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

Everything New in iOS 26.2 Beta 3

Monday November 17, 2025 3:20 pm PST by
Apple provided developers with the third beta of an upcoming iOS 26.2 update, and there are still new features that are being added with each beta that we get. We've rounded up all of the changes that Apple made in beta 3. AirDrop Apple added new AirDrop functionality, providing a way for two people to share files temporarily without having to add one another as contacts. iOS 26.2...
Tim Cook WWDC 2018

Report: Tim Cook to Step Down as Apple CEO 'as Soon as Next Year'

Saturday November 15, 2025 2:40 pm PST by
Apple is preparing for Tim Cook to step down as CEO of the company "as soon as next year," according to the Financial Times. The company's board of directors and senior executives "recently intensified preparations for Cook to hand over the reins," the report said. While the report said that Apple is unlikely to name a new CEO before its next earnings report in late January, it went on to ...
applecare apple care banner

Apple Brings New AppleCare+ Options to India

Tuesday November 18, 2025 8:42 am PST by
Apple today announced an expansion of AppleCare+ coverage in India, with new options for monthly and annual plans, and the addition of Theft and Loss for iPhone for the first time. Options for monthly and annual AppleCare+ plans in India provide more choice and flexibility, allowing users to keep coverage for as long as they require. Apple's vice president of Worldwide iPhone Product...
AirPods Pro Firmware Feature

Apple Releases New Firmware for AirPods Pro 2, AirPods Pro 3, and AirPods 4

Thursday November 13, 2025 11:35 am PST by
Apple today released new firmware designed for the AirPods Pro 3, the AirPods 4, and the prior-generation AirPods Pro 2. The AirPods Pro 3 firmware is 8B25, while the AirPods Pro 2 and AirPods 4 firmware is 8B21, all up from the prior 8A358 firmware released in October. There's no word on what's include in the updated firmware, but the AirPods Pro 2, AirPods 4 with ANC, and AirPods Pro 3...
best early black friday deals

Best Black Friday Apple Deals Live Now - Save on AirPods, iPads, and Apple Watches

Saturday November 15, 2025 1:45 pm PST by
We're officially in the month of 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 vendors. When ...
Apple Wallet ID Illinois

iPhone Driver's License Feature Launching in Illinois

Tuesday November 18, 2025 8:47 am PST by
In select U.S. states, residents can add their driver's license or state ID to the Wallet app on the iPhone and Apple Watch, providing a convenient and contactless way to display proof of identity or age at select airports and businesses, and in select apps. Starting this Wednesday, November 19, the feature will be available to residents of Illinois. The announcement confirmed that the...
iPhone Pocket Short

iPhone Pocket Now Available to Order, But Already Selling Out

Friday November 14, 2025 6:20 am PST by
Apple recently teamed up with Japanese fashion brand ISSEY MIYAKE to create the iPhone Pocket, a limited-edition knitted accessory designed to carry an iPhone. iPhone Pocket is available to order on Apple's online store starting today, in the United States, France, China, Italy, Japan, Singapore, South Korea, and the United Kingdom. However, it is already completely sold out in the United...
apple silicon mac lineup 2024 feature purple m5

Apple's 2026 Mac Plans

Friday November 14, 2025 3:23 pm PST by
Most of Apple's Macs are slated to get M5 chips across 2026, and there's a possibility we'll even see the first M6 chips toward the end of the year. Updates are planned for everything from the MacBook Air to the Mac Studio. MacBook Air (Early 2026) The MacBook Air will be one of the first Macs to get a 2026 refresh, with an update planned for the first few months of the year. The MacBook...
tvOS 26 Profiles

tvOS 26.2 Adds a Useful New Feature to Your Apple TV

Friday November 14, 2025 10:02 am PST by
Starting with the upcoming tvOS 26.2 update, currently in beta, additional profiles created on the Apple TV no longer require their own Apple Account. In the Settings app on the Apple TV, under Profiles and Accounts, anyone can create a new profile by simply entering a name and indicating whether the profile is for a kid. The profile will be associated with the primary user's Apple Account,...

Top Rated Comments

Spendlove Avatar
136 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
136 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
136 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
136 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
136 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
136 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)