Debtor segmentation
Debtor segmentation is splitting an overdue portfolio into groups with similar behavior and risk so that each group gets its own approach.
How it looks
The criteria vary. Days past due. The amount owed. History: did the client pay on time before, were there promises and broken ones. The channel the client responds in. The risk score at the time the loan was issued. Any partial payments.
A hypothetical example: “forgetful” clients have a good history, a first delay and a small amount. “Temporary difficulties” paid before but have missed payments in recent months. “Silent” ones have never replied. Each group gets its own sequence of actions.
Why it matters
Treating all debtors the same wastes resources. A forgetful client needs one reminder, not a call in the first hour. A silent one needs contact tracing, not a tenth message to a dead number.
Segmentation lets you send experienced agents where their work brings the most money and avoid irritating people who would have paid anyway.
What to do about it
Start with a few simple segments and clear rules. Complex models make sense once the basic split works and there is data for comparison.
Test segments against results: recovery, cure and promise-kept rates should differ between groups. If there is no difference, the split is useless.
Review the segmentation regularly. Client behavior changes along with products, channels and the economy.
The typical mistake is splitting by characteristics the law forbids you to use, or naming segments in a way that sounds offensive. Group names sooner or later end up in conversations with debtors.
More in Signals
- Collection agency and call center in messaging apps: the economics of switching from calls to chatMoving collections from calls to messaging apps pays off only if you measure it on your own data: compare the connect rate with the reply rate, promises with how many are kept, and the cost per contact before and after. People answer messages more readily because they answer when it suits them. Stay inside the collection and data protection laws of your country and start with a pilot on one group.
- Debt collection in messaging apps: what works and where the legal line isDebtors answer a message sooner than a call because there is no pressure of the moment, time to think and less shame. For a company that means a calm tone, clear amounts and dates, an agreement on a specific day and a reminder before it. Stay within the law: no threats, no night messages, no disclosure to third parties. The head of collections owns that line and reads the conversations.