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

6 New Things Your iPhone Can Do in iOS 26.1

Wednesday October 29, 2025 4:22 am PDT by
Apple is about to drop iOS 26.1, the first major point release since iOS 26 was rolled out in September, and there are at least six notable changes and improvements to look forward to. We've rounded them up below. Apple has already provided developers and public beta testers with the release candidate version of iOS 26.1, which means Apple will likely roll out the update to all compatible...
ios 26 1 slide to stop

iOS 26.1 Brings Back 2007 Feature in New Way

Friday October 31, 2025 1:40 pm PDT by
The upcoming iOS 26.1 update includes a small but helpful change for iPhones, and it could prevent you from running late to something important. Specifically, when an alarm goes off in the Clock app, there is a new "slide to stop" control on the screen for turning off the alarm. On previous iOS 26 versions, there is simply a large "stop" button, which could be accidentally tapped. The new ...
iOS 26

iOS 26.1 Coming Soon: New Features for Your iPhone and Release Date

Monday October 27, 2025 7:55 am PDT by
The upcoming iOS 26.1 update includes a handful of new features and changes for iPhones, including a toggle for changing the appearance of the Liquid Glass design, "slide to stop" for alarms in the Clock app, and more. Below, we outline key details about iOS 26.1. Release Date Given that Apple has yet to seed an iOS 26.1 Release Candidate, which is typically the final beta version, the...
M5 MacBook Pro

Waiting for New Macs? Apple Just Shared Bad News

Friday October 31, 2025 7:32 am PDT by
Apple has just given a strong indication that it will not be releasing any additional new Macs for the remainder of the year. Apple's CFO Kevan Parekh dropped the hint during the company's earnings call on Thursday:On Mac, keep in mind, we expect to face a very difficult compare against the M4 MacBook Pro, Mac mini, and iMac launches in the year-ago quarter.Parekh essentially gave a heads up ...
iPhone 17 Pro Cosmic Orange

8 Reasons to Wait for Next Year's iPhone 18 Pro

Thursday October 30, 2025 4:42 am PDT by
Apple's iPhone development roadmap runs several years into the future and the company is continually working with suppliers on several successive iPhone models at the same time, which is why we often get rumored features months ahead of launch. The iPhone 18 series is no different, and we already have a good idea of what to expect for the iPhone 18 Pro and iPhone 18 Pro Max. One thing worth...
maxresdefault

Apple TV 4K Could Still Launch Before 2025 Ends: All the Rumored Features

Monday October 27, 2025 4:51 pm PDT by
Apple is designing an updated version of the Apple TV 4K, and rumors suggest that it could come out sometime in the next couple of months. We're not expecting a major overhaul with design changes, but even a simple chip upgrade will bring major improvements to Apple's set-top box. Subscribe to the MacRumors YouTube channel for more videos. We've rounded up all the latest Apple TV rumors. ...
ipad mini 7 feature blue

OLED iPad Mini: Release Date, Pricing, and What to Expect

Wednesday October 29, 2025 7:13 am PDT by
Rumors are stoking excitement for the next-generation iPad mini that Apple is reportedly close to launching. So what should we expect from the successor to the iPad mini 7 that Apple released over a year ago? Read on to find out. Processor and Performance Apple is working on a next-generation version of the iPad mini (codename J510/J511) that features the A19 Pro chip, according to...
iOS 26

Apple Seeds iOS 26.1, iPadOS 26.1, and macOS Tahoe 26.1 Release Candidates

Tuesday October 28, 2025 1:07 pm PDT by
Apple today provided developers and public beta testers with the release candidate versions of upcoming iOS 26.1, iPadOS 26.1, macOS Tahoe 26.1, tvOS 26.1, watchOS 26.1, and visionOS 26.1 updates for testing purposes. The RCs betas come a week after Apple released the fourth betas. The new betas can be downloaded from the Settings app on a compatible device by going to General > Software...
apple tv hd

Apple Launched Its Big New Vision for TV 10 Years Ago Today

Thursday October 30, 2025 8:58 am PDT by
Apple launched the Apple TV HD, the Siri Remote, tvOS, and their accompanying App Store a decade ago today, marking a major overhaul of the device. The new vision for the Apple TV was unveiled on September 9, 2015 during Apple's "Hey Siri" event in San Francisco, where CEO Tim Cook introduced the device with the statement, "The future of TV is apps." The announcement represented a major...

Top Rated Comments

Spendlove Avatar
135 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
135 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
135 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
135 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
135 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
135 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)