how the "Like" feature in Apple Music works to affect recommendations, and he's penned a useful guide on liking from the information he obtained, which is well worth reading.

Any song played from Beats 1 radio, a default radio station, a curated playlist, or from a search can be liked by expanding the miniplayer and tapping the heart icon. You can essentially heart anything that's playing via Apple Music.

likingapplemusic
As Dalrymple explains, tapping the heart button on a song you like influences the content that's then displayed in the "For You" section of Apple Music. As more content is liked, the feature gets a better idea of each individual user's tastes, and is able to offer up a more tailored selection of music. Music that's added to a library and music that's played in full also affects "For You."

Tapping the heart does affect "For You," the section of Apple Music that's custom built with playlists, albums and songs tailored to your individual tastes. For You also takes into account music you add to your library and full plays you listen to. Skips aren't really taken into account, because there are so many reasons you may skip a song--maybe you're just not in the mood for it right now.

Radio stations created from individual songs, done by tapping on the hamburger button when any song is playing and choosing "Start Station," work a bit differently. Instead of displaying a heart, these playlists display a star. Tapping the star allows you to choose "Play More Like This" or "Play Less Like This" to tune a radio station to your particular tastes at that time without affecting overall "For You" recommendations.

playlesslikethisapplemusic
Pressing on any album or playlist recommendation in "For You" gives you an option to customize the section even more, by choosing "I Don't Like This Suggestion." It appears that this customization option is limited to iOS devices for the time being, as Apple Music on Mac doesn't offer this menu.

dislikesuggestionsapplemusic
Apple Music's ability to offer up intensively tailored song recommendations over time may be one of the reasons why Apple insisted on giving users a three month trial to experience the service. Regularly liking songs and culling the "For You" section of recommendations that aren't suitable should vastly change the quality of suggestions over the course of the next few months.

Popular Stories

iOS 26

iOS 26.4 and iOS 27 Features Revealed in New Leak

Friday December 12, 2025 10:56 am PST by
Macworld's Filipe Espósito today revealed a handful of features that Apple is allegedly planning for iOS 26.4, iOS 27, and even iOS 28. The report said the features are referenced within the code for a leaked internal build of iOS 26 that is not meant to be seen by the public. However, it appears that Espósito and/or his sources managed to gain access to it, providing us with a sneak peek...
iOS 26

iOS 26.2 Coming Soon With These 8 New Features on Your iPhone

Thursday December 11, 2025 8:49 am PST by
Apple seeded the second iOS 26.2 Release Candidate to developers earlier this week, meaning the update will be released to the general public very soon. Apple confirmed iOS 26.2 would be released in December, but it did not provide a specific date. We expect the update to be released by early next week. iOS 26.2 includes a handful of new features and changes on the iPhone, such as a new...
iOS 26

Apple Releases iOS 26.2 With Alarms for Reminders, Lock Screen Changes, Enhanced Safety Alerts and More

Friday December 12, 2025 10:10 am PST by
Apple today released iOS 26.2, the second major update to the iOS 26 operating system that came out in September, iOS 26.2 comes a little over a month after iOS 26.1 launched. ‌iOS 26‌.2 is compatible with the ‌iPhone‌ 11 series and later, as well as the second-generation ‌iPhone‌ SE. The new software can be downloaded on eligible iPhones over-the-air by going to Settings >...
AirPods Pro Firmware Feature

Apple Releases New Firmware for AirPods Pro 2 and AirPods Pro 3

Thursday December 11, 2025 11:28 am PST by
Apple today released new firmware designed for the AirPods Pro 3 and the prior-generation AirPods Pro 2. The AirPods Pro 3 firmware is 8B30, up from 8B25, while the AirPods Pro 2 firmware is 8B28, up from 8B21. There's no word on what's include in the updated firmware, but the AirPods Pro 2 and AirPods Pro 3 are getting expanded support for Live Translation in the European Union in iOS...
macOS Tahoe 26 Thumb

Apple Releases macOS Tahoe 26.2 With Edge Light

Friday December 12, 2025 10:08 am PST by
Apple today released macOS Tahoe 26.2, the second major update to the macOS Tahoe operating system that came out in September. macOS Tahoe 26.2 comes five weeks after Apple released macOS Tahoe 26.1. Mac users can download the macOS Tahoe update by using the Software Update section of System Settings. macOS Tahoe 26.2 includes Edge Light, a feature that illuminates your face with soft...
AirTag 2 Mock Feature

Apple AirTag 2: Four New Features Found in iOS 26 Code

Thursday December 11, 2025 10:31 am PST by
The AirTag 2 will include a handful of new features that will improve tracking capabilities, according to a new report from Macworld. The site says that it was able to access an internal build of iOS 26, which includes references to multiple unreleased products. Here's what's supposedly coming: An improved pairing process, though no details were provided. AirTag pairing is already...
ipados 26 1 slide over

Apple Releases iPadOS 26.2 With Multitasking Improvements

Friday December 12, 2025 10:09 am PST by
Apple today released iPadOS 26.2, the second major update to the iPadOS 26 operating system released in September. iPadOS 26.2 comes a month after iPadOS 26.1. The new software can be downloaded on eligible iPads over-the-air by going to Settings > General > Software Update. iPadOS 26.2 continues with the multitasking improvements that were added with iPadOS 26.1. You can now drag and...
bug security vulnerability issue fix larry

Update Now: iOS 26.2 Fixes 20+ Security Vulnerabilities

Friday December 12, 2025 11:11 am PST by
Apple today released iOS 26.2, iPadOS 26.2, and macOS 26.2, all of which introduce new features, bug fixes, and security improvements. Apple says that the updates address over 20 vulnerabilities, including two bugs that are known to have been actively exploited. There are a pair of WebKit vulnerabilities that could allow maliciously crafted web content to execute code or cause memory...

Top Rated Comments

Spendlove Avatar
137 months ago
Apple Music - "Do you like Biffy Clyro, Katherine Jenkins and Whitney Houston?"

Me - "No thank you Apple" delete, delete, delete.

Apple Music - "Do you like Biffy Clyro, Katherine Jenkins and Whitney Houston?"

Me - "Must have done something wrong, could have sworn I clicked no" DELETE DELETE DELETE

Apple Music - "Do you like Biffy Clyro, Katherine Jenkins and Whitney Houston?"

Me - "ARGHHH!" DELETE DELETE DELETE

Apple Music - "Do you like Biffy Clyro, Katherine Jenkins and Whitney Houston?"

Me - *sounds of smashing iPhone*
Score: 16 Votes (Like | Disagree)
Rogifan Avatar
137 months ago
I think Apple needs to add more options when the ellipse is selected, there's not enough of them. :rolleyes:
Score: 12 Votes (Like | Disagree)
Populism Avatar
137 months ago
I wish the new "For You" system relied on the old five-star rating system that has been in place since the dawn of iTunes. It gets the same job done, many of us rely heavily on the star system for creating smart playlists, and it isn't as binary as a simply hear/no-heart system.
Score: 7 Votes (Like | Disagree)
\-V-/ Avatar
137 months ago
Yep ... figured this out by accident. I really didn't like For You at first, then came back to it after liking a bunch of stuff and it actually gave me some great recommendations and cool playlists.
Score: 6 Votes (Like | Disagree)
iMcLovin Avatar
137 months ago
Its interesting how apple is so bad at informing people what features their services have. THere should be a step by step introduction highlighting each button. Honestly im not all that impressed with Apple music. Connect seems like a rather useless feature with ugly UI. Radio is just meh... The itunes shop and Apple music are completely separated and its confusing when you enter one or the other. Why cant they do like spotify, let you search through all the library of music but grey out what you cannot listen to and give you the option to buy it? also why do I have to add every single song to my library of music? If I want to create a playlist of various songs I need to add a new cover for each and every one of them. Only apples own playlists lets you listen to music outside your personal album. Also the whole thing is slow and unresponsive when you hit play or fast forward in a song, compared to spotify which is instant. I must say that currently, the spotify app, particularly the desktop version, is miles ahead both in UI and design and in quality of the service. Itunes was a bloated, slow and messy program before they re-made itunes a while back. Now it feels bloated, slow and messy once again, great job apple! :( Also itunes store looks really bad on the PC version, with jagged unreadable fonts. If it wasn't for spotifys slow adaptation of the family plan to compete with apple I would switch right back to spotify today. I thought music and UI was apples strengths, but apple music and streaming seems like a feature they have just half-heartedly made because they felt forced to do so by competition.
Score: 6 Votes (Like | Disagree)
ckelley Avatar
137 months ago
Only complaint I have about the liking feature so far is if I'm listening to Beats 1 and "heart" a song, it rarely goes away for the next one, unless it's a song that you can't tap the heart icon on anyways. Is it counting that I've liked this song? Is it just a UI bug? It doesn't do this on the other radio stations, so I'm guessing it's a UI bug. Hopefully this can be fixed, otherwise it's been a great experience on Beats 1 so far.
Score: 5 Votes (Like | Disagree)