How to tailor your Apple Music recommendations to be more accurate | AppleInsider (2024)

Apple Music feature art

One of the best parts about streaming apps like Apple Music is their ability to suggest new tracks, albums, and artists that you like. Here's how to make those recommendations more accurate.

Apple Music, by default, will curate recommendations based on a variety of factors, including likes and dislikes and the content already in your Library.

The intent is that you'll help Apple Music curate your taste over time, but you can also tailor your recommendations with these steps.

"Loving" songs

One of the simplest ways to tailor your Apple Music recommendations is to like a song within the app.

This lets the platform know that you enjoy a particular track. Given enough time, your catalog of likes will lead to curation that better suits your tastes.

Here's how to like a song.

  • Open mobile, find a song you like in Apple Music
  • Tap the three-dot button next to a track
  • Tap on Love

You can Like or Dislike tracks to curate your recommendations.

You can also Love songs in Apple Music on macOS.

  • On your Mac, find a song you like in the Music app
  • Click the three-dot button next to a track
  • Click on Love

Dislikes & Suggest Less Like This

On the flip side of the spectrum, you can also dislike a song or ask Apple Music to suggest fewer songs like it.

Combined with Loving songs, disliking specific tracks is a great way to cater Apple Music's recommendations to your tastes.

  • Open the app, find a song you don't like in Apple Music
  • Tap the three-dot button next to a track
  • Tap on Suggest Less Like This
  • On your Mac, find a song you don't like in the Music app
  • Click the three-dot button next to a track
  • Click on Dislike

Add to Library and playlists

Apple Music also takes your own Library into consideration when recommending new artists, albums, and tracks.

Adding to Library looks different depending on whether you want to add a playlist or album, or a track.

Adding an album, playlist, or track to your library also makes it easy to find them in the future. You won't have to search them out — they'll appear in your Library for easy access.

  • On iOS, navigate to a playlist or album that you like.
  • In the upper right corner, you'll see a Plus icon. Tap that
  • The album or playlist should now be in your Apple Music Library

You can also add individual songs to your Library, either by adding them to a playlist or clicking the three-dot menu in the Now Playing pane and selecting Add to Library or Add to a Playlist.

The instructions are a bit different on macOS, but essentially the same.

  • On macOS, navigate to a playlist or album that you like
  • You'll see a small icon with the word "Add" and a plus sign. Click on it
  • The album or playlist should now be in your Apple Music Library

Turn off Listening History

Apple Music also just analyzes your general listening habits to curate new tracks and artists, even if you don't use the like/dislike feature or add any of those songs or artists to your Library.

You also have the option of turning off your listening habits when it comes to recommendations. This can come in handy if you're letting a friend or family member "borrow" your Apple Music account for a while.

Go to Settings > Music and hit the checkbox next to Use Listening History.

A bit about ratings and stars

It appears that Apple is trying to bury its star ratings in Apple Music. While a mainstay of iTunes, star ratings were difficult to find and set up in the current versions of Apple Music on iOS 15 and macOS Monterey.

Apple says that star ratings only become available on iOS when you have ratings on a synced library. In our testing, the option to "Show Star Ratings" didn't even appear in iOS — even with a synced library.

Additionally, on macOS, Apple Music only allowed star ratings for playlists or albums in a user's Library — and not in the For You page.

Apple even noted that star ratings "do not affect For You recommendations," suggesting that they have no bearing on your curation.

How to tailor your Apple Music recommendations to be more accurate | AppleInsider (2024)

FAQs

How to tailor your Apple Music recommendations to be more accurate | AppleInsider? ›

Select your favorite genres and artists

How do you change Apple Music recommendations? ›

Tell Apple Music what you enjoy
  1. Touch and hold an album, playlist, or song, then tap Favorite or Suggest Less.
  2. On the Now Playing screen, tap. , then tap Favorite or Suggest Less.

How does the Apple Music recommendation algorithm work? ›

It's a combination of: User data: listening history, songs liked, songs skipped, playlists listened to, etc. Demographic data can also be included. Song metadata: genre, artist, tempo, style, label, sub-genre, producer, release date, etc.

Can I reset my Apple Music algorithm? ›

Tap the For You icon that looks like a heart. Tap View Account. Tap Choose Artists For You. Tap Reset.

How do I get genius suggestions on Apple Music? ›

Your Genius results are automatically updated once a week when Music is open. You can update them manually—for example, when you add new music to your library from a CD or a website or if a song has no Genius suggestions. Choose File > Library > Update Genius.

How do I suggest less on Apple Music? ›

Tell Apple Music on Mac what you like
  • Navigate to an item (such as a song or album), move the pointer over the item, click the More button , then choose Favorite, Dislike, or Suggest Less.
  • Click an item's Dislike or Suggest Less button , Not Favorited button , or Favorite button to switch between the options.

How do I turn off normalization on Apple Music? ›

Access Settings: Click on your profile picture, then select 'Settings'. Disable Normalize: Under 'Music Quality', find 'Normalize Volume' and switch it off.

How to get Apple Music recommendations better? ›

Add favorite playlists, artists, albums, and songs

When you mark an artist as a favorite, they appear below Favorite Artists in Home, and their music is recommended more often.

Which has better recommendations, Spotify or Apple Music? ›

In our experience, Spotify's algorithmic recommendations for new music based on our listening habits is the most on-point. It also has an AI DJ. But Apple Music's human-curated radio station often uncovers new or unreleased tracks that also appeal.

How do I optimize Apple Music? ›

Let Apple Music Maximize Your Storage

To turn on the “Optimize Storage” feature, open the iOS Settings app > scroll down > tap Music > tap “Optimize Storage.”

What does resetting Apple Music cache do? ›

Music saves the store pages you visit on your computer in a temporary location called the cache. If you return later, Music can retrieve the page from the cache faster than getting it from the internet. If the content on a page seems outdated, you can reset the cache to retrieve the latest version.

How do I get Apple Music to stop recommending? ›

After the initial setup, the only way to change what is recommended for you is to do what you are doing: continue to mark music as Suggest Less and Love. In time, the algorithm will learn what you want to hear and offer only those suggestions. Go to your profile. At the top of your profile, tap Edit.

How do I clean up my Apple Music library? ›

How to delete music on your iPhone, iPad, or Android device
  1. Open the Apple Music app.
  2. Touch and hold a song or album.
  3. Tap Remove, then tap Remove Download. Or tap Delete from Library. Remove Download: If the song is downloaded, you can remove the download from only the device you're using.
Apr 24, 2024

What is Genius shuffle? ›

Genius Shuffle: If you can't decide what to listen to, use Genius Shuffle—iTunes chooses a song from your library and then plays songs that go well with it. Note: To use Genius Shuffle, you need enough songs in your library to generate a complementary list of songs.

How to activate Genius Apple Music? ›

In the Music app on your Mac, choose File > Library > Turn On Genius (or Turn Off Genius). Turning off Genius turns off Genius Playlists and Genius Shuffle.

How do I turn on Apple Genius? ›

In the Music app on your Mac, choose File > Library > Turn On Genius (or Turn Off Genius).

How do I stop Apple Music from recommending songs? ›

Turn off Apple Music local county suggestions.
  1. Touch and hold an album, playlist, or song, then tap Love or Suggest Less Like This.
  2. On the Now Playing screen, tap , then tap Love or Suggest Less Like This.
Jan 14, 2022

How do I get suggested songs on Apple Music after? ›

Use Autoplay

Once you play something, Autoplay adds similar songs and plays them at the end of the queue.

How do I change the content on Apple Music? ›

Set content restrictions

At music.apple.com , click the My Account button (it looks like a photo or monogram) in the top-right corner, then choose Settings. You may be asked to sign in with your Apple ID. Below Parental Controls, click the switch to turn on Content Restrictions.

Does Apple Music have song recommendations? ›

In the Music app , Apple Music subscribers can get recommendations based on your favorite songs, artists, and more.

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