RiskFits

Ideal Customer Profile for Trade Credit

How to build an ICP that accounts for credit risk: size and industry criteria, payment behavior, and profitability net of expected loss and collection cost.

· 3 min read

An ideal customer profile is usually defined on commercial criteria alone: industry, size, ticket, sales cycle. For a business that sells on terms, that definition is incomplete — the ideal customer is not the one who buys the most, it is the one who buys well and pays. A segment with a high ticket and 6% delinquency can be less profitable than one with a smaller ticket and 0.5% loss.

Why risk belongs in the ICP

Contribution margin does not survive bad debt. A customer generating $100,000 of revenue at 12% margin delivers $12,000; if a $20,000 order is written off, the year with that account is negative.

Defining the ICP with risk built in means choosing segments where margin absorbs expected loss — and designing different terms for the ones that cannot.

The criteria that make up a credit-aware ICP

Commercial

Risk

Profitability

Calculating profitability net of loss

Net profitability = contribution margin − expected loss − collection cost

A comparison between two segments:

Segment ASegment B
Annual revenue per account$240,000$90,000
Contribution margin14% ($33,600)28% ($25,200)
Segment delinquency5.5% ($13,200)0.9% ($810)
Collection cost$3,000$600
Result$17,400$23,800

Segment A bills almost three times as much and delivers less. Without that calculation, the sales quota keeps pointing at the wrong segment.

Delinquency has to be measured by cohort and by segment. A portfolio average hides exactly the information that changes the decision.

Building the ICP from data you already have

  1. Export the customer base for the last 24 months
  2. Classify by industry, size and region
  3. Calculate revenue, margin and loss per group
  4. Add cost to serve and cost to collect
  5. Rank by net profitability
  6. Describe the profile of the top three groups — that is your real ICP

The result usually contradicts internal perception. Segments considered strategic often land lower than expected once loss enters the math.

What to do with segments outside the ICP

They do not have to be abandoned. They need different conditions: shorter terms, a deposit, security, a reduced limit or prepaid with a discount. The credit policy is where that differentiation becomes a rule instead of a case-by-case negotiation.

Reviewing the ICP

Segments move. An industry running hot one year can be contracting the next, and delinquency follows. Review the ICP every six months with updated numbers, and whenever there is a material shift in the main sector you serve.

What to take from this

In a business that sells on terms, ICP is measured in profitability net of loss, not in revenue. Calculate it by segment with your own data, adjust commercial conditions for the accounts outside the profile, and revisit it twice a year.

Related reading