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.

Top Rated Comments

Spendlove Avatar
71 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
71 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
71 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
71 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
71 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
71 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)

Top Stories

m1 chip macbook air pro

Kuo: Redesigned MacBooks With Apple Silicon to Launch in Second Half of 2021

Tuesday November 24, 2020 7:53 pm PST by
Apple plans to release additional MacBook models with Apple Silicon in the second half of 2021, according to analyst Ming-Chi Kuo, as part of the company's two-year transition away from Intel processors across its Mac lineup. In a research note today, obtained by MacRumors, Kuo said that these MacBook models will feature a new design. Kuo did not specify which models these will be, but he...
Apple Watc black friday 20 sale feature

Apple Black Friday 2020: Best Apple Watch Deals [Updated]

Wednesday November 25, 2020 4:01 pm PST by
Black Friday sales have begun on a variety of products, including the Apple Watch. There are quite a few deals across the Apple Watch lineup this year, including one of the lowest price we've ever seen the Apple Watch Series 3. Note: MacRumors is an affiliate partner with some of these vendors. When you click a link and make a purchase, we may receive a small payment, which helps us keep the...
AirPods Pro black friday 20 sale feature 2

Black Friday 2020: AirPods Pro Reach Lowest Price Ever [Updated]

Wednesday November 25, 2020 3:22 pm PST by
Black Friday has kicked off this week, and one of the first major sales for the AirPods Pro is available right now on Walmart. You can find this deal below, along with a few other solid discounts on the regular AirPods. Note: MacRumors is an affiliate partner with some of these vendors. When you click a link and make a purchase, we may receive a small payment, which helps us keep the site...
13 16 inch macbook pro air trio

Reliable Leaker Suggests Redesigned MacBooks in 2021 Will Include Both Apple Silicon and Intel Models

Wednesday November 25, 2020 9:15 am PST by
Reliable leaker known as "L0vetodream" has today suggested on Twitter that redesigned MacBooks coming in the second half of 2021 will include models with both Apple Silicon chips and Intel processors. The brief Tweet came in response to a MacRumors article from earlier today, which outlined a report from Ming-Chi Kuo claiming that Apple plans to release redesigned MacBook models with Apple ...
mac mini macbook pro macbook air

Apple M1 Hands-On Comparison: MacBook Air vs. MacBook Pro vs. Mac Mini

Monday November 23, 2020 3:40 pm PST by
Apple's M1 Macs are out in the wild now, but ahead of the holidays, you might still be trying to figure out which one to pick up, either for yourself or as a gift for someone else. We've got all three of the new Macs available, so we thought we'd give MacRumors readers a hands-on overview of each machine in our latest YouTube video. Subscribe to the MacRumors YouTube channel for more videos. ...
app store christmas icon

Apple Shutting Down App Store Connect From December 23 to December 27

Monday November 23, 2020 10:14 am PST by
Apple shuts down App Store Connect for a week around the holidays each year in an effort to give App Store staff time off from work. This year, App Store Connect will be unavailable from December 23 to December 27. With App Store Connect unavailable, Apple will not accept new apps or app updates, so all pricing changes and new app submissions need to be locked in before those dates for...
iPads black friday 20 sale feature

Apple Black Friday 2020: Best iPad Deals [Updated]

Tuesday November 24, 2020 8:51 am PST by
Black Friday is underway, and we're tracking discounts across Apple's lineup of iPads, including the current-generation 10.2-inch iPad, iPad Air, and iPad Pro. We'll be keeping this post updated as new deals appear and current ones expire, so be sure to keep checking back for the latest. Note: MacRumors is an affiliate partner with some of these vendors. When you click a link and make a...
Target November Deals 1

Black Friday Spotlight: Target Begins Week-Long Sale With Deals on iPhone 12, Powerbeats Pro, and More

Monday November 23, 2020 8:07 am PST by
We've been tracking early Black Friday deals in our dedicated Black Friday Roundup, and in an effort to prepare our readers for the big shopping event we're highlighting sales store-by-store in the lead-up to November 27. Note: MacRumors is an affiliate partner with Target. When you click a link and make a purchase, we may receive a small payment, which helps us keep the site running....
new mac mini logicpro screen

M1 Macs Able to Run Up to Six External Displays Using DisplayLink

Tuesday November 24, 2020 6:53 am PST by
It is possible to run up to six external displays from the M1 Mac mini, and five external displays from the M1 MacBook Air and MacBook Pro, with the aid of DisplayPort adapters, according to YouTuber Ruslan Tulupov. This far exceeds Apple's specified limits on external displays with the M1 Macs. Apple's host of new M1 Macs are not capable of supporting as many external displays as their...
2020 apple shopping event

Apple Offering Up to $150 Gift Card With Select Products on Black Friday Through Cyber Monday

Monday November 23, 2020 2:53 am PST by
Apple has announced its annual four-day shopping event, offering customers up to a $150 Apple Store gift card with the purchase of select products between Black Friday and Cyber Monday in the United States. The gift card values in the United States are as follows: $150 for 16-inch MacBook Pro $150 for 21.5-inch iMac $50 for 13-inch MacBook Pro $50 for MacBook Air $50 for iPhone SE,...