Benchmark Scorecard, 2025 to 2026 · 28 metrics, each against an external median or target
Benchmarks
What good looks like, and how every metric was graded
A new artist project has no history to grade itself against, so I built a scorecard that puts every headline metric next to an external 2025 to 2026 industry median or target, with the source named. 27 of the 28 metrics sit at or better than the benchmark. The one that does not, TikTok organic engagement per view, is the clearest owned-content lever in the program, and the scorecard is what surfaced it.
Context
Ad platforms report their own numbers in their own definitions, and every channel can be made to look good on the wrong metric. The scorecard exists so that nobody, including me, grades a reach channel on conversions or a conversion channel on CPM, and so that "cheap" and "strong" mean something outside the account.
How the scorecard works
Each channel is judged on the metric that matches its job: Google and YouTube on view rate, CPM and CPV; TikTok, Meta, Snapchat and Reddit on link CTR, CPM and CPC; Spotify Marquee on cost per converted listener; the Musicow app on CPI and funnel conversion; influencer on CPM, cost per view, engagement rate and cost per post.
CTR and CPC use real link clicks. Google's figure is a YouTube view rate, not a click-through rate, and is graded as one. For CPM, CPC, CPV and CPI lower is better; for CTR, view rate and engagement higher is better. Benchmarks are never added to any total. App metrics are graded against fintech benchmarks, not general-app benchmarks, because Musicow asks users to complete KYC and link a bank account. Our values link live from the workbook's other tabs, so the scorecard updates when the data does.
The scorecard
Every metric against its external median or target, restated as how many times better or worse than that benchmark the result is, so a cost and a rate can sit on one axis. The filter narrows the board to a group, and the toggle swaps the plot for the table it is drawn from.
- CPC (link)Meta12.5xbetter
$0.057 against a benchmark of $0.70 traffic. Well below. Source: WordStream.
- CPCSnapchat12.5xbetter
$0.068 against a benchmark of $0.84 median. Well below. Source: Gupta Media / AdLiftr.
- CPCTikTok10.0xbetter
$0.049 against a benchmark of $0.50 median. About 9x cheaper. Source: Varos.
- CPMGoogle / YouTube7.7xbetter
$0.81 against a benchmark of $3 to $10 video. Well below, top tier. Source: DigitalApplied.
- CPMTikTok7.1xbetter
$1.84 against a benchmark of $4 to $15 (about $13 median). Well below. Source: Triple Whale.
- Cost per viewInfluencer7.1xbetter
$0.0042 against a benchmark of $0.02 to $0.04. About 6x cheaper. Source: Influencer Marketing Hub.
- Blended CPMAll paid6.7xbetter
$1.50 against a benchmark of $7 to $14 median. Far below, top tier. Source: WebFX / Triple Whale.
- CPVGoogle / YouTube6.3xbetter
$0.0041 against a benchmark of $0.02 to $0.03. About 6x cheaper. Source: Store Growers.
- CTR (link)TikTok4.5xbetter
3.7% against a benchmark of 1% (0.84% average). 4x above. Source: Triple Whale / WebFX.
- CTR (link)Meta4.5xbetter
4.0% against a benchmark of 0.9% average. 4x above. Source: WordStream.
- CTR (link)Snapchat3.5xbetter
3.6% against a benchmark of 1.0% (2.5% strong). Well above. Source: Gupta Media / AdLiftr.
- CPMSnapchat3.4xbetter
$2.45 against a benchmark of $8.39 average. Well below. Source: Gupta Media.
- CPI, blended (fintech)App install3.3xbetter
$2.99 against a benchmark of $10+ fintech average. Far below, excellent. Source: Business of Apps.
- CPMMeta3.2xbetter
$2.30 against a benchmark of $7.47 Facebook average. Below average, good. Source: WebFX / Sovran.
- Cost per funded user (first purchase)Funnel3.1xbetter
$458 against a benchmark of About $1,450 fintech CAC. Far below CAC, strong. Source: First Page Sage / Prospeo.
- CPCReddit2.6xbetter
$0.231 against a benchmark of $0.20 to $1.50. In range, good. Source: Affect Group.
- Cost per registrationFunnel2.6xbetter
$11.72 against a benchmark of About $30 (KYC alone $20 to $30). Below, strong. Source: Red Branch / Youyaa.
- CPI, Android (fintech)App install2.5xbetter
$1.50 against a benchmark of $3.70 fintech Android. Far below, excellent. Source: Business of Apps.
- Engagement rateInfluencer2.4xbetter
12.0% against a benchmark of 2 to 6% micro tier. Far above, top tier. Source: InfluenceFlow.
- CPMReddit2.2xbetter
$1.82 against a benchmark of $2 to $6 standard. Below range, good. Source: Stackmatix.
- Cost per postInfluencer1.9xbetter
$160 against a benchmark of $125 to $1,250 mid tier. Low-mid tier, good value. Source: Influencer Marketing Hub.
- CTR (link)Reddit1.6xbetter
0.8% against a benchmark of 0.2 to 0.8% (1% strong). High end, solid. Source: AdBacklog.
- Cost per converted listenerSpotify Marquee1.6xbetter
$0.64 against a benchmark of $0.50 to $1.50. In range, efficient. Source: Industry estimate.
- CPMInfluencer1.6xbetter
$4.24 against a benchmark of $3 to $10 typical. In range, solid. Source: Page One / Awisee.
- View rateGoogle / YouTube1.4xbetter
20.5% against a benchmark of 15% in-stream. Strong. Source: Store Growers.
- Install to registrationFunnel1.4xbetter
50.4% against a benchmark of 30 to 40% finance activation. Above norm, strong. Source: CleverTap / Business of Apps.
- CPI, iOS (fintech)App install1.2xbetter
$10.10 against a benchmark of $10 to $35 fintech iOS (North America). Low end, solid. Source: Mobile Dev Memo / Business of Apps.
- Engagement per viewTikTok organic9.1xworse
0.44% against a benchmark of About 4.2% (good 4 to 8%). Below benchmark, opportunity. Source: Emplicit / Social Insider.
What the scorecard shows
Every social and search channel beat its CTR or view-rate benchmark, and every CPM, CPC and CPV ran well below its median. Paid influencer cleared its benchmarks on cost per view and engagement across four agencies and 544 posts. Spotify Marquee converted listeners inside its expected range. Judged against fintech rather than general-app norms, app installs were excellent at a blended $2.99, iOS sat at the low end of the fintech range at $10.10, and a funded user cost $458 against a fintech CAC near $1,450.
Two levers came out of it. The KYC to bank-link step in the Musicow funnel converts at 15.2%, and lifting it to 30% roughly doubles funded users at no media cost. TikTok organic engagement per view on the owned account runs at 0.44% against a 4.2% benchmark, which is the one place the program's owned content is behind and the first thing to fix on the next release.
- Metric
- TikTok organic engagement per view
- Our result
- 0.44%
- Benchmark
- About 4.2% (good 4 to 8%)
- Read
- Below benchmark, opportunity
- Source
- Emplicit / Social Insider
It is on the board for the same reason every other row is: a scorecard that only prints wins is a brochure. This one is owned content rather than media, so it costs attention to fix rather than budget.
What I learned
A metric without a benchmark is a number, not a result.
$1.50 CPM means nothing until it sits next to a $7 to $14 median with the source named.
Grade the job, not the channel.
Google video looks catastrophic at $360.70 per platform result because its result field counts conversion actions, not views. The same spend bought views at $0.0041. Judge video on CPV, never on cost per result.
Pick the right peer set.
A general-app CPI benchmark would have made a $10.10 iOS install look expensive. Against fintech, where KYC and bank linking are the norm, it is at the low end.
Keep benchmarks out of the totals.
They grade the program; they never inflate it.