Most "revenue model" confusion is vocabulary, not math. CPM and RPM get conflated, gross and net margin get swapped, payback period gets reported without the gross-margin term. This is a working glossary of the 40 terms that show up across the creator, SaaS, ecommerce, and ad calculators on this site — each with the actual formula, a worked example, and the most common misuse I see in real models.
Advertising & creator metrics
- CPM (Cost Per Mille)
Cost an advertiser pays per 1,000 ad impressions.
Formula:
Spend ÷ Impressions × 1,000Example: A finance advertiser bids $35 CPM on YouTube.
Common misuse: Treating CPM as creator income — it isn't, RPM is.
- RPM (Revenue Per Mille)
What the creator/publisher earns per 1,000 video views or pageviews, after the platform's cut and fill-rate losses.
Formula:
Net revenue ÷ Views × 1,000Example: A US finance channel clears $12 RPM.
Common misuse: Comparing RPM across platforms with different cuts (YouTube long-form vs Shorts vs TikTok).
- eCPM
Effective CPM — total revenue normalized to a per-1,000-impression rate, used to compare ad units of different formats.
Formula:
Revenue ÷ Impressions × 1,000Example: Direct-sold sponsorship eCPM of $45 vs programmatic $8.
Common misuse: Mixing eCPM and CPM in the same comparison table.
- Fill rate
Share of ad opportunities that actually serve a paid ad.
Formula:
Filled impressions ÷ Ad requestsExample: 60% fill rate during a Q1 advertiser pullback.
Common misuse: Assuming 100% fill in revenue models.
- Viewability
Share of served ads that meet the IAB 'in-view' standard (50% of pixels for 1+ seconds).
Example: Sticky footer ad at 82% viewability vs lazy-loaded mid-content unit at 38%.
Common misuse: Quoting CPM without normalizing for viewability.
- Page RPM vs Session RPM vs EPMV
Three flavors of publisher-side revenue density — per pageview, per session, per visitor.
Example: AdSense quotes page RPM; Mediavine quotes session RPM; Ezoic quotes EPMV.
Common misuse: Comparing networks on different metrics without normalizing.
Subscription & SaaS
- MRR / ARR
Monthly / Annual Recurring Revenue — the contracted recurring portion of revenue.
Formula:
MRR = Active subs × ARPU; ARR = MRR × 12Example: $80k MRR = $960k ARR.
Common misuse: Including one-time setup fees or services revenue in MRR.
- ARPU / ARPA
Average Revenue Per User / Account.
Formula:
Total revenue ÷ Customer countExample: $120 ARPU on a $99 base plan with some upsells.
Common misuse: Computing ARPU on a window that includes one-time fees.
- CAC (Customer Acquisition Cost)
Fully-loaded cost to acquire a customer.
Formula:
(Sales spend + Marketing spend) ÷ New customersExample: $10k spend ÷ 25 new customers = $400 CAC.
Common misuse: Including ad spend but not sales salaries.
- LTV (Customer Lifetime Value)
Total gross profit a customer generates over their lifetime.
Formula:
(ARPU × Gross Margin) ÷ Monthly ChurnExample: $100 × 0.8 ÷ 0.03 = $2,667 LTV.
Common misuse: Using revenue instead of gross profit.
- LTV:CAC
Ratio of lifetime value to acquisition cost.
Example: $2,667 ÷ $400 = 6.7:1.
Common misuse: Reporting a 5:1 ratio while ignoring a 36-month payback period.
- CAC Payback Period
Months to recover acquisition cost from gross-margin-adjusted revenue.
Formula:
CAC ÷ (ARPU × Gross Margin)Example: $400 ÷ ($100 × 0.8) = 5 months.
Common misuse: Forgetting the gross-margin term.
- Gross Margin
Revenue minus cost-of-goods-sold (hosting, payment fees, support COGS).
Formula:
(Revenue – COGS) ÷ RevenueExample: $1M revenue – $220k COGS = 78% gross margin.
Common misuse: Reporting 'SaaS margin' as 95% by excluding support, infrastructure, and processing.
- Contribution Margin
Gross margin minus variable customer-acquisition costs.
Example: 78% gross – 12 points of variable CAC = 66% contribution.
Common misuse: Confusing with gross margin in unit economics decks.
- Logo Churn vs Revenue Churn
Logo = % of customers lost; Revenue = % of MRR lost.
Example: 3% logo churn but 1% revenue churn (small accounts churn more).
Common misuse: Quoting only logo churn when small accounts churn faster than enterprise.
- Net Revenue Retention (NRR)
Revenue from existing cohort one period later, including expansion.
Formula:
(Starting MRR + Expansion – Churn – Contraction) ÷ Starting MRRExample: 112% NRR — expansion outpaces churn.
Common misuse: Including new logo revenue (that's GRR / total growth, not NRR).
- Gross Revenue Retention (GRR)
NRR floor — same calculation but capped at 100% (no expansion credit).
Example: GRR 92% means you lose 8% of an existing cohort to churn/contraction per year.
Common misuse: Confusing GRR and NRR in board decks.
Ecommerce & DTC
- AOV (Average Order Value)
Mean order size.
Formula:
Revenue ÷ OrdersExample: $85 AOV on a Shopify store.
Common misuse: Calculated against gross revenue including refunds.
- Conversion Rate (CR)
Share of visitors who place an order.
Formula:
Orders ÷ SessionsExample: 2.1% CR on apparel.
Common misuse: Quoting site-wide CR when paid-traffic CR is 3× higher than organic.
- Repeat Rate
Share of customers placing a second order within a window.
Example: 28% 90-day repeat rate.
Common misuse: Treating repeat rate as a substitute for cohort retention.
- CAC vs CPA
CAC = cost per acquired customer; CPA = cost per a defined action (lead, signup).
Example: $40 CPA on email signups, $300 CAC on paid customers.
Common misuse: Using CPA in LTV:CAC ratios.
- ROAS (Return on Ad Spend)
Revenue ÷ ad spend for a campaign.
Formula:
Revenue ÷ Ad SpendExample: $25k revenue on $5k spend = 5× ROAS.
Common misuse: Reporting ROAS on gross revenue without subtracting COGS — gross-margin-adjusted ROAS is the honest version.
- ACoS (Amazon Advertising Cost of Sale)
Ad spend as % of ad-attributed revenue. ROAS inverted.
Formula:
Ad Spend ÷ Ad RevenueExample: 25% ACoS = 4× ROAS.
Common misuse: Comparing ACoS across products with different margins.
Cashflow & operations
- Cashflow vs P&L Revenue
Cashflow = money in/out this period; revenue = recognized per accounting standard.
Example: $120k annual contract = $10k MRR on P&L but $120k cash on day one.
Common misuse: Modeling growth budget against MRR while paying bills from cash.
- Runway
Months until you run out of cash at current burn.
Formula:
Cash ÷ Monthly Net BurnExample: $600k cash ÷ $50k burn = 12 months.
Common misuse: Computing runway against gross burn instead of net (revenue offsets burn).
- Burn Multiple
Net burn ÷ Net new ARR. Measures capital efficiency.
Example: $200k burn on $250k new ARR = 0.8× — excellent.
Common misuse: Computing on a single great month and extrapolating.
- Rule of 40
SaaS health check: growth rate + profit margin ≥ 40%.
Example: 30% growth + 12% margin = 42% — healthy.
Common misuse: Adding GAAP margin and ARR growth from different periods.
Creator & sponsorship
- Sponsorship CPM
Sponsor pay per 1,000 audience members (impressions, downloads, or opens).
Example: $25 CPM newsletter sponsorship × 40k opens = $1,000.
Common misuse: Quoting CPM on subscriber count, not on actual opens or views.
- Flat Fee
Lump-sum sponsorship payment, no per-impression math.
Example: $3,500 flat for a YouTube integration.
Common misuse: Comparing flat-fee deals to CPM deals without converting to a common rate.
- Integration Depth
How deeply the sponsor is woven into the content (logo bug → 60-sec dedicated segment → full dedicated piece).
Example: 30s mid-roll vs full sponsored video — 3–5× rate difference.
Common misuse: Quoting a single CPM across all integration depths.
- Usage Rights
Whether the sponsor can re-use the creator's content in their own ads.
Example: Adding 6-month paid-usage rights adds 30–80% to fee.
Common misuse: Granting usage rights for free.
Tax & take-home
- Self-Employment Tax (US)
15.3% combined Social Security + Medicare on net self-employment earnings.
Example: $80k net × 0.9235 × 15.3% = $11,304.
Common misuse: Treating it as 'optional' or thinking the standard deduction reduces it.
- Effective vs Marginal Tax Rate
Marginal = rate on next dollar; effective = total tax ÷ total income.
Example: 37% marginal but 28% effective.
Common misuse: Quoting marginal rate when effective is the planning number.
- Withholding (24% Backup)
US withholding applied to non-US creators with no W-8BEN, or US payees with no W-9.
Example: $10k AdSense × 24% = $2,400 withheld.
Common misuse: Assuming you'll get it all back without filing.
Where to use these
For the creator-side metrics, see our YouTube revenue calculator and CPM vs RPM explainer. For SaaS, the CAC payback calculator and LTV:CAC benchmarks guide. For ecommerce, Shopify benchmarks. The terms above are the shared language across all of them — once they're concrete, every calculator on the site reads the same way.
