EQUAL: How Spotify Supports Women in Music

Key takeaways:

• Spotify EQUAL is a global initiative launched in 2021 to increase the visibility of women artists through playlists, ambassador campaigns, and marketing support.

• Women still account for less than one-quarter of total streams, reflecting a persistent listening gap.

• While EQUAL has boosted editorial exposure, algorithmic and structural inequalities in streaming remain.

• For independent artists, strategic pitching, accurate metadata, and audience engagement are key to turning visibility into long-term growth.

The music industry's gender imbalance has many faces – festival lineups, Grammy nominations, production credits, etc. But on streaming platforms, it manifests in a particularly measurable way: through listening behavior and recommendation systems.

At the center of this dynamic lies what researchers and analysts call the gender listening gap – the disparity in music consumption patterns in which male artists are streamed more heavily across all listener demographics, while female artists tend to have a more gender-skewed listener base. As on-demand streaming has become the dominant mode of music consumption, these patterns tend to shape the industry's core economics.

Data aggregated by Every Noise at Once – an interactive, algorithmically generated website created by former Spotify data engineer Glenn McDonald – offers a revealing snapshot of listening behavior.

When users actively choose what to stream, only around 23.1% of tracks selected are by women or mixed-gender acts. That same figure, 23.1%, also represents the share of overall streams attributed to female or mixed-gender artists. In other words, less than one-quarter of the listening volume goes to women.

The demographic breakdown is even more telling:

• Among male listeners, only 19.2% of streamed music comes from female or mixed-gender artists.

• Among female listeners, that share rises to 31.9%.

This asymmetry illustrates that male artists attract broad cross-gender listenership, while female artists often draw disproportionately female audiences.

As Every Noise at Once continues to report, when listeners engage with Spotify’s editorial playlists, the percentage of streams from female artists rises to 23.2%. This represents a mere 0.1 percentage-point improvement compared to self-directed listening. That suggests editorial curation alone has not meaningfully closed the gap.

The algorithmic side of the ecosystem presents an even more troubling disparity. Algorithm-generated playlists such as Discover Weekly and Release Radar account for a substantial share of streams on platforms like Spotify. These recommendation systems are designed to mirror and respond to individual users’ historical listening behavior, which is exactly where structural bias can emerge.

According to Every Noise at Once, when listeners play their personalized Discover Weekly playlists, only 19.7% of tracks are by female artists, which is 3.4 percentage points worse than when they choose their music themselves.

The pattern is reinforced by academic findings. A 2021 study titled “Break the Loop: Gender Imbalance in Music Recommenders” by Andrés Ferraro, Xavier Serra, and Christine Bauer analyzed listening data from approximately 330,000 users over nine years. When testing a standard music recommendation algorithm, the study revealed that:

• The first recommended track was by a male artist

• The next six recommendations were, on average, also male

• Users often had to wait until the seventh or eighth suggestion before encountering a female artist.

Some of us at iMusician were curious to see how algorithmic recommendations on different platforms compare. So we ran a small test across Spotify, Tidal, YouTube, and SoundCloud (of course, the results were not scientific, just illustrative). In only one case – on Spotify’s Daylist – did two female artists appear in the top seven spots, occupying the third and fourth positions. In other cases, a female artist was either placed eighth or not within the first seven or eight suggestions at all.

The reason for this pattern is structural. Algorithms are trained on existing listening behaviour, which itself reflects long-standing gender imbalances. In the end, the outcome is a self-reinforcing loop:

• Women are underrepresented in recommendations → they generate fewer streams → they produce weaker engagement signals → the algorithm continues to rank them lower. And without deliberate intervention, imbalance compounds over time.

This matters because of the opportunities streaming visibility can actually unlock for musicians. An artist featured on a major editorial playlist gains more than immediate streams. Strong engagement signals can trigger inclusion in personalized recommendations, radio stations, and release radar notifications. Once the algorithmic momentum builds, exposure can scale automatically across territories and listener segments.

The income data further underscores the stakes. The share of women among artists earning over $1 million annually on Spotify grew from 14% in 2017 to 18% in 2024. While this represents progress, it also means that more than four out of five artists at that income level are still men – in an industry where women make up roughly half of music consumers and a growing share of the artist base.

Nowadays, streaming platforms function as primary gateways to career scalability. If listening patterns and recommendation systems continue to reflect historical disparities, those imbalances translate directly into economic outcomes.

Visibility-focused interventions, such as Spotify’s EQUAL program, have been designed to fight these patterns of disparity and amplify the voices of women creators worldwide. Let’s have a look at what Spotify EQUAL actually is!

Spotify EQUAL is a global music initiative dedicated to promoting gender equality in the music industry. Launched in March 2021 to coincide with International Women's Day, EQUAL was conceived as an “always-on” program – not a seasonal campaign tied to awareness months, but a permanent and evolving commitment to increasing the visibility of women in music year-round.

The initiative was built in response to a clear imbalance that Spotify had identified through its own research: only one in five artists on the charts at the time were women. EQUAL's core mission is to address this disparity by amplifying the work of women artists, songwriters, and producers through editorial playlists, marketing campaigns, industry partnerships, and live activation channels.

Since its introduction, Spotify EQUAL has expanded to 184 markets worldwide. Given the music streaming landscape, this geographic breadth makes it one of the most extensive initiatives of its kind.

EQUAL operates through a suite of interconnected tools:

• Dedicated global and local playlists

• A monthly Ambassador program

• Off-platform marketing campaigns

• Partnerships with organisations working on gender equality in the creative industries

The program also sits within Spotify's broader diversity, equality, and inclusion strategy, alongside initiatives supporting Black creators (RADAR and Frequency), LGBTQ+ artists (Pride program), and emerging artists from underrepresented markets.

As outlined above, the Spotify women in music program comprises several interconnected components, each designed to drive visibility at different scales. Let’s have a look at each of them in more detail.

The flagship EQUAL Global Playlist sits at the centre of the program and functions as the most visible touchpoint for listeners. Updated monthly, it showcases women artists from across Spotify's global markets, with the EQUAL Ambassador of the Month receiving cover placement and top positioning.

One of the playlist's defining characteristics is its deliberate genre diversity: rather than focusing solely on pop (where women are already relatively well-represented on charts), it actively includes artists working across hip-hop, electronic, jazz, folk, classical, and regionally specific genres that often receive less mainstream streaming visibility.

Because the global playlist is accessible across all of Spotify's markets, it introduces artists to audiences well beyond their existing territories and fanbases.

Alongside the global flagship, Spotify operates market-specific playlists, such as EQUAL France, EQUAL Africa, EQUAL UK & Ireland, and EQUAL Latin. At launch, the streaming giant introduced 35 local EQUAL playlists spanning artists from over 50 countries. By the program’s second anniversary, that number had grown to 40 local editions.

These regional playlists reflect a clear localisation strategy that promotes cultural relevance. The assumption is that a female artist building a career in Lagos, Seoul, São Paulo, or Berlin operates within distinct cultural, linguistic, and industry contexts. A single global playlist cannot adequately reflect those differences and thus properly serve them.

By spotlighting regional talent alongside internationally recognized names, EQUAL avoids falling into a Western-centric narrative about what women's music should look like. Instead, it targets local music ecosystems, where sustainable careers are often built first.

Perhaps the most visible component of the Spotify EQUAL initiative is its monthly Ambassador program. Every month, Spotify designates one or more EQUAL Ambassadors – these are women artists selected by global and local editorial teams. An Ambassador receives cover placement on the EQUAL Global or relevant local playlist, in-app promotional banners, playlist story features, and dedicated marketing support across Spotify’s social and media channels.

The selection of Ambassadors has been intentionally varied, spanning global names like Jorja Smith and Avril Lavigne alongside emerging regional artists. This should demonstrate that the program is designed to serve both established and rising women in the music industry, operating within different markets and career stages.

What distinguishes EQUAL from standard playlist curation is the extent to which it operates as a multi-layered marketing and advocacy ecosystem rather than simply a collection of tracks.

On the marketing side, Spotify has used EQUAL as the foundation for large-scale out-of-home advertising campaigns. EQUAL artists have been featured on billboards in major global cities, including New York and London, helping to take the program's presence beyond the app and into physical public space.

This kind of media exposure is rare for streaming-led initiatives and gives the featured artists visibility that extends well beyond their Spotify profiles.

Spotify's social media channels actively amplify EQUAL content through artist interviews and stories, behind-the-scenes footage, playlist clips recorded by ambassadors themselves, and campaign moments tied to events such as International Women's Day and Women's History Month. These activations strive to reach audiences who might not otherwise engage with genre-specific discovery playlists.

Beyond its own platform, EQUAL has built meaningful partnerships with organisations working directly in the gender equity space, including UN Women, Calling All Crows, She Is The Music, Girls Make Beats, and more.

At launch, Spotify established the EQUAL Board, a network of 15 organisations from around the world that joined the program and provided grants to select partners to support mentorship, career development, and community-building initiatives for women in music.

EQUAL has also expanded into its own live-event infrastructure. In 2022, Spotify hosted the first-ever EQUAL Fest in Bogotá, Colombia, an all-women concert featuring 13 artists from a wide range of genres. In 2023, a second EQUAL Fest took place in Madrid.

By 2024, the program had hosted 15 EQUAL activations across cities, including Buenos Aires, Tokyo, Paris, and Sydney, attracting a combined attendance of more than 30,000 people. Beyond concerts, these events have included panel discussions, studio residencies, networking sessions, and participation in major industry gatherings like SXSW.

Spotify has also partnered with Billboard on their Women in Music event. This was the first time Spotify collaborated on this specific occasion, further promoting EQUAL within the broader professional music industry landscape rather than positioning it as a purely consumer-facing product.

Based on available evidence, the answer is a qualified yes. But there are caveats that need to be talked about.

On the metrics that Spotify directly controls – editorial playlist streams, artist discovery, playlist adds – the results are significant:

• In the first month of the program, fans added EQUAL artists to more than 600 different playlists over 1,500 times.

• Within six months, EQUAL playlists surpassed 29 million streams across 177 markets

• In 2025, EQUAL artists had generated 1.5 billion editorial streams within their first month of joining the program

• In 2024 alone, more than 130 million artist discoveries were made through EQUAL playlists, with EQUAL artists receiving over 11,800 editorial playlist adds.

The broader industry metrics have also shown incremental improvements, though the direct impact of EQUAL is harder to establish.

Still, the widely supported USC Annenberg studies explicitly cite EQUAL among the programs contributing to incremental improvements in women's chart representation.

Artists who have completed the Ambassador program also report tangible career advancements. Several ambassadors have described the program as a pivotal moment in their early careers, especially in markets where local music ecosystems lack infrastructure for women.

These testimonials are self-reported, but they align with what we know about the influence of editorial placement on career development.

That said, it is essential to differentiate between short-term visibility gains and long-term structural change. EQUAL operates on a monthly exposure cycle: one ambassador each month, one playlist refresh, and one coordinated social media push. For most women artists worldwide, the program remains something they observe from the outside – it’s rather aspirational than truly accessible.

Whether EQUAL is building lasting career infrastructure for women or simply providing a recurring spotlight to a rotating small group is a question Spotify has not fully addressed in its public reports. The gap between visibility and revenue is also significant.

Even as streaming numbers go up and editorial exposure increases, women still hold a disproportionately small share of songwriting credits, production roles, and back-end royalties. A higher streaming count does not automatically translate to greater creative control or financial fairness across the industry.

Any serious evaluation of EQUAL must acknowledge the structural limits of what a playlist-led program – even one backed by a company the size of Spotify – can realistically achieve.

One of the most persistent critiques EQUAL has faced concerns transparency. Spotify does not publicly share detailed selection criteria for EQUAL Ambassadors, nor does it fully disclose how participating playlists are defined within the programme or how long-term impact is measured beyond high-level performance metrics.

Industry professionals working with independent artists frequently question whether there is a clear, merit-based pathway into EQUAL for emerging, less-connected artists without label infrastructure. While Spotify insists that editorial decisions are made independently, the absence of published benchmarks leaves room for skepticism. This is especially true in an ecosystem that primarily benefits major labels and top music companies, who already have relationships with Spotify's editorial teams.

The issue of algorithmic bias also remains largely unaddressed by EQUAL. The program mainly relies on editorial playlists, which means it doesn’t reflect the way algorithmic recommendations like Discover Weekly, Radio, and autoplay work.

Research consistently shows that these systems underrepresent women artists compared to their actual share of available music. A monthly editorial playlist, no matter how well-curated, doesn't change the fundamental logic of recommendations. Essentially, human curation can temporarily counteract bias but doesn’t fundamentally change the underlying algorithm.

As of 2024, EQUAL had supported over 1,000 ambassadors across four years. While this might be a significant number of artists in absolute terms, it’s rather modest in proportional terms. There are millions of women releasing music globally each year.

Even accounting for artists featured on local EQUAL playlists who are not Ambassadors, the program’s intensive marketing support inevitably has limited reach.

While playlist inclusion can boost exposure, it doesn't automatically lead to fair pay, equal treatment in the studio, production credits, backend royalty participation, or access to executive positions.

Research from the USC Annenberg Inclusion Initiative repeatedly shows that women remain heavily underrepresented in behind-the-scenes roles, especially in producer and engineering jobs.

None of this means that EQUAL hasn’t helped promote gender equity in the music industry. The program has genuinely supported artists who might have struggled to reach global audiences, and its focus on year-round (not just Women's Month) visibility is significant.

However, playlisting alone can’t fix systemic inequality. Spotify's efforts are a step forward, but they are best seen as a targeted intervention, not a complete fix for the entire system.

For independent woman artists – as well as for managers, producers, or distributors working with them – understanding how EQUAL works and what its constraints are offers practical value.

The most direct pathway into EQUAL is through Spotify for Artists and editorial playlist pitching via a distributor, like iMusician, or a specialized service. Through Spotify for Artists, releases must be pitched at least seven days before launch. If you’re pitching your release through iMusician, your track has to be uploaded at least 20 days before the planned release to give it the best chance of getting playlisted.

A competitive pitch should include:

• Accurate metadata (genre, mood, instrumentation, language, location)

• A focus track you love

• A compelling description of the track

• Any relevant release context (as well as past accomplishments and success)

EQUAL playlists are curated by editors, which means a well-pitched track with strong contextual information stands a genuine chance of consideration, regardless of whether you're signed to a label.

Important note: Metadata quality is essential. Spotify's editorial team relies on genre, language, and mood tags to connect music with the appropriate playlist editors. If your metadata is incomplete or inaccurate, your music might never reach the editor most likely to feature it. (For tips on increasing your chances of getting featured, check out our article on how to get your song on Spotify editorial playlists.

Your release strategy also matters. EQUAL Ambassadors are chosen monthly, so timing your release early in the month or around key moments like International Women's Day can boost your visibility.

That said, there's no need to over-focus on March releases for International Women’s Day. Editorial playlists run year-round, and a well-planned release in August or November isn't harmed by the calendar if your music resonates with listeners.

It is also worth engaging with the broader EQUAL ecosystem beyond just the playlists. The initiative partners with organizations such as She Is The Music, SoundGirls, and Women in Music, which run their own programs, mentorships, and community networks. Being active in these communities can build the professional relationships that lead to editorial visibility, not just at Spotify but across the industry.

Editorial inclusion can drive growth, but algorithms ultimately respond to engagement signals such as saves, repeat listens, playlist adds, and completion rates. Independent artists should treat any playlist placement, EQUAL or otherwise, as a potential turning point in converting passive listeners into active followers – but not as an all-or-nothing proposition.

A long-term, sustainable strategy extends beyond playlist placements and centers on:

• Releasing music consistently

• Establishing an active online presence

• Keeping your profile up-to-date (Canvas, bio, artist pick)

• Targeting audience through socials and email

• Building community outside the platform

In short, EQUAL can boost your visibility, but it is not a substitute for infrastructure, nor does it guarantee economic equality. Artists who understand both its advantages and limitations are more likely to gain real value from the opportunity.

The Spotify EQUAL program stands as one of the most comprehensive platform-led interventions to address gender disparity in the streaming economy.

By combining global playlists, regional curation, ambassador campaigns, billboard placements, and marketing partnerships, the Spotify EQUAL initiative strives to go beyond symbolic gestures to create structural mechanisms for visibility.

But EQUAL is also a reminder of how much progress the industry still needs to make. Playlists can create opportunities, but lasting equity requires changes in production, leadership, booking, funding, and a better algorithm framework.

While streaming platforms can help improve the representation of women in the industry – and they should definitely aim for that – change can also come from each of us. That means: listening to more women, vocalizing support for women producers and songwriters, actively seeking out EQUAL playlists and similar curated efforts across platforms, demanding transparency from the services we use, and supporting relevant organizations.

Essentially, visibility can shape careers. And big players, when intentional, can reshape industries.