SPOTIFY TECHNOLOGY S.A. (SPOT)
Hold

Every Guided Line Beaten, and Almost None of It From the Engine Room: Initiating Spotify at Hold

Published: By A.N. Burrows SPOT | Q3 2025 Earnings Analysis

Key Takeaways

  • Spotify cleared all five of its own guided metrics, but €41M of the €97M operating-income beat was a social-charge credit created by its own share price falling 9.0% during the quarter, and the gross-margin beat came "primarily" from a true-up of first-half rights-holder liabilities rather than from Q3 operations.
  • The user funnel is the best in the business and is genuinely accelerating: 713M MAU on +17M net adds against a +14M guide, the first real overhaul of the free tier since 2018, and 30-plus features shipped in a single autumn.
  • The second revenue engine is not running. Ad-supported revenue fell 5.5% to €446M and is now 10.4% of the company, the two-year constant-currency growth stack has collapsed from 31% to 7%, and management pushed the inflection out to the second half of 2026, a slip of roughly two quarters from the framing given in July.
  • Premium gross margin, on 90% of revenue, went backwards by 34bp year over year. Every basis point of consolidated expansion came from the ad segment, and part of that is a reclassification of podcast costs out of Ad-Supported and into Premium, which management confirmed "doesn't mean anything on the total company level."
  • Rating: Initiating at Hold. The funnel, the pricing runway and the untaken US price increase are real, but at roughly 48x FY2025E operating income the multiple already pays for the 2026 margin story, and the two variables that decide it (advertising and label economics) are both unresolved.

Results vs. Consensus

Spotify reports under IFRS in euros, and the euro figures below are the as-filed income-statement values from the interim financial statements furnished with the quarter. Two comparisons matter for this company and they answer different questions. The first is against management's own guidance, which is unusually specific (revenue, gross margin, operating income, MAU and subscribers are all guided to a point estimate) and is the bar management is actually held to on the call. The second is against the Street. Both are shown.

Versus company guidance

MetricGuidanceActualResultVariance
Total Revenue€4.2B€4,272MAbove+€72M
Gross Margin31.1%31.6%Above+50bp
Operating Income€485M€582MAbove+€97M
Monthly Active Users710M713MAbove+3M
Premium Subscribers281M281MIn linen/a

Versus Street consensus

MetricConsensusActualBeat/MissMagnitude
Revenue (EUR basis)€4.23B€4,272MBeat+1.0%
Monthly Active Users711M713MBeat+2M
EPS (USD-converted basis)$1.87$3.83Beat+105%
Q4 2025 revenue guide€4.57B€4.5B guidedBelow−1.5%

The EPS line needs a health warning, and it is the reason we do not lead with it. Q3 diluted EPS was €3.28 and basic EPS was €4.36, against net income of €899M. Only €582M of that came from operations. The remaining €317M is a €245M net finance income line and a €72M income tax benefit, and neither is a forecastable quantity. US data providers convert the reported result into dollars, which is where the $3.83 figure comes from; the doubling versus a $1.87 consensus tells you almost nothing about the quarter and a great deal about how the sell-side models a company whose bottom line is partly a derivative on its own stock.

Year-over-Year Comparison (Q3 2025 vs. Q3 2024, € millions)

Line itemQ3 2025Q3 2024Change
Premium revenue3,8263,516+8.8%
Ad-Supported revenue446472−5.5%
Total revenue4,2723,988+7.1%
Cost of revenue2,9212,748+6.3%
Gross profit1,3511,240+9.0%
Gross margin31.6%31.1%+53bp
Research and development309342−9.6%
Sales and marketing349332+5.1%
General and administrative111112−0.9%
Total operating expenses769786−2.2%
Operating income582454+28.2%
Operating margin13.6%11.4%+224bp
Finance income / (cost), net245(56)n/a
Income tax (benefit) / expense(72)98n/a
Net income899300+199.7%
Diluted EPS (€)3.281.45+126.2%
Free cash flow806711+13.4%

Sequential Comparison (Q3 2025 vs. Q2 2025, € millions)

Line itemQ3 2025Q2 2025Change
Premium revenue3,8263,740+2.3%
Ad-Supported revenue446453−1.5%
Total revenue4,2724,193+1.9%
Gross profit1,3511,320+2.3%
Gross margin31.6%31.5%+14bp
Total operating expenses769914−15.9%
Operating income582406+43.3%
Operating margin13.6%9.7%+394bp
Free cash flow806700+15.1%
MAU (millions)713696+17M
Premium subscribers (millions)281276+5M

Quality of the beat: where the €97M came from. Management guided Q3 to €4.2B of revenue at a 31.1% gross margin and €485M of operating income. That set of numbers implies guided gross profit of €1,306M and guided operating expense of €821M. Actual gross profit was €1,351M, so €45M of the beat sat above the operating-expense line. Actual operating expense was €769M, so €52M of the beat sat below it. The two components sum to the €97M that management cited on the call. Of the €52M expense favorability, €41M was the social-charge credit, leaving €11M of genuine cost discipline. Of the €45M gross-profit favorability, the CFO attributed the margin portion "primarily" to revisions of prior-period rights-holder liability estimates, "nearly all related to the first half of 2025." Strip out the social charges and hold the rights-holder true-up aside as a prior-period item, and what remains of the beat is roughly €11M of operating expense timing plus a genuine but unsized content-cost favorability. That is a fine quarter. It is not a €97M quarter.

Revenue. Reported growth of 7.1% understates the business, and constant-currency growth of 12% is the number to carry forward: a weak dollar cost Spotify roughly 450bp of reported year-over-year growth against the roughly 490bp management had assumed at the time of guidance. Underneath the currency, the composition is what matters. Premium grew 8.8% reported and 13% constant currency on 12% subscriber growth, which means volume did all of the work and price did none of it: Premium ARPU of €4.53 was down 4% year over year and flat in constant currency. Ad-supported revenue fell 5.5% and was flat in constant currency. So the entire company's organic growth engine in Q3 was subscriber count. That is a good engine, but it is one engine.

Margins. Consolidated gross margin of 31.6% expanded 53bp year over year, and the segment attribution is the uncomfortable part. Premium gross margin, which sits on 90% of revenue, contracted 34bp to 33.2%. Ad-supported gross margin expanded 525bp to 18.4%. Management was candid that a meaningful part of that divergence is bookkeeping: under the Spotify Partner Program, podcast content costs attributable to the enhanced video experience for Premium subscribers moved out of the Ad-Supported segment and into Premium starting in Q1 2025. The CFO said plainly that the shift "doesn't mean anything on the total company level." It does, however, mean the ad segment's apparent margin recovery is partly a transfer rather than an improvement, and it means the Premium margin trend that the bull case rests on is being read through a distorted lens for the whole of 2025.

EPS and below the line. Spotify's reported net income is levered to its own share price in two places, and in Q3 both fired in the same, favorable direction. The stock closed the second quarter at $767.34 and the third at $698.00, a 9.0% decline. Because the Exchangeable Notes are carried at fair value through profit and loss, that decline produced a €197M gain inside finance income (the prior-year quarter carried a €67M charge on the same line). Because social charges are payroll taxes accrued on the intrinsic value of share-based awards, the same decline turned what guidance assumed would be a €25M expense into a €16M credit. Add a €72M tax benefit, driven by a €202M item relating to acceleration of the deduction of previously capitalized US Section 174 research costs plus €50M on non-deductible losses tied to the notes, and the effective tax rate for the quarter was negative 8.7% against 24.5% a year ago. Roughly €238M of the quarter's earnings is the accounting echo of the share price going down. In the first half of 2025, when the stock rose, the same mechanism ran in reverse and put €601M of Exchangeable Note losses through finance costs. Investors should treat SPOT's net income line as substantially uninformative and anchor on operating income and free cash flow.

Segment Performance

SegmentRevenue (€M)YoYGross profit (€M)Gross marginYoY margin% of revenue
Premium3,826+8.8%1,26933.2%−34bp89.6%
Ad-Supported446−5.5%8218.4%+525bp10.4%
Consolidated4,272+7.1%1,35131.6%+53bp100.0%

Premium — 89.6% of revenue, growing on volume alone

Premium added 5 million net subscribers to finish at 281 million, up 12% year over year and exactly in line with guidance. Revenue of €3,826M grew 8.8% as reported and 13% in constant currency. The gap between 12% subscriber growth and 13% constant-currency revenue growth is the whole story of Premium's quarter: price contributed essentially nothing. Premium ARPU of €4.53 fell 4% year over year, and was flat excluding currency, with price-increase benefits offset by product and market mix as growth continues to skew toward lower-ARPU developing markets and toward promotional and bundled intake.

That is not a criticism of the pricing strategy so much as an observation about its timing. Spotify raised prices in more than 150 markets during 2025, against six markets in 2024, and management reports steady retention through it. But the increases landed progressively through the year and were concentrated outside the highest-ARPU market. The United States, which produced €1,587M of revenue in the quarter (37.1% of the total, on revenue that was flat year over year at €1,577M in Q3 2024), has not taken an increase in this cycle. The company is carrying a very large piece of unexercised pricing power, and the Street knows it.

The margin line is where Premium disappoints. Gross margin of 33.2% was down 34bp year over year, and management attributed the decline to video podcast costs, "inclusive of costs previously attributable to the Ad-Supported segment," partially offset by revenue growth outpacing music costs net of marketplace programs and audiobook costs. So the underlying music economics did improve. They were simply outrun by the cost of the video strategy, which is being charged to the segment that carries 90% of revenue.

Assessment: Premium is a healthy volume machine with a dormant price lever and a margin line temporarily obscured by an internal cost transfer. The subscriber trajectory supports the long-term case comfortably. What it does not yet support is the specific claim the multiple is making, which is that Premium gross margin steps up materially in 2026. For that, either the video-podcast cost load has to stop growing or the US price increase has to land.

Ad-Supported — 10.4% of revenue, shrinking, and the turnaround slipped

Ad-supported revenue of €446M declined 5.5% year over year and 1.5% sequentially, and was flat in constant currency. Management's framing is that growth in impressions sold was offset by softness in pricing and by deliberate optimization of owned-and-licensed podcast inventory. On a like-for-like basis, excluding the near-term drag from that inventory optimization and the rollout of the Spotify Partner Program, the CFO put constant-currency advertising growth in the mid single digits. The blunt version came in the Q&A: on a two-year constant-currency stack, ad growth has decelerated from 31% in Q3 2024 to 7% in Q3 2025.

The strategic response is a shift from direct sales to programmatic. The Spotify Ad Exchange launched in April 2025, advertiser participation has grown 142% since, and the quarter added Amazon and Yahoo as demand-side platform partners with programmatic access to both audio and video inventory. The mechanism is coherent. The problem is arithmetic and timing: programmatic has to grow enough in absolute euros to offset a flat-to-declining direct channel, and management moved the date on which that happens.

"We came out in quarter 2 and expressed the progress and said that we are a little bit behind, and we need a little bit more time. But we do see really good progress on the programmatic side… And that is progressing well, but the inflection point is a little bit further out than we expected before quarter 2. But as I said in my remarks also, we see that we're expecting to be back on the growth that we want in the second half of 2026." — Christian Luiga, CFO

A business that was 11.8% of revenue a year ago is 10.4% today. On the Q4 guide the segment will face its hardest comparison of the year, because Q4 2024 ad revenue of €537M was the peak quarter of that year and the last before the transition began. Even so, nothing management said points to positive year-over-year growth before mid-2026.

Assessment: This is the single clearest negative in the quarter and the one we weight most heavily in the initiation. A three-quarter transition has become a six-quarter transition, the segment is contracting in absolute terms, and the inflection has been described in every quarter of 2025 as being one or two quarters further out than the last description. Advertising is only a tenth of revenue, so it does not break the model. But it is the option on Spotify's free tier ever monetizing at scale, and that option keeps getting repriced downward while the stock does not.

Geographic mix

RegionQ3 2025 (€M)Q3 2024 (€M)YoY% of Q3 2025 revenue
United States1,5871,577+0.6%37.1%
Luxembourg32+50.0%0.1%
Other countries2,6822,409+11.3%62.8%
Total4,2723,988+7.1%100.0%

US revenue was effectively flat year over year in euro terms, which is mostly a currency artifact (the dollar weakened materially against the euro across the period) but is also the mathematical consequence of no US price increase and a US subscriber base that is far closer to saturation than the rest of the world. Growth is coming from everywhere else, at lower ARPU. This is the mix effect that shows up as the 4% ARPU decline, and it is structural rather than cyclical.

Key Operating Metrics

KPIQ3 2025Q2 2025Q3 2024YoYvs. guidance
Total MAU (M)713696640+11.4%+3M above
Premium subscribers (M)281276252+11.5%In line
Ad-supported MAU (M)446433402+10.9%n/a
Premium ARPU (€/month)4.53n/an/a−4% (flat cc)n/a
Free cash flow (€M)806700711+13.4%n/a
Cash and short-term investments (€B)9.18.46.1+49.2%n/a
Full-time employees7,323n/an/an/an/a

One ratio is worth pulling out of this table because it frames the entire advertising debate. Ad-supported MAU of 446 million produced €446M of quarterly revenue, which is exactly €1.00 per ad-supported user per quarter, or about €0.33 per month. Premium ARPU is €4.53 per month. The free user is monetizing at roughly one-thirteenth of the paying user. Every incremental free user is therefore worth very little on its own and almost everything as a conversion candidate, which is precisely how management describes it. The free tier is a subscriber-acquisition funnel that happens to carry an advertising business, not an advertising business that happens to have users.

Key Topics & Management Commentary

Overall Management Tone: Confident and unusually relaxed, with the confidence concentrated in the product and user narrative and the hedging concentrated in advertising and pricing. Management was direct about the two places the quarter was flattered, volunteering the social-charge and prior-period rights-holder effects before being asked, which is a credibility marker. The one soft spot was the advertising answer, where the response to a precise question about a collapsed two-year growth stack was a reiteration of strategy and a date roughly four quarters away.

1. The Founder Steps Back, and Two Co-CEOs Step Up

The governance change announced in September took its penultimate lap on this call. Daniel Ek transitions to Executive Chairman on January 1, 2026, with Alex Norström (currently Co-President and Chief Business Officer) and Gustav Söderström (Co-President and Chief Product and Technology Officer) becoming co-CEOs. Ek said this was his second-to-last call in the chief executive seat and explicitly ceded airtime on this one.

"So following today, I have one earnings call left as CEO. As you know, I'll be transitioning to Executive Chairman on January 1 with Alex and Gustav stepping into their roles as co-CEOs. You'll hear more from them today than you typically would and on our Q4 call in February, they'll run points." — Daniel Ek, CEO

Two things about this deserve weight. The first is that the succession is genuinely internal and long-tenured: Söderström has been at Spotify for over 17 years, Norström for most of the company's history, and both have run their functions as Co-Presidents for years already. This is not a search-firm outcome. The second is that co-CEO structures have a poor empirical record, and the specific risk with this one is legible from the org chart: Norström owns the business and monetization side and Söderström owns product and technology, which means the single most contested resource-allocation question at Spotify (how much margin to spend buying engagement) now has two owners rather than one.

The forward-looking ambition they articulated is also worth recording, because it is a change of framing. Norström described the goal as reaching "1 billion subscribers," against 281 million today, having noted that Spotify currently reaches roughly 3% of the world's population on a paying basis. That is a TAM statement rather than a plan, but it is a materially more aggressive framing than the company's prior "1 billion users" language.

Assessment: Neutral in the near term and a genuine risk factor over two to three years. Ek staying as Executive Chairman with founder control intact limits the strategic-drift risk, and the incoming pair are the architects of the current strategy, not new brooms. But the transition lands in the same six months that the advertising fix, the label renewal economics and a potential US price increase all have to be executed. We would rather it did not.

2. The Free Tier Rebuild Is the Quarter's Real Achievement

Spotify shipped the first substantive overhaul of the free experience since 2018: users can now search and play any track on demand in the free tier, and can jump directly into a song shared by a friend. MAU beat guidance by 3 million and added 17 million against a 14 million guide, and management attributed the outperformance primarily to the global rollout of this change, alongside marketing campaigns in developing markets.

"Every time that we have made a change to the free product and it's generated more MAU in the history of Spotify, it's led to more business growth down the line. So we just have to trust the funnel." — Alex Norström, Co-President and Chief Business Officer

The logic chain management runs is engagement to active days to conversion, and Söderström restated the internal shorthand for it: "the more you play, the more you pay eventually." The evidence that the chain is intact this quarter is circumstantial rather than direct. Management did not disclose whether free-to-paid conversion rates have actually moved, and when asked precisely that, the answer described more usage and more active days rather than a conversion figure.

Assessment: The MAU beat is real and the mechanism is credible, but this is a promise with a long fuse. A better free tier lifts MAU immediately and conversion, if at all, over several quarters. The Q4 guide implies 32 million MAU net adds, against only 8 million subscriber adds. The gap between those two numbers is either the funnel filling up or the funnel getting less efficient, and we will not know which until mid-2026.

3. Price Increases Everywhere Except Where They Matter Most

Spotify raised prices in more than 150 markets during 2025 against six in 2024, and management reports "steady retention rates" through it. The Q4 subscriber guide of 8 million net adds is explicitly below the prior-year figure because of the churn those increases create, which is the first hard cost management has put on the pricing programme.

Three separate analysts pressed on pricing, from three angles: elasticity in Australia and what it says about the US, why the UK increase was smaller than Australia's, and what gives management confidence to price above rivals. All three answers reduced to the same framework, delivered without a number attached.

"The important thing is that we're committed to pricing that reflects the value that we provide… We've mentioned the V2P ratio that we want to balance over time. And we will act when the time is right for each specific market, and we'll do it at the appropriate price based on those market dynamics." — Alex Norström, Co-President and Chief Business Officer

Ek added a framing worth noting: in an increasing number of markets Spotify is no longer a music service being benchmarked against music services, but a music, podcast and audiobook service, and the pricing decision factors in all three verticals. That is the intellectual justification for a larger US increase than a pure-music comparison would support.

Assessment: The pricing runway is the most valuable unexercised asset on the income statement, and the fact that ARPU was flat in constant currency this quarter proves how little of it has been used. The US is the prize. Every quarter it does not happen is a quarter of deferred margin, and the fact that management would not be drawn on timing across three separate questions suggests it is a live 2026 decision rather than an imminent one.

4. All Major Label and Publisher Deals Are Done, and Nobody Will Say What They Cost

Norström confirmed that Spotify is concluding a full renewal round, and disclosed for the first time that the company has modernized deals with all top five US publishers. He was explicit about what Spotify bought.

"For the first time in our history, we've got new modernized deals in place with all of the top 5 U.S. publishers. Now these are new structures. They're true win-win deals that we built to address the core objective for both sides… For Spotify, to your specific question here, these deals secure broader video rights that we've long needed. This was a critical strategic objective for us because it unlocks our ability to innovate and launch more products and features." — Alex Norström, Co-President and Chief Business Officer

Ek pre-empted the cost question in his opening remarks with an argument that the deals are not zero-sum, that flexibility to innovate is worth more than the headline rate, and that the flywheel benefits both sides. That is a reasonable position and it is also exactly what a company that just accepted a higher royalty rate in exchange for rights would say.

Assessment: Securing broad video rights across all majors and the top five publishers is a genuine strategic unlock and removes a multi-year overhang. It is also the largest unquantified variable in the 2026 model. Consolidated gross margin is 31.6% and every 100bp is roughly €170M of annualized gross profit at current revenue. Management gave the market a qualitative "win-win" and no rate, no term and no step-up schedule. The 2026 gross-margin debate cannot be settled with the information disclosed here.

5. Advertising: Strategy Reaffirmed, Timeline Extended

Covered in the segment section above, but the tone deserves separate treatment because it changed. In Q2 management described itself as "a little bit behind." In Q3 both the CFO and the Co-President used the identical construction, unprompted and separately: it is a question of when, not if.

"So when it comes to ad sales, it's a question of when, not if it's going to happen, right? We remain confident in the long-term strategy that we put in place, and I'm seeing that the dynamics really are improving… So we are pushing hard to build for the long term. And while these changes will take some time, I do believe they'll yield significant results in the years ahead." — Alex Norström, Co-President and Chief Business Officer

The specific mechanism they are waiting on is the crossover point at which programmatic growth exceeds the decline in direct sales. Amazon and Yahoo joined as DSP partners in the quarter, which adds demand, and auction-based revenue is growing. Neither the current programmatic share nor the crossover threshold was quantified.

Assessment: "When, not if" is the phrase companies reach for when the "when" has moved. We take the H2 2026 target as management's genuine expectation and we do not model on it. Our working assumption is ad revenue flat to modestly down in constant currency through 2026 with the segment at roughly 10% of revenue, and we treat any 2026 acceleration as upside rather than base case.

6. Thirty Features in a Quarter, and What Product Velocity Is Actually For

Söderström's segment was the most substantive part of the prepared remarks. Spotify shipped more than 30 core features in the autumn, more than in all of the prior year. The list includes lossless audio at up to 24-bit/44.1 kHz FLAC in more than 50 markets, playlist transition and mixing tools with third-party DJ deck support, in-app messaging for users 16 and over, and a natively rebuilt Apple TV application.

The messaging traction is the number that stands out: nearly 25 million users have sent close to 200 million messages since launch a few months ago. Jam, the real-time group listening feature, reached 100 million monthly listening hours, with cars the leading device. And in-car listening reached 245 million people, which management put at 34% of MAU and 15% of all consumption hours.

Söderström also disclosed something about how the velocity was achieved that is more interesting than any single feature. The Apple TV app had been deferred for years because the development cost could not be justified; it became viable when the team used AI to translate the existing iOS application to tvOS.

"But we were able to drastically reduce this cost by leveraging AI, where we could actually translate our general iOS application to TVOS." — Gustav Söderström, Co-President and Chief Product and Technology Officer

Assessment: Research and development expense fell 9.6% year over year while feature output roughly tripled. Some of that is currency and some is the timing of equity grants, but the AI-assisted development claim is a plausible partial explanation and, if it persists, is the most underappreciated margin lever in the business. Watch the R&D line against shipped-feature count over the next three quarters. If both hold, the operating-leverage case improves independent of anything the labels or advertisers do.

7. Ubiquity Extends Into Agentic AI: Spotify Inside ChatGPT

Spotify launched an integration inside ChatGPT in October, allowing a connected user to receive personalized music and podcast recommendations without leaving the assistant. Management framed this as an extension of a two-decade-old strategy rather than a new one.

"One way to think about Spotify is that we've always tried to be where the users are. If the users are on Sonos, we're on Sonos. If they're in the car, we're in the car. If they're on Google, searching for music, we're on Google and a lot of people are on ChatGPT. So of course, we're going to be in ChatGPT." — Gustav Söderström, Co-President and Chief Product and Technology Officer

The differentiated claim is that ChatGPT understands the world while Spotify understands the individual, and that combining the two produces a personalized result the assistant could not generate alone. Spotify also appeared as a launch integration on Meta's latest Ray-Ban glasses, with full connect, stream and control functionality.

Assessment: Strategically sound and financially neutral for now. The bull framing is that Spotify becomes the default audio layer of every AI assistant and hardware form factor, which protects the franchise through a platform shift that could otherwise disintermediate it. The bear framing is that Spotify is once again distributing its product inside somebody else's interface, which is how the music industry lost pricing power in the first place. Neither resolves in 2026. What matters near term is that the integration costs almost nothing and forecloses a real risk.

8. Audiobooks Are Quietly Becoming the ARPU Story

Two years after launch, the audiobook catalogue in English-language markets has more than tripled from 150,000 to over 500,000 titles, the service is live in 14 markets, more than half of eligible Premium users have played an audiobook, and the number of listeners rose 36% year over year with hours up more. The commercially significant development is the add-on model: Audiobooks+ is a recurring subscription for users who exhaust the 15-hour monthly allowance, and users are also buying one-off top-ups.

"The uptake on that specific add-on subscription has been really, really good. What's more is that on top of that, users are also buying top-ups. So really, what we're seeing is our ARPU levels that we've never seen before." — Alex Norström, Co-President and Chief Business Officer

Assessment: This is the most credible answer to the flat-ARPU problem, and it does not require the labels' permission. Add-on subscriptions raise revenue per account without a headline price increase, which means without the churn a price increase carries, and audiobook content economics are structurally different from music. The claim of unprecedented ARPU levels was made without a figure attached, so it is a directional signal rather than a modelable one. If the same claim comes with a number at Q4 or Q1, the ARPU line stops being a bear point.

9. Video Podcasts, the Netflix Deal, and Distributing Your Own Content Elsewhere

More than 390 million users have streamed a video podcast on Spotify, up 54% year over year, across nearly 500,000 video podcast shows. Time spent with video content has more than doubled year over year. In October, Spotify agreed to license 16 of its own video podcasts from Spotify Studios and The Ringer to Netflix, launching in the US in early 2026.

Asked directly whether syndicating to Netflix risks cannibalizing Spotify engagement or breeding a competitor, management pointed to the precedent of putting its shows on YouTube.

"Typically, when we have shows that originate on Spotify, we put them on YouTube. Historically, that's just been driving even more awareness about the show and where it originated. And typically, what we see is just net incremental usage on Spotify coming from that." — Alex Norström, Co-President and Chief Business Officer

Assessment: The creator-first logic is genuine and the YouTube precedent is a fair analogue. The cost side is the concern rather than the cannibalization: video podcast costs are the stated reason Premium gross margin fell 34bp year over year, and the Netflix deal deepens the commitment to a format whose economics have not yet been demonstrated. The Netflix revenue is real but small and does not begin until 2026.

10. Capital Returns Remain Deliberately Minimal

Spotify repurchased $77M of shares in Q3 and $410M year to date through November 3, against €9.1B of cash and short-term investments and €2.9B of trailing-twelve-month free cash flow. The CFO reiterated that the programme is opportunistic and sized primarily to offset dilution from employee equity plans rather than to return capital.

Assessment: Given that stock-based compensation ran €190M over the first nine months and that employee tax withholding on restricted stock releases consumed €181M of cash in the same period, a buyback of this size is doing roughly what management says it is doing and no more. The balance sheet is now carrying nine billion euros against a business that generates free cash flow every quarter and has no capital intensity to speak of (capital expenditure was €23M in the quarter). At some point the capital-allocation question becomes a real one. It was not asked on this call.

Guidance & Outlook

MetricQ3 2025 actualQ4 2025 guideImplied QoQStreetRead
Total revenue€4,272M€4.5B+5.3%€4.57BBelow consensus on FX
Gross margin31.6%32.9%+130bpn/aSharpest step-up of 2025
Operating income€582M€620M+6.5%n/aIncludes €17M social charges
Total MAU713M745M+32Mn/aAmong the largest net-add guides on record
Premium subscribers281M289M+8Mn/aBelow prior-year net adds on price churn

The Q4 revenue guide of €4.5B is the number that cost the stock its morning. It sits roughly 1.5% below where consensus was, and management's explanation is currency: the guide assumes a roughly 620bp year-over-year headwind to growth, based on a USD to EUR rate of 0.8523 at the September 30 close. On a constant-currency basis the same guide represents about 13% year-over-year growth, an acceleration from the 12% just delivered. Both statements are true, and which one the market chose to trade on tells you something about positioning rather than about Spotify.

The gross-margin guide is the more interesting line. Stepping from 31.6% to 32.9% is a 130bp sequential expansion, the largest of the year, and management attributes it primarily to year-over-year favorability in the Ad-Supported segment. Note the mechanical component: the Spotify Partner Program cost reclassification began in Q1 2025 and continues to flatter the ad segment through Q4, after which the year-over-year benefit disappears. The CFO said so directly, which is why he also pre-announced a Q1 2026 sequential step-down.

"Turning to 2026. While it's too early to provide guidance, I do want to point out that our first quarter gross margin typically sees a sequential step down from the fourth quarter from advertising seasonality, and we expect the same for quarter 1, '26." — Christian Luiga, CFO

Implied full-year 2025. Nine-month revenue of €12,655M plus a €4.5B Q4 guide puts FY2025 revenue at approximately €17.2B. Nine-month operating income of €1,497M plus €620M guided puts FY2025 operating income at approximately €2.1B, for a full-year operating margin near 12.3% against 8.7% for full-year 2024. That is genuine operating leverage, delivered while revenue grew in the high single digits in reported euros.

Street versus the guide. Consensus was at €4.57B for Q4 revenue and the company guided €4.5B. On operating income there was no widely circulated consensus figure to compare against, which is itself a comment on how this company is modelled: the guided operating-income line embeds a social-charge assumption (€17M, struck at the $698 Q3 close) that will be wrong by the time the quarter ends, in a direction determined entirely by the share price.

Guidance style. Spotify guided conservatively and beat on all five metrics this quarter, which is consistent with the pattern across 2025. The company sets a point estimate rather than a range, which makes it easy to grade and easy to clear. The one place the guide is not conservative is subscribers, where 8 million net adds is a real deceleration and management named the reason (price-increase churn) rather than burying it.

Analyst Q&A Highlights

Spotify runs its Q&A through a moderated queue in which submitted analyst questions are read aloud and voted on by participants, so the exchanges below are reproduced as they were put to management and answered on the call.

Why Premium Margin Is Falling While Advertising Margin Rises

The opening question went straight to the segment-margin divergence, asking for the puts and takes across Premium and advertising and how to think about the trajectory into Q4 and 2026. The answer was the most useful accounting disclosure of the call: the divergence is substantially a transfer, not a performance gap, and it runs through the whole of 2025 before annualizing out.

Q: "Can you talk through the puts and takes around gross margins across your premium and advertising segments in the third quarter? And how should we think about gross margins in the fourth quarter and 2026?"
— Jason Helfstein, Oppenheimer

A: "Yes, we are happy. Gross margin expansion is happening for the company this year. And as you are pointing out, there is a pressure more on the premium side than on the advertising side. That is really nothing really to worry about. We started this year by letting you know that we are moving — starting up the SPP program and moving over some of our podcast videos and podcast to utilize that content to give higher quality into the premium side. And when we do that, we recognize that cost now and premium instead of in advertising. That shift doesn't mean anything on the total company level, but it actually then dampens a bit the margin on the premium side, and improves it on the advertising side. As we started this in quarter 1 this year, it will come through all through the year and therefore also impact quarter 4 in the same way."
— Christian Luiga, CFO

Assessment: Management answered fully and volunteered the annualization point. The practical consequence is that anyone building a 2026 model off 2025 segment margins is building off a distorted base in both directions, and the ad segment's apparent 525bp of margin expansion should not be extrapolated. It also means the Q4 gross-margin guide of 32.9% is receiving help that stops in Q1.

The Collapsed Two-Year Advertising Growth Stack

The sharpest question of the call did not ask for strategy, it presented arithmetic: on a two-year constant-currency stack, advertising growth has fallen from 31% to 7%, against several consecutive quarters in which pricing softness was offered as the explanation. The response reaffirmed the programmatic strategy, conceded the crossover point has moved out, and put the recovery in the second half of 2026.

Q: "Looking at a 2-year stack of advertising revenue growth, FX neutral, you've decelerated from 31% in the third quarter of 2024 to 7% in the third quarter of 2025. And you've repeatedly talked to softness in pricing over the past several quarters. How do you return to robust ad growth?"
— Rich Greenfield, LightShed Partners

A: "You are completely right. I mean we have a like-for-like single-digit growth now, mid-single-digit growth now in the quarter 3. And we came from a much better position before when it came to growth levels… And that is progressing well, but the inflection point is a little bit further out than we expected before quarter 2. But as I said in my remarks also, we see that we're expecting to be back on the growth that we want in the second half of 2026."
— Christian Luiga, CFO

Assessment: Credit for the concession, which was immediate and unqualified. But the substance is a second consecutive quarter of pushing the recovery date, and the answer contained no metric by which an investor could independently track progress toward the crossover. Programmatic share of ad revenue would be the obvious disclosure, and it was not offered. Until it is, the H2 2026 date is unfalsifiable and should be modelled as such.

Whether the Free-Tier Overhaul Is Actually Converting

A question tested the causal link the entire funnel argument rests on, asking whether the well-received free-tier upgrades had produced any measurable change in the rate at which free users upgrade to Premium. The answer described increased usage and increased active days and restated the long-run relationship between the two and conversion, without giving a conversion figure.

Q: "In your Instagram post, Gustav mentioned that free users liked the recent upgrades to their free functionality. Have you seen any changes to the rate of upgrade from free to premium as a result?"
— Rich Greenfield, LightShed Partners

A: "What we see is indeed more usage… what we try to optimize for is more engagement per day, but specifically also more days per month. And we know over time that this simply leads to more conversion. In fact, we coined the phrase many years ago that is — that says the more you play, the more you pay eventually, which is why we always try to maximize engagement, both in the free tier and in the paid tier. So we are very certain that this will go the way it's always gone."
— Gustav Söderström, Co-President and Chief Product and Technology Officer

Assessment: This is an answer about faith in a historical relationship rather than about observed data, and the phrasing "we are very certain that this will go the way it's always gone" is the tell. It is probably right. It is also the load-bearing assumption behind a Q4 guide of 32 million MAU net adds alongside only 8 million subscriber adds, and it will take two or three quarters to verify. Investors buying the funnel story here are buying it on the company's track record, not on this quarter's disclosure.

Elasticity After the Australian Price Increase, and What It Implies for the US

The pricing question the market most wanted answered was put directly, using the Australian increase (larger in percentage terms than the UK's) as the natural experiment and asking what the observed consumer behaviour implies for a US move. Management declined the specifics and restated the value-to-price framework.

Q: "Can you talk about the elasticity and consumer behavior you're seeing after recent price increases in markets like Australia, where the magnitude was slightly higher? And what does it inform about potential in markets such as the U.S.?"
— Deepak Mathivanan, Cantor Fitzgerald

A: "Well, Deepak, as you know, we don't discuss elasticity and the specifics when it comes to pricing. But what I can tell you, and I want to reiterate is that price increases are part of our strategy… The important thing is that we're committed to pricing that reflects the value that we provide… And we will act when the time is right for each specific market, and we'll do it at the appropriate price based on those market dynamics."
— Alex Norström, Co-President and Chief Business Officer

Assessment: A clean non-answer, and a defensible one, since telegraphing a US increase would be commercially foolish. But the information vacuum matters: the single largest near-term earnings variable is a decision management will not discuss, in the one market where revenue was flat this quarter. The absence of denial is mildly encouraging and nothing more.

What the Completed Label and Publisher Renewals Actually Bought

A question asked what Spotify achieved across the full renewal round, what added rights or flexibility it obtained, and whether the non-music bundling strategy survived. This produced the call's most concrete strategic disclosure, and notably more colour than the company usually gives on partner economics.

Q: "You've now struck deals with all major labels from a high level. What do you think you've achieved? What added rights or added flexibility do you have? Do you still have the flexibility to pursue your nonmusic bundling strategy?"
— Benjamin Black, Deutsche Bank

A: "As you may have heard, we're about to conclude another renewal round with all of our partners. And this is a very significant moment for us. For the first time in our history, we've got new modernized deals in place with all of the top 5 U.S. publishers… For Spotify, to your specific question here, these deals secure broader video rights that we've long needed. This was a critical strategic objective for us because it unlocks our ability to innovate and launch more products and features that you've seen us rolling out."
— Alex Norström, Co-President and Chief Business Officer

Assessment: A real disclosure on rights and a total blank on price. The video rights unlock is strategically significant and explains the pace of video product launches. But "true win-win deals" is the language of a negotiation in which Spotify paid for something, and the market is being asked to take the 2026 gross-margin trajectory on trust. This is the disclosure gap we would most like closed at Q4.

The Netflix Syndication Deal and the Risk of Feeding a Competitor

A question raised the obvious objection to licensing sixteen owned video podcasts to a rival platform: engagement leaks off Spotify, and the licensee learns enough to build its own version. Management answered from the creator's perspective rather than the platform's, arguing that distribution breadth is what attracts creators and that creator supply is the scarce input.

Q: "In October, you agreed to license 16 of your own video podcasts to Netflix. How will this partnership enhance your video growth ambitions? And is there a risk that Spotify engagement declines or that Netflix builds its own competitor over time?"
— Michael Morris, Guggenheim

A: "This is a choice for creators. We don't decide for them where they want to be. They can be on Spotify and any other platform. But now we can offer the creators the opportunity to be on Spotify, but also get distribution on Netflix, which is ultimately very good for podcasters, and it also gives us revenue opportunities… It's really important that while we build a good user experience, we also need to have a very strong creator offer."
— Gustav Söderström, Co-President and Chief Product and Technology Officer

Assessment: The competitive-risk half of the question went unaddressed. The creator-supply argument is sound and consistent with how Spotify has behaved on YouTube for years, but the answer treats Netflix as a distribution channel rather than as a company that has spent a decade converting licensed content into owned content. The near-term financial stakes are small. The precedent is not.

What the Incoming Co-CEOs Are Building Toward

With the leadership handover eight weeks away, a question asked the two incoming chief executives what they were most looking forward to in their respective domains. The answers were revealing less for the enthusiasm than for the target that got named in passing.

Q: "Gustav and Alex, as you prepare to take over as co-CEOs in January, what are you most excited about in your respective areas?"
— Jessica Reif Ehrlich, Bank of America

A: "I'm honestly really excited because I know that the ambition level is going up… we now hit roughly 3% of the world's population. 3% of the world's population is subscribing to Spotify on a recurring basis every month they come back. And with these 3 verticals, we really have like a very expansive TAM… So this just puts us in a very good position to fulfill this new ambition of getting to 1 billion subscribers."
— Alex Norström, Co-President and Chief Business Officer

Assessment: A billion subscribers against 281 million today is an aspiration with no timeline attached, and it should be read as a statement of ambition rather than a plan. What is analytically useful is the reframing from users to subscribers: prior long-range framing centred on a billion users, and the incoming management is anchoring on the paid number instead. If that framing holds into the Q4 call, it implies a strategy weighted toward conversion and pricing rather than toward top-of-funnel reach, which would be a modest positive for margins.

What They're NOT Saying

  1. The size of the rights-holder true-up. The CFO said the gross-margin beat was driven "primarily" by revisions to prior-period rights-holder liability estimates relating almost entirely to the first half of 2025, then never sized it. Without the number, it is impossible to tell whether underlying Q3 gross margin was 31.2% or 31.5%, which is the difference between a quarter that beat on operations and one that did not.
  2. The economics of the label and publisher renewals. All majors and all top five US publishers are done, broader video rights secured, and not one word on rate, term or step-up. This is the largest single input to 2026 gross margin and the market has been given adjectives.
  3. Any free-to-paid conversion figure. Asked directly whether the free-tier overhaul had changed the upgrade rate, management described usage and active days. The conversion rate itself, which is the metric that turns 32 million MAU adds into subscriber revenue, remains undisclosed.
  4. Programmatic share of advertising revenue. The entire advertising recovery thesis rests on a crossover between growing programmatic and declining direct. Management would not disclose where in that crossover the business currently sits, which makes the H2 2026 target impossible to track between now and then.
  5. Anything about a US price increase. Three analysts approached it from three directions. Three answers described the value-to-price framework. The US was 37.1% of revenue this quarter and grew 0.6%.
  6. Elasticity data from the 150-plus markets already raised. Management says retention was "steady" and that Q4 subscriber adds will be below prior year because of price churn. Both cannot be fully characterised without a churn figure, and none was given.
  7. What the superfan tier is, or when. Asked whether a premium superfan product would be label-built for all services or Spotify-specific, the answer was that the company ships when products are ready. Given that the majors have been publicly briefing on superfan tiers for over a year, the absence of even a framing is notable.
  8. Any 2026 guidance beyond a Q1 margin warning. Management offered one forward data point for next year, and it was a negative one: Q1 2026 gross margin steps down sequentially on advertising seasonality. Everything else was "too early."

Market Reaction

  • Pre-print setup: SPOT closed at $644.09 on November 3, up 44.0% year to date against 16.5% for the S&P 500, and up 70.5% over the trailing twelve months. The stock had drifted 5.4% lower over the trailing thirty days from $680.50, and sat 17.0% below its 52-week closing high of $775.90 against a 52-week low of $377.73.
  • Reaction session (November 4, before-the-open print): Opened at $625.18, a 2.9% gap down, traded a range of $603.15 to $650.58 (6.4% below to 1.0% above the prior close), and closed at $629.60, down 2.2% or $14.49.
  • Volume: 4.3 million shares against a 1.5 million thirty-day average, or 2.9x normal.
  • Context: The S&P 500 fell 1.2% on the same session, so roughly half the decline was market.

The intraday path is more informative than the close. At the low, SPOT was down 6.4%, and same-day coverage was written against that level. By the close it had recovered better than two-thirds of the drawdown to finish down 2.2%, and on a market day that was itself down 1.2%. That shape (sell the guide, buy the quarter) is what you would expect when the disappointment is a headline number that unwinds on inspection.

What actually moved it. The Q4 revenue guide of €4.5B against roughly €4.57B expected is the proximate cause, and the currency explanation was available in the same document that contained the shortfall. On a constant-currency basis the guide implies an acceleration to about 13% from the 12% just delivered. Positioning did the rest: a stock up 70% over twelve months into a print, with a founder-CEO handover eight weeks away and an advertising segment shrinking, does not need much of an excuse.

What did not move it. Notably, the market did not appear to discriminate between the operational and non-operational components of the beat. A €97M operating-income beat of which €41M was a social-charge credit is a meaningfully lower-quality result than the headline, and the stock's recovery into the close suggests buyers were responding to the headline rather than to the decomposition. That gap is where our Hold rating lives.

Street Perspective

Debate: Does the 2026 Gross Margin Step-Up Actually Happen?

Bull view: The bull case on the Street holds that 2025 was the investment year and 2026 is the harvest: the Spotify Partner Program cost migration annualizes out, audiobooks and add-ons carry structurally better content economics than music, marketplace programmes keep scaling, and the newly signed label and publisher deals were struck for rights rather than rate. On this reading, consolidated gross margin crosses 33% during 2026 and the operating margin follows, on a revenue base growing low double digits in constant currency.

Bear view: The skeptical camp points out that Premium gross margin, on 90% of revenue, went down this quarter, and that the only segment showing expansion is doing so partly because costs were moved out of it. The renewal round almost certainly carried a price, video podcast costs are rising fast enough to be named as the cause of Premium margin compression, and the CFO has already pre-announced a Q1 2026 step-down. Under this view 2026 gross margin lands closer to 32% than 33%, and the operating leverage the multiple assumes arrives a year late.

Our take: The bear side has the better of it on evidence and the bull side has the better of it on direction. The disclosed facts support gradual improvement, not a step-change, and the one variable that could produce a step-change (the renewal economics) is undisclosed. We model consolidated gross margin at 32.3% to 32.8% for 2026 and treat anything above that as requiring a US price increase to fund it.

Debate: Is Advertising a Turnaround or a Structurally Impaired Asset?

Bull view: The constructive argument is that this is a self-inflicted, deliberate transition, not a demand problem: Spotify chose to optimize away low-quality owned-and-licensed podcast inventory and chose to shift from a direct salesforce to programmatic, and both decisions depress revenue before they lift it. Spotify Ad Exchange participation is up 142% since April, Amazon and Yahoo are now connected, video inventory has been opened programmatically, and 446 million monetizable free users at €0.33 per month is an obviously under-monetized asset.

Bear view: The bear camp notes that the recovery date has now moved twice, that the segment is shrinking in absolute terms in a period when digital advertising broadly is growing, and that audio's structural problem is that it competes for the same budgets as video with worse measurement. On this reading the programmatic pivot trades away direct-sales price for programmatic volume and lands at a permanently lower revenue base.

Our take: We are closer to the bears on the timeline and closer to the bulls on the endpoint. The free user is genuinely under-monetized and the programmatic infrastructure now exists. But a management team that has moved its own inflection date twice in two quarters, and that will not disclose the metric by which the inflection could be tracked, has not earned the benefit of the doubt on H2 2026. We carry advertising flat in constant currency through 2026.

Debate: What Should a Business Like This Be Worth?

Bull view: The bull framing is that Spotify is early in a margin expansion that has barely started, with 281 million subscribers, an untouched US price lever, an unmonetized 446 million free users, negligible capital intensity, €9.1B of gross cash and €2.9B of trailing free cash flow growing fast. On that view roughly 48x forward operating income is the wrong lens and the right lens is free cash flow several years out, where the multiple compresses quickly.

Bear view: The bear framing is that the market is paying a software multiple for a business whose cost of goods sold is negotiated every few years with three counterparties who own the input, whose largest market is growing 0.6%, whose second revenue stream is shrinking, and whose reported earnings are partly a derivative on its own share price. At 6.0x trailing revenue and roughly 51x trailing operating income, essentially all of the 2027 margin story is already in the price.

Our take: The valuation debate is really the gross-margin debate wearing a different hat, and we think the market has already underwritten the optimistic answer to it. Enterprise value of roughly €101B against trailing-twelve-month operating income of €1,974M is 51x, and against the €2.1B implied by full-year 2025 guidance is about 48x. Those are multiples that require both the US price increase and the advertising inflection to land. One of them is a management decision that can be made at will. The other has slipped twice.

Model Update Needed

This is our initiation, so the table below records the assumptions we are establishing rather than changes to a prior model.

ItemInitiating assumptionBasis
FY2025 revenue~€17.2BNine months actual of €12,655M plus the €4.5B Q4 guide
FY2025 operating income~€2.1B (12.3% margin)Nine months actual of €1,497M plus the €620M Q4 guide
FY2026 revenue growth+10% to +12% constant currencySubscriber growth of roughly 10% plus low-single-digit ARPU, no US price increase assumed
FY2026 gross margin32.3% to 32.8%Q4 2025 exit of 32.9%, less the Q1 seasonal step-down management pre-announced, less unquantified renewal economics
Ad-supported revenueFlat in constant currency through 2026H2 2026 inflection treated as upside, not base case, after two timeline extensions
Premium ARPUFlat to +2% constant currencyMix drag from developing markets offset by audiobook add-ons; no US increase in base case
Operating expense+9% to +11% ex-social-chargesThe underlying rate management disclosed for Q3, adjusted for currency and social charges
Social charges and finance incomeExcluded from forecastBoth are functions of the share price and are not forecastable; we model to operating income before social-charge variance
Capital intensityNegligible (~€25M/quarter)Q3 capital expenditure of €23M

Valuation framework. At the November 4 close of $629.60 on 205,964,504 basic weighted-average shares, market capitalization is approximately $129.7B. Converted at the 0.8523 USD to EUR rate the company used for its own guidance, that is roughly €110.5B; net of €9.1B of cash and short-term investments, enterprise value is approximately €101.4B. Against trailing-twelve-month revenue of €16.9B that is 6.0x, against trailing-twelve-month operating income of €1,974M it is 51x, and against the roughly €2.1B implied by full-year 2025 guidance it is about 48x. Against €2.9B of trailing free cash flow it is 35x. We would be buyers in the mid-to-high $400s, which is where roughly 36x FY2025E operating income would put the shares and where the advertising option becomes free.

Valuation impact: Initiating with a fair-value range of $560 to $620 against a $629.60 close, which is why the rating is Hold rather than Outperform. The range widens meaningfully to the upside on a confirmed US price increase.

Thesis Scorecard Post-Earnings

This is first coverage, so the pillars below are established rather than graded against a prior quarter. Each carries the status it holds as of this print, and each will be scored the same way every quarter from here.

Thesis pointStatusNotes
Bull #1: The funnel compounds. Free-tier and product investment converts top-of-funnel growth into paid subscribers at scale.Confirmed713M MAU on +17M against a +14M guide, first free-tier rebuild since 2018, 30-plus features shipped. Conversion rate itself still undisclosed.
Bull #2: Pricing power is real and largely unexercised.Neutral150-plus markets raised with steady retention, but ARPU was flat in constant currency and the US has not moved. The lever exists and was not pulled.
Bull #3: Multi-format expansion lifts ARPU without label permission.ConfirmedAudiobooks past 500K titles in 14 markets, half of eligible Premium users engaged, Audiobooks+ add-on driving "ARPU levels we've never seen before." No figure attached yet.
Bear #1: Advertising is impaired rather than transitioning.ConfirmedRevenue −5.5% YoY, two-year constant-currency stack down from 31% to 7%, inflection pushed to H2 2026 for the second consecutive quarter.
Bear #2: Gross margin is permissioned by the labels, and the terms are undisclosed.ConfirmedPremium gross margin −34bp YoY on 90% of revenue. Full renewal round completed with zero economic disclosure. Q1 2026 step-down pre-announced.
Bear #3: Earnings quality is low and the valuation assumes it is not.Confirmed€238M of the quarter's result traces to the share price falling 9.0% (social charges plus Exchangeable Note fair value). Effective tax rate of negative 8.7%. Roughly 48x FY2025E operating income.

Overall: The business is in better shape than the earnings quality of this particular quarter suggests, and the stock is priced for a version of 2026 that requires two unresolved things to go right. The user franchise is the best in its industry and is accelerating. The monetization franchise is running on one cylinder, and the second cylinder has now been promised for the second half of 2026 twice.

Action: Initiating at Hold. We would upgrade to Outperform on either a confirmed US price increase or two consecutive quarters of positive constant-currency advertising growth, and we would move to Underperform if Premium gross margin contracts again year over year in the first half of 2026 with the renewal economics still undisclosed.

Independence Disclosure As of the publication date, the author holds no position in SPOT and has no plans to initiate any position in SPOT within the next 72 hours. Aardvark Labs Capital Research maintains a firm-wide policy of not trading any security we cover. No compensation has been received from Spotify Technology S.A. or any affiliated party for this research.