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Cart abandonment calculator

An abandonment rate on its own is a statistic. What matters is the revenue sitting behind it, and what a realistic few points of recovery is worth once margin is taken into account. This calculates both, and defaults to the published benchmark rather than a flattering one.

INPUTS

Five

DEFAULT RATE

70.22% (cited)

EMAIL REQUIRED

No

FORMULA

Printed below

Laptop with glasses and payment cards representing an abandoned online checkout

Recovering three points of abandonment is a realistic year of work. Recovering thirty is a sales pitch.

What are your abandoned checkouts worth?

Measured from checkouts started, not basket additions — the two produce very different numbers and only one of them is comparable to the benchmark.

Sessions that reach the first checkout step, not sessions that add to basket.
%Defaults to the Baymard average across 49 studies. Replace it with yours.
$Your typical completed order total.
ptIn percentage points. Three is a realistic year of focused work; ten is not.
%After cost of goods, delivery and returns. This is what turns revenue into money.
Recovered contribution per yearThe number worth taking to a budget conversation
Recovered revenue per yearBefore cost of goods and delivery
Abandoned checkouts per monthAt your current rate
Revenue at stake per monthGross value of everything abandoned
Extra orders per monthFrom the improvement above

Formula: abandoned = checkouts started × abandonment rate. Extra orders = checkouts started × improvement in points. Recovered contribution = extra orders × order value × 12 × contribution margin. The revenue-at-stake figure is deliberately separated from the recoverable figure, because almost none of it is actually recoverable.

The revenue at stake is not the prize

The two large numbers on this page mean very different things, and conflating them is how abandonment projects get approved and then disappoint.

Revenue at stake is the gross value of every checkout that did not complete. It is a big, satisfying number and almost none of it is available. People abandon because they were comparing, because they were never going to buy, because they were checking delivery cost, or because they intended to come back on a laptop. No amount of optimisation recovers that.

What is available is a few percentage points. Three is a realistic outcome for a focused year of work on cost transparency, checkout length and payment options. The recovered contribution figure — not the revenue figure — is the one that belongs in a business case, because it is the only one that survives cost of goods and delivery.

Online checkout screen on a laptop against a plain background

Four ways this gets overstated

All four inflate the business case, which is why abandonment projects so often underdeliver against their approval.

Measuring from basket additions

Basket-to-order abandonment runs far higher than checkout-to-order, because adding to a basket is browsing behaviour. Use it and your rate looks alarming and your benchmark comparison becomes meaningless.

Treating revenue at stake as recoverable

It is the ceiling, not the target. Presenting it as the opportunity is the single most common overstatement in conversion proposals, including ones we have been asked to compete with.

Reporting revenue instead of contribution

A recovered order still carries cost of goods, delivery and a return risk. On a thin-margin catalogue the difference between the two figures on this page is the difference between a good project and a pointless one.

Crediting recovery emails with everything

An abandonment flow gets the credit for customers who were returning anyway. Without a holdout you cannot separate the two, and the flow will look two or three times more effective than it is.

The stated reasons people give for abandoning — and how often each is given — are published with their source on our cart abandonment statistics page.

Cart abandonment FAQs

The most defensible benchmark is 70.22%, averaged by Baymard Institute across 49 separate studies. It is the default in the calculator above. Anything quoted without a source and a sample size should be treated as marketing rather than data.

From checkout started. Basket abandonment includes browsing behaviour and produces a much worse number that cannot be compared to any published benchmark. Measuring the wrong one is the most common mistake with this metric.

Around three percentage points over a focused year, from cost transparency, fewer checkout steps, guest checkout and more payment options. Claims of ten or twenty points usually come from a site that was broken rather than merely average.

Because recovered revenue is not recovered money. A recovered order still carries its cost of goods, its delivery cost and its return risk. The contribution figure is the one that belongs in a business case.

They recover some of it, and they will also take credit for customers who were coming back anyway. Run a holdout so you know which is which — most stores have never done this and are overstating the flow’s value substantially.

Showing the full cost, including delivery, before the final step. Unexpected extra cost is the most frequently stated reason people abandon. Verdano Foods is the worked example, and their conversion rose after the quoted delivery window got longer.

Related tools and reading

Hands on a laptop showing an online shopping basket

STATISTICS

The rate, every stated reason, and what each costs to fix — each figure with its original source and year.

Laptop showing an online checkout form during a conversion review

CHECKLIST

Forty checks across product page, basket, checkout, trust and measurement.

Laptop showing paid media performance analytics

CALCULATOR

The return on ad spend you have to beat before a campaign makes money rather than revenue.

Know the number. Now find out why.

The calculator sizes the problem. Finding which step is losing people, and whether it is worth the engineering, is what the free audit does in five working days.