Payback-First Channel Measurement
Judge channels on closed-won revenue one year out, never on lead volume.
- Difficulty
- Advanced
- Time to result
- ~months to results
- Steps
- 5
- Confidence
- 90%
Berkowitz's rule that a marketing channel is only evaluable at the revenue end of the journey. Deel built a real-time dashboard with their data team that, for any channel, shows lead-to-qualified-opportunity conversion, qualified-opportunity-to-closed-won conversion, and average revenue per customer one year out. That number — not lead volume — determines how much you can afford to pay to acquire a customer and whether to double down or pull back.
Origin
Deel's practice; the third-ever hire on the growth team was a data analyst, on the explicit sentiment that they were not willing to spend a dollar without knowing what it was doing. Berkowitz acknowledges most people would consider a data hire at number three far too early, and still thinks it was right.
Core principles
- 01A great lead channel that produces no closed-won revenue is a bad channel.
- 02You cannot know what you can afford to pay for a customer until you know what that customer is worth a year out.
- 03Marketing's number and sales' experience must reconcile — if sales says 'I'm busy but none of these are converting', marketing's dashboard is lying.
- 04Instrument before you spend, not after.
How to run it
- 1
Hire or borrow data capability before you scale spend
Get an analyst in place early enough that no meaningful dollar goes out unattributed. Deel made this its third growth hire.
Watch out Waiting until spend is large to instrument it means the first expensive months are unlearnable.
- 2
Define the full funnel per channel
For each acquisition source, track the chain: lead → qualified opportunity → closed-won → revenue realized one year out. Not just the top.
- 3
Build a real-time dashboard by source
Work with the data team so that, for an average customer from (say) a Facebook ad, you can see the conversion rate at each stage and the average one-year revenue — live, not in a quarterly retro.
- 4
Derive the acceptable acquisition cost from payback
Use the one-year revenue figure to decide how much you can afford to spend to win a customer from that channel — this is the number that governs bids and budgets.
Pro tip Bid optimization (setting bids, not overrunning budgets) is only meaningful once you know what a won customer is actually worth.
- 5
Make the invest / hold / exit call per channel
Read the dashboard to decide whether a channel is worth investing in, not worth it, or approaching its ceiling where further investment stops paying.
In the wild
Deel's growth and data teams built a live dashboard showing, for an average customer originating from a given ad channel, the conversion rate from lead to qualified opportunity to closed-won, and average revenue from that customer one year out.
→ Deel can decide per-channel whether to invest, hold, or recognize it has hit its ceiling — and knows what it can afford to pay to win a customer there.
Common mistakes
Celebrating lead volume
Marketers say 'this is a great lead channel, I get so many leads from it' — then sales says they're busy but none of them are converting. Volume without journey data is a false positive.
Deferring the data hire
Most teams consider a data analyst as growth hire number three absurdly early. Berkowitz's counter: you cannot responsibly spend a dollar if you don't know where it's going and what it's doing for you.
Is it for you?
Best for
A growth leader about to scale paid spend who needs to defend channel-level budget decisions with revenue rather than lead counts.
Not ideal for
Pre-revenue products or channels with no clear conversion event to attribute against yet.
From the transcript
“and also recognizing you know not just looking at the amount of leaks that you generated from a campaign but how many of them actually…”
“we've worked with our data team to set up a dashboard that tracks that in real time we know an average customer that comes from…”
“the third person we actually hired on to the girls team was a data analyst because the sentiment was we're not willing to spend a…”
From the episode
An inside look at Deel’s unprecedented growth
Meltem Kuran Berkowitz (Head of Growth)