SAF

Marketing & Advertising

Social Advertising Funnel Calculator

The model makes the click-to-landing loss and order refund gate explicit. It does not use a generic two-rate marketing funnel or apply an unexplained approval percentage. Each input corresponds to a platform, analytics, commerce, or finance measure that can be checked independently.

Paid link clicks-
Landing-page views-
Orders before refunds-
Orders retained after refunds-
Retained new customers-
Revenue after refunds-
Gross profit on retained revenue-
Gross profit less ad spend-
Spend per paid link click-
Spend per retained new customer-
Retained revenue divided by ad spend-
Retained orders required for gross-profit break-even-
Landing purchase rate required for break-even-

Decision view

Paid-social retained-order funnel

Paid-social retained-order funnelImpressions pass through link clicks, landing-page delivery, purchases, refunds, and new-customer share before spend economics are evaluated.
Exact scenario comparisonLanding-page purchase rate (%) changes while all other entered assumptions remain constant.
Landing-page purchase rate (%)Paid link clicksLanding-page viewsOrders before refundsOrders retained after refundsRetained new customersRevenue after refundsGross profit on retained revenueGross profit less ad spendSpend per paid link clickSpend per retained new customerRetained revenue divided by ad spendRetained orders required for gross-profit break-evenLanding purchase rate required for break-even

How to use Social Advertising Funnel Calculator

  1. Enter paid impressions and link CTR from the same platform reporting window.
  2. Enter analytics landing-page delivery, commerce purchase rate, and refund or cancellation rate.
  3. Add order value, gross margin, new-customer share, and spend, then compare the live funnel with break-even.

Calculator guide

Understanding Social Advertising Funnel Calculator

Trace paid-social spend through impressions, link clicks, actual landing-page views, purchases, refunds, and new-customer share. The economics use retained orders rather than platform-reported conversions, producing retained revenue, gross profit, CAC, ROAS, contribution, and a break-even purchase rate.

Clicks are not sessions The landing delivery gate exposes loss between the ad platform and site analytics.
Orders are not all retained Refunds and cancellations reduce revenue-capable conversions.
CAC is new-customer specific Spend is divided only by retained orders assigned to new customers.
Profit, not ROAS, sets break-even Gross margin determines how many retained orders are needed to recover spend.

Detailed calculation process

Carry paid-social traffic to retained-order contribution

The default spends $50,000 on 2,000,000 impressions, uses 1.2% link CTR, 82% landing delivery, 3.4% purchase rate, 6% refunds, $95 AOV, and 58% gross margin.

General formula: Clicks = I x CTR/100LPV = Clicks x L/100Orders_gross = LPV x CVR/100Orders_ret = Orders_gross(1 - r/100)Customers_new = Orders_ret n/100Revenue_ret = Orders_ret AOVGP = Revenue_ret g/100Contribution = GP - SpendOrders_BE = ceil(Spend/(AOV g/100)) Every funnel gate applies to the output of the previous gate. Refunds reduce orders before revenue, while new-customer share affects CAC but not total retained revenue.

What each symbol means

I, CTR Paid impressions and link click-through rate.
L, LPV Landing-page delivery rate and resulting views.
CVR, r Landing purchase rate and refund/cancellation rate.
AOV, g Average order value and gross margin.
n, Spend New-customer share and paid media spend.

Worked substitution with the default inputs

1. Create link clicks Clicks = 2,000,000x1.2% = 24,000 The model uses outbound link response, not reactions or all-click events.
2. Measure landing delivery LPV = 24,000x82% = 19,680 Four thousand three hundred twenty paid clicks do not become recorded landing views.
3. Convert and retain orders Orders_gross = 19,680x3.4% = 669.12Orders_ret = 669.12x94% = 628.9728 Refund loss is applied before revenue.
4. Calculate customer economics Customers_new = 628.9728x88% = 553.4961CAC = $50,000/553.4961 = $90.33 CAC uses retained new customers rather than all reported orders.
5. Reconcile gross profit and spend Revenue_ret = 628.9728x$95 = $59,752.42Contribution = $59,752.42x58% - $50,000 = -$15,343.60 Retained ROAS is 1.195, but gross margin leaves the campaign below break-even.

The default retains about 629 orders and 553.5 new customers, but loses $15,343.60 after spend; break-even requires 908 retained orders or a 4.91% landing purchase rate.

Paid funnel

Diagnose the stage that actually limits paid social

The funnel keeps delivery, purchase, and refund behavior separate.

Outbound attention Paid impressions narrow to outbound link clicks at the entered link CTR, revealing whether weak traffic volume begins with reach or click response.
Destination delivery Link clicks are reduced to recorded landing-page views before purchase conversion.
Retained demand Gross orders lose refunds before revenue, new-customer CAC, gross profit, and contribution are calculated.

Worked situations

Practical examples

  • Two million impressions at 1.2% link CTR create 24,000 link clicks.
  • After 82% landing delivery, 3.4% purchase rate, and 6% refunds, the default retains 628.9728 orders.

Better inputs

Useful tips

  • Use consistent platform definitions for impressions, clicks, conversions, and attribution window.
  • Estimate approval, refund, and fraud loss before assigning value to reported conversions.
  • Compare attributed and incremental revenue with a holdout or lift estimate before scaling spend.

Before relying on the result

Limitations and common mistakes

  • View-through conversions, repeat purchases, cohort LTV, creative frequency, and cross-device identity are excluded.
  • The model assumes one average order value, refund rate, and gross margin across all retained orders.
  • New-customer CAC uses the entered share rather than customer-level identity records.

Reference

Key terms

Landing-page view rate
Share of paid link clicks that successfully load and record the destination page.
Retained order
A gross order remaining after expected refund and cancellation loss.
Retained ROAS
Revenue from retained orders divided by paid social spend.

Important note

Do not scale from attributed ROAS alone; use retained gross profit and an incrementality check.

Frequently asked questions

Why is ROAS above 1 while contribution is negative?

Revenue exceeds spend, but only 58% of retained revenue is gross profit available to pay for advertising.

Why can orders be fractional?

Rates create an expected-value forecast; actual campaign counts are whole events.

Does new-customer share change total revenue?

No. It changes the CAC denominator, not the value of all retained orders.

Is the result incremental?

No. It is attributed funnel economics unless validated with a lift design.