Key Highlights:
- Spotify is launching a new Taste Profile editing feature to let users adjust recommendations.
- Premium users in New Zealand will get early beta access before a wider rollout.
- The tool allows listeners to review and edit listening data using natural language prompts.
- Changes could directly influence playlists such as Discover Weekly and Spotify Wrapped.
Spotify is introducing a new way for listeners to control how its recommendation system understands their music habits. The company announced that users will soon be able to review and edit their Spotify Taste Profile, a core data model that powers recommendations across the platform.
The feature was revealed by Spotify co-CEO Gustav Söderström at the SXSW conference. It will first launch in beta for Premium users in New Zealand before expanding to other markets in the coming weeks.
The update marks one of the most direct attempts by Spotify to give listeners transparency and control over its recommendation algorithms.
What is Spotify Taste Profile and why does it matter?
The Spotify Taste Profile is the algorithmic model that represents a user’s listening habits and music preferences.
Spotify uses this data to power many of its most popular features, including:
- Discover Weekly playlists
- Personalized “Made For You” recommendations
- Daily Mix playlists
- Spotify Wrapped annual summaries
In simple terms, the Taste Profile acts as a digital map of what a listener likes. The more someone uses the platform, the more data Spotify collects to refine recommendations.
However, this system has also caused problems for many users. If the listening data becomes mixed with music that does not truly reflect someone’s taste, recommendations can become inaccurate.
How the new Spotify feature lets users edit recommendations
The new tool introduces a way for listeners to directly adjust the Taste Profile inside the app. Users will be able to see their listening data in one place. This includes activity across music, podcasts, and audiobooks.
To access it, users will need to:
- Tap their profile picture in the Spotify app
- Scroll down to find the Taste Profile section
- Review listening data and preferences
- Adjust recommendations using natural language prompts
For example, a user could ask Spotify to show more of a certain vibe or reduce another type of content. Once changes are made, the app’s home screen and recommendation feeds will update accordingly. This means personalized playlists and discovery features may begin reflecting the revised preferences.
Why Spotify users have long complained about recommendations
For years, some Spotify listeners have argued that the platform’s algorithm sometimes misunderstands their music taste. The problem often appears when accounts are shared across multiple people or devices.
For instance:
- Families may play music through shared smart speakers
- Children might use their parents’ Spotify accounts
- Drivers may hand over music control through CarPlay
- Guests may play music on shared TVs or speakers
As a result, the algorithm can start mixing different listening behaviors into one Taste Profile. Over time, recommendations may begin to drift away from a user’s actual preferences.
The hidden problem behind Spotify Wrapped
One of the most visible effects of incorrect listening data appears in Spotify Wrapped, the platform’s annual listening recap. Spotify Wrapped summarizes a user’s listening habits over the year. It highlights top songs, artists, and genres.
However, when the Taste Profile includes unwanted listening activity, the results can become misleading. Parents often report that their Wrapped results are dominated by children’s songs. Others say sleep sounds or ambient music appear among their top tracks.
For years, users have requested better tools to clean up listening data before Wrapped is generated. The new editing feature appears designed to address that frustration.
How this feature differs from Spotify’s previous controls
Spotify has previously offered limited tools to manage recommendation data. In the past, users could exclude specific playlists from influencing recommendations. They could also remove individual tracks from their listening history.
However, those tools were not widely visible and required manual adjustments. Many users did not know where to find them. Others said it took too much time to clean up their listening activity.
The new Taste Profile system takes a broader approach. Instead of editing individual songs or playlists, users can review the entire listening model and adjust it more easily.
Natural language prompts also simplify the process.
What the beta rollout means for Spotify users
The feature will first roll out to Spotify Premium listeners in New Zealand as part of a beta test. Spotify plans to monitor how people interact with the new controls before expanding availability.
If successful, the Taste Profile editing tool could eventually become a standard feature across Spotify’s global user base. The company has not yet announced a timeline for wider availability.
However, the early rollout signals a shift toward giving users more transparency over algorithm-driven recommendations.
Why Taste Profile control could reshape music discovery
Recommendation algorithms play a central role in how people discover music on streaming platforms. Features such as Discover Weekly rely heavily on behavioral data. Even small changes in listening patterns can affect what appears in a user’s feed.
By allowing listeners to review and adjust that data, Spotify may be giving users a new way to shape their discovery experience. More importantly, it could reduce the long-standing complaints about inaccurate recommendations and confusing Wrapped results.
As Spotify begins testing the feature, the company’s Taste Profile editing tool could redefine how users interact with recommendation algorithms across the platform.
