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 on iPhone Feature

Here's When iOS 26 Rolls Out Today in Every Time Zone [Update: Out Now!]

Monday September 15, 2025 12:00 am PDT by
Update 10:06 a.m.: iOS 26 is rolling out now, though it may take a bit for all users to see it, so keep checking! Today's the day! Apple is about to release iOS 26, which will deliver the biggest redesign since iOS 7 and bring a range of new features and improvements to iPhones worldwide. It's Apple's biggest software update of the year, and Apple announced at last week's iPhone event that...
iOS 26 Battery Glass Feature

Apple Says Installing iOS 26 Might Impact Battery Life

Monday September 15, 2025 10:56 am PDT by
In the iOS 26 release notes, Apple is warning iPhone users that installing the new software might have a temporary impact on battery life, which is normal. A new support document explains that major iOS updates require background setup like indexing data and files for search, downloading new assets, and updating apps. Further, Apple says that new features could require more resources,...
Tim Cook Rainbow

Apple Reportedly Plans to Launch These 10 Products in 'Coming Months'

Sunday September 14, 2025 8:45 am PDT by
Apple's annual September event is now in the rearview mirror, with the iPhone 17, iPhone 17 Pro, iPhone 17 Pro Max, iPhone Air, Apple Watch Series 11, Apple Watch Ultra 3, Apple Watch SE 3, and AirPods Pro 3 set to launch this Friday, September 19. As always, there is more to come. In his Power On newsletter today, Bloomberg's Mark Gurman said Apple plans to release many products in the...
AirPods Pro Firmware Feature

AirPods Pro 2 and AirPods 4 Get iOS 26 Features With New Firmware Update

Monday September 15, 2025 10:50 am PDT by
Apple today released updated firmware for the AirPods Pro 2 and the AirPods 4, introducing support for the new AirPods features that are included in iOS 26, iPadOS 26, and macOS Tahoe. The firmware has a build number of 8A356, and it replaces the current 7E93 firmware. With Apple's new software updates, the AirPods Pro 2 and the AirPods 4 support better audio quality for phone calls and...
iphone 17 lineup

iPhone 17 Models Launch on September 19 With These New Features

Friday September 12, 2025 7:58 am PDT by
Apple will launch its new iPhone 17 lineup and ultra-thin iPhone Air in stores on Friday, September 19, and the company has already shown off the new devices at its fall event, which ran with the the tagline "Awe dropping." The iPhone 17 series brings a host of new features and enhancements. Here's a rundown of the biggest upgrades and changes: iPhone 17 Display Changes The iPhone...
iOS 26 Feature

iOS 26 Available Now With These 8 New Features

Monday September 15, 2025 5:45 am PDT by
Following three months of beta testing, iOS 26 was released today, September 15. The update is compatible with the iPhone 11 series and newer, and it is available to install via the Settings app, under General → Software Update. Below, we have highlighted eight new features included in iOS 26. Even more new features and changes are outlined in Apple's release notes for the update. Some of ...
iPhone 17 Pro Air Boxes

iPhone Air and iPhone 17 Pro Boxes Revealed

Sunday September 14, 2025 1:36 pm PDT by
T-Mobile President Jon Freier today shared real-world photos of Apple's boxes for the iPhone Air, iPhone 17 Pro, and iPhone 17 models, which launch on Friday. Image Credit: Jon Freier Apple has typically included iPhone box renders in its product environmental reports, but it did not do so for the latest models. However, Apple's iPhone Upgrade Program page does offer some images of the boxes, ...

Top Rated Comments

Spendlove Avatar
133 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
133 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
133 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
133 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
133 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
133 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)