Metric Definition
Performance comparison across payment types
Track from
Payment method analysis
Payment method analysis examines the distribution and performance of payment methods used by subscribers, including credit cards, direct debit, ACH, and digital wallets. It correlates each method with success rates, churn, and collection speed to guide payment strategy.
5 min read
What is payment method analysis?
Payment method analysis measures how each payment type performs across key dimensions: transaction success rate, average days sales outstanding, involuntary churn contribution, and processing cost. It reveals which methods are most reliable and where the payment mix creates risk.
The choice of payment method has a direct impact on failed payment rate. Credit cards typically fail at 5 to 10% of attempts due to expiry, insufficient funds, and fraud blocks. Direct debit fails at 1 to 3% because it draws directly from bank accounts without card expiry risk. Digital wallets sit somewhere in between.
For subscription businesses, steering customers towards more reliable payment methods is one of the most effective ways to reduce involuntary churn. Understanding the current payment mix and its performance characteristics is the first step.
How to measure payment method performance
Payment Method Share = (Subscribers on Method / Total Subscribers) x 100
For each method, track: success rate per attempt, recovery rate after failure, average time to collection, and involuntary churn rate. Compare these side by side to build a clear picture of which methods deliver the best financial outcomes.
Also measure migration rates: how many subscribers switch from one method to another over time, and what triggers the switch. If a significant number of subscribers switch from card to direct debit after a failed payment, making that switch easier and earlier could prevent failures altogether.
How to optimise the payment mix
- 1
Default to direct debit where possible
Direct debit has significantly lower failure rates than credit cards. Make it the default or recommended option at checkout, particularly for annual plans and enterprise customers where failed payments have the largest revenue impact.
- 2
Enable backup payment methods
Allow subscribers to register a secondary payment method that is charged automatically when the primary method fails. This simple fallback recovers revenue without any dunning delay.
- 3
Offer local payment methods in key regions
Subscribers in Germany, the Netherlands, Brazil, and India often prefer local methods over international credit cards. Supporting these methods increases checkout conversion and reduces post-sale payment failures.
Related metrics
Failed Payment Rate
Payment processing failure frequency
Financial Metrics
Metric Definition
Failed Payment Rate = (Failed Payment Attempts / Total Payment Attempts) x 100
Failed payment rate measures the percentage of attempted payment transactions that do not complete successfully. For subscription businesses, failed payments are the leading cause of involuntary churn, silently eroding revenue without any customer decision to leave. Reducing failed payment rate is one of the highest-leverage improvements a recurring-revenue business can make.
Invoice Collection Rate
On-time payment effectiveness
Financial MetricsMetric Definition
Invoice Collection Rate = (Invoices Collected On Time / Total Invoices Issued) x 100
Invoice collection rate measures the percentage of issued invoices that are collected within the agreed payment terms. It is a direct indicator of the effectiveness of the billing and collections process, and a leading signal for cash flow health. A declining collection rate means cash is arriving later than expected, increasing the risk of bad debt and straining working capital.
Days Sales Outstanding
DSO
Financial Metrics
Metric Definition
DSO = (Accounts Receivable / Total Credit Sales) x Number of Days
Days sales outstanding (DSO) measures the average number of days it takes a business to collect payment after a sale is made. It is one of the most important cash flow metrics for any business that extends credit to its customers, directly affecting working capital efficiency and the ability to fund operations from operating cash flow rather than external financing.
Understand which payment methods protect your revenue
Build a metric tree that links payment method distribution to failure rates, collection speed, and involuntary churn so you can steer your payment mix towards the most reliable methods.
