Lead scoring: ranking enquiries without inventing a formula
Lead scoring decides who gets called first. How to build a score from what you can observe, why most models are too clever, and when scoring is not worth doing at all.
Most small-business loyalty programs discount people who would have come back anyway. The ones that work change behaviour — frequency, basket size, or the reason to choose you over the shop next door.
A loyalty program rewards repeat custom, usually with points, stamps, tiers or member pricing. The intended effect is that people come back more often and spend more when they do. The actual effect, in a large share of small-business programs, is a discount handed to customers who were already loyal — which is a cost, not a strategy.
The distinction worth holding on to is between rewarding behaviour and changing it. If the reward would not have altered what somebody did, you have bought nothing. That single test kills most program designs before they cost anything.
The most valuable output of a loyalty program is usually not retention — it is knowing who your customers are. A shop with a program can tell which customers stopped coming, which is the earliest and cheapest churn signal there is. If the program does nothing else, the record of who buys what and how often is worth more than the discount costs, and that is the case for running one even when the rewards themselves are modest.
Ettex CRM holds who the customers are and what they have bought, which is the substrate any program needs, and the sales themselves sit in Ettex Invoices. Communication to members runs through Ettex Mail, with the consent question covered in marketing database — a loyalty signup is not automatically a marketing permission, and treating it as one is a common and avoidable mistake.
To be clear about what we are not: there is no points engine, no card issuance, no tier automation and no point-of-sale integration. Those are what a dedicated loyalty platform provides, and a business running a large program should buy one. Below that scale, the customer record and the purchase history are the parts that carry the value, and those we do provide.
The mechanics are the easy part. A customer satisfaction score tells you whether the underlying experience justifies a loyalty scheme, and churn rate tells you whether the scheme is actually retaining anyone or simply discounting people who would have stayed.
Only where purchases are frequent, the customer can be identified at the till, and there is an easy alternative nearby. Otherwise it usually discounts people who would have returned anyway.
For frequent small purchases, a stamp card — and starting it with a couple of stamps already filled measurably increases completion. Tiers need scale; points need a reward that is realistically reachable.
Compare member purchase frequency before and after joining, and measure incremental margin rather than revenue. Members are your best customers already, so a raw comparison flatters the programme.
Not automatically, in most regimes. The permission to run the programme and the permission to send marketing are separate, and conflating them is a common compliance mistake.
Lead scoring decides who gets called first. How to build a score from what you can observe, why most models are too clever, and when scoring is not worth doing at all.
An account plan records who decides, what the customer is trying to achieve, and where the relationship is thin. The version that fits on a page and gets updated.
CRM data hygiene fails as a clean-up project and works as a measured routine. The numbers worth tracking, the fields worth enforcing, and why enrichment often makes things worse.