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.
Churn rate is one number hiding several questions. Measured as customers it flatters you; measured as revenue it usually does not.
Churn rate is the proportion of customers — or of revenue — lost over a period. It is the most quoted metric in subscription businesses and the most casually calculated: the denominator is often wrong, the period is often unstated, and the choice between counting customers and counting money is usually made by accident rather than deliberately.
The definition itself is simple. Customers lost during the period, divided by customers at the start of the period. What makes it useful is being consistent about the details and looking at more than one version of it.
Do not annualise monthly churn by multiplying by twelve. Compounding means 5% monthly churn is roughly 46% annually, not 60%, and the shortcut overstates the loss in a way that produces panic rather than action. If you report annual figures, calculate them properly or state that the monthly figure is monthly.
A meaningful share of subscription cancellations are not decisions at all: an expired card, a failed payment, a bank block. Where that is happening, the fixes are mechanical and unusually cost-effective — warn before expiry, retry failed payments on a schedule, tell the customer their payment failed in a way that does not look like marketing, and make updating a card easy. Companies chasing product-driven churn while ignoring this are solving the harder problem first.
Ettex CRM is where the customer side lives: contact profiles with custom fields for plan, start date and status, groups and tags to separate segments and flag at-risk accounts, notes and activity logging so the conversations before a cancellation are visible rather than remembered, a visual pipeline you can use for renewals, and change history showing who did what and when. Cancellation reasons collect cleanly through Ettex Forms with a fixed list plus free text, landing timestamped in one searchable inbox; the churn calculation itself belongs in Ettex Sheets alongside the MRR model; and the invoices that reveal failed payments sit in Ettex Invoices with a status on each one.
Said plainly: Ettex has no subscription or retention tooling. There is no churn calculation, no cohort analysis, no health scoring, no dunning for failed payments, no cancellation flow and no alerts when an account goes quiet. It holds customer records, collects reasons through a form and keeps the invoices; the measurement is a spreadsheet you maintain. Retention at scale is a category of software in its own right. Split it before acting: involuntary churn from failed payments is a dunning management problem, not a product one.
Retention only means something against a revenue base. Monthly recurring revenue is that base: contracted subscription income normalised to a month, which makes growth and loss comparable period to period.
Retention is decided between the renewals, not at them. An account plan records who decides, what the customer is judged on this year, and how many people would notice if you disappeared — which is the number that predicts churn best.
Customers lost during a period divided by customers at the start of that period — excluding anyone who joined during the period. The revenue version uses MRR instead of customer counts.
Customer churn counts relationships lost; revenue churn counts money lost. If revenue churn is worse, you are losing larger customers — which is a different problem.
No. Churn compounds, so 5% monthly is roughly 46% annually rather than 60%. Calculate annual figures properly or label the monthly number as monthly.
When expansion revenue from existing customers exceeds the revenue lost from downgrades and cancellations, so the existing base grows without any new sales.
Cancellations caused by payment failure rather than a decision — expired cards, declined transactions. It is often a substantial share and is usually the cheapest churn to reduce.
It depends entirely on your market, price point and customer size, so benchmarks are of limited use. Track your own trend and the reasons behind it instead.
Churn rate is worth measuring in four versions: customers, revenue, voluntary and involuntary. Get the denominator right, never multiply monthly by twelve, record a reason for every cancellation — and fix the failed payments first.
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.