Plain-language questions
Ask for refund rate per month, customer or product in the SQL Explorer with AI. The AI writes the SQL, you see the query and run it yourself; the AI only receives metadata.
KPI · E-commerce
Refund rate is the amount you pay back to customers in a period, divided by total payments received, as a percentage. It covers refunds after returns, but also after cancellations, damaged deliveries or complaints. Refund rate shows how much of your revenue does not ultimately stick.
Amount refunded ÷ payments received × 100%
In the third quarter, Acme Groothandel receives €600,000 in payments and refunds €21,000 to customers over the same period. Refund rate is €21,000 ÷ €600,000 × 100% = 3.5%.
Fictitious figures for Acme Groothandel, a sample wholesaler.
A rising refund rate means more revenue is being lost, through more returns, delivery problems or complaints. Break it down by reason, product category and channel to find the cause, and compare with the same period last year because of seasonality. Set it next to return rate: a refund rate climbing faster than returns points to refunds without a return.
SQL & DAX
Two examples on a fictitious data warehouse for Acme Groothandel: a PostgreSQL query and a measure for a Power BI model. Adjust table and column names to your own model.
SELECT date_trunc('month', created_at) AS month,
SUM(amount) FILTER (WHERE status <> 'failed') AS received,
SUM(amount) FILTER (WHERE status = 'refunded') AS refunded,
ROUND(100.0 * SUM(amount) FILTER (WHERE status = 'refunded')
/ NULLIF(SUM(amount) FILTER (WHERE status <> 'failed'), 0), 2) AS refund_rate_pct
FROM payments
GROUP BY 1
ORDER BY 1;Refund Rate =
DIVIDE(
CALCULATE(SUM(Payments[amount]), Payments[status] = "refunded"),
CALCULATE(SUM(Payments[amount]), Payments[status] <> "failed")
)In ENABLE
Ask for refund rate per month, customer or product in the SQL Explorer with AI. The AI writes the SQL, you see the query and run it yourself; the AI only receives metadata.
Define the KPI as a measure in your Power BI model and show it in the portal, with "Last refreshed" next to it. Access profiles and optional row-level security decide who sees which figures.
Add the KPI as a tile to a custom dashboard, compared with last year. The Dashboard Builder is a pilot and can be switched on per client.
With the built-in Targets app you set a target for the KPI per month, so you see actuals and target side by side.
FAQ
Divide total refunds in a period by total payments received in that period and multiply by 100%. With €4,000 refunded on €100,000 of payments, refund rate is 4%. You can also calculate it on the number of transactions.
A refund is money you, the seller, choose to pay back. A chargeback is a reversal the customer forces through their bank or card issuer, usually with extra fees for the seller. That is why chargebacks are tracked separately with chargeback rate.
This happens when you also refund without anything coming back, for example for a damaged or late delivery, a price correction or a cancellation after payment. Refund rate may also be calculated by value while return rate is based on order counts. Check that both KPIs use the same basis.
In an online demo we show how ENABLE makes your data securely available and how you build on it: describing an app in the AI Builder, plain-language questions, dashboards and APIs. And how we set it up and manage it for you.