Data Nexus

Unit economics

Unit economics

What one unit of the business earns and costs, measured so that the answer to “should we sell more of this” is arithmetic rather than opinion.

Formula

Contribution per unit = Revenue per unit − Variable cost per unit − Acquisition cost per unit

Unit
one customer, one order or one subscription — chosen once and held

Variable cost
cost that exists only because the unit exists: goods, payment fees, delivery, support

Acquisition cost
marketing and sales spend divided by the units it produced

Rent, salaries and software do not appear. They are the fixed base the contribution has to cover, and mixing them in produces a number that changes with volume for reasons that have nothing to do with the unit.

01/What it means

Unit economics is not a report. It is a decision rule: if one more unit adds contribution, more volume helps; if it does not, more volume is a faster way to lose money, and every marketing improvement is spent widening a leak.

The unit has to be chosen before anything is measured, and it has to be the thing the business actually repeats. For a store that is an order; for a subscription it is a customer over their life; for a marketplace it is usually a completed transaction, counting both sides. Changing the unit halfway through is the most common way a model stops meaning anything.

02/Worked

Average order value
AED 420
Cost of goods
AED 231
Payment and delivery
AED 38
Support and returns, averaged
AED 24
Acquisition cost per order
AED 96

Contribution per order = 420 − 231 − 38 − 24 − 96 = AED 31. Positive, and thin: a 10 % rise in acquisition cost removes a third of it.

03/What people get wrong

Rent, salaries and tooling get spread across units “to be conservative”, and the result is a contribution figure that improves as volume rises and worsens as it falls — which describes the accounting, not the business. Keep them out. Contribution covers fixed costs; it does not contain them.

The chain

The ratios a decision is taken on. They inherit every error below them, which is why they are the last thing to trust and the first thing quoted.

Cannot be computed without

AOV
Revenue divided by the number of orders that produced it — the simplest lever on unit economics and the most volatile.

Contribution margin
What is left of a sale after every cost that exists only because the sale happened.

CAC
Everything spent to acquire customers in a period, divided by the number of customers that spending actually produced.
Where we measured it

A definition proves nothing. These are the places on this site where this quantity was actually computed, with the period and whose figure it is stated beside each one.

$230 all-in to place one engineer, training included, across the whole cohort — against roughly $3,000 by the conventional route, which is our estimate of the prior cost rather than an instrumented baseline.

$230 to place an engineer, not $3,000 · 31 July 2025 · our measurement

Who does this

A definition is free. Being answerable for the figure it produces is the part that is bought, and this term is a working part of the engagements below.

Taking a product into a new market
A campaign can only sell what the market is allowed to buy.

Strategy and market research
State the assumption that would change the answer, then go and test that.

Private consulting
Advice you cannot act on without us is not advice.
Next

The definitions are the easy part. Whether the figure on your dashboard was computed this way is a different question, and usually the more expensive one.