For years, Spotify's recommendation system has relied on listening habits to build a profile of a user's music preferences. However, many users complained that recommendations were sometimes inaccurate—especially when accounts were shared with family members or used for background audio like sleep sounds.
Spotify is introducing a new feature that gives users more control over how the platform recommends music. The company announced at the SXSW that listeners will soon be able to review and edit their Taste Profile, the data model that powers personalized music suggestions.
For years, Spotify's recommendation system has relied on listening habits to build a profile of a user's music preferences. However, many users complained that recommendations were sometimes inaccurate—especially when accounts were shared with family members or used for background audio like sleep sounds.
The new Taste Profile editing tool aims to solve this issue by allowing users to directly manage and refine their listening data.
What Is Spotify's Taste Profile?
Your Taste Profile is the internal system Spotify uses to understand what kind of music you enjoy. It analyzes your listening history and behavior to generate personalized recommendations across the app.
This profile influences several key Spotify features, including:
Discover Weekly playlists
Made For You recommendations
Personalized home page suggestions
The annual listening summary known as Spotify Wrapped
Because the system depends on past listening data, unusual activity—like kids playing songs or sleep playlists running overnight—can distort the algorithm’s understanding of your preferences.
How to Access and Edit Your Spotify Taste Profile
Spotify's new feature will make editing your profile simple and intuitive.
Follow these steps once the feature becomes available:
Step 1: Open the Spotify app
Launch the Spotify mobile application.
Step 2: Tap your profile icon
Your profile picture appears in the top corner of the app interface.
Step 3: Scroll to "Taste Profile"
Inside your profile settings, you will see the new Taste Profile section.
Step 4: Review your listening data
The page shows your music, podcast, and audiobook activity in one place.
Step 5: Adjust recommendations with prompts
Users can modify their profile using natural language prompts, such as:
After editing the profile, Spotify will immediately begin updating the Home page recommendations.
Why Spotify Is Adding Taste Profile Editing
There are several common reasons Spotify recommendations may become inaccurate:
Shared accounts
Many households use one Spotify account on smart speakers or TVs, meaning multiple people contribute to the listening history.
Background listening
Sleep sounds, meditation tracks, or ambient music can heavily influence the algorithm even if they are not part of your real music taste.
Kids using the account
Children often play the same songs repeatedly, which can dominate listening statistics and recommendations.
By letting users edit their Taste Profile directly, Spotify hopes to give listeners a way to reset or fine-tune their recommendations without manually deleting tracks or playlists.
What Makes the New Feature Different
Spotify previously offered limited tools to manage listening data, but they were difficult to use.
Older options allowed users to:
The new Taste Profile system is much more comprehensive because it lets users view and edit their entire preference model in one place.
This transparency is a major step toward improving trust in the recommendation algorithm.
When the Feature Will Be Available
Spotify says the Taste Profile editing tool will launch in beta for Premium users in New Zealand first, with plans to expand to more regions in the coming weeks.
If the rollout follows previous Spotify feature launches, the update will likely reach global users later this year.
Why This Update Matters for Spotify Users
Better recommendation control is one of the most requested improvements from the Spotify community.
By allowing users to directly edit their Taste Profile, Spotify could:
Improve recommendation accuracy
Fix issues caused by shared accounts
Restore the accuracy of yearly listening summaries
Provide a more personalized streaming experience
For users who rely on Spotify to discover new music, this feature could significantly improve how well the platform understands their musical tastes.
