MarginDriver currently pulls in refunds from Amazon, eBay, Walmart and Shopify (if payment and refund are processed by Shopify Payments). The MarginDriver Refund Analytics page tracks these refunds and their impact on the user's gross profit.
In addition to the Analytics page described below, MarginDriver also displays refund information in the Dashboard KPIs and Gross Profit Reports. In these instances, MarginDriver lists both the Total Refunds issued that day and the Refund Allowance that is actually applied to the day's gross profit results. An explanation of the difference between the two follows.
Refund KPIs
The metrics displayed in the four KPI tiles across the top of the page and the order/refund details displayed in the Refund Analysis section are both controlled by the menu options in the Refund Analysis section. The results in the KPI tiles will differ according to whether the user chooses to display results by Order Date (the date the original order was placed) or Refund Date (the date the refund was issued).
Refunded Orders
Percent of Orders
Refunded Gross Profit
Percent of Total Gross Profit
Refund Analysis
The menu options include MarginDriver's standard Sales Channel filter and Add/Remove Metrics selection.
The Custom Dates filter can be used to filter by either the Order Date (the date the original order was placed) or Refund Date (the date the refund was issued). If the Original Orders & Refunds button (under Show) is selected, both the order and the refund detail will be displayed. If the Refunds Only button is selected, the original order detail line will be omitted.
The SKU Filter search box enables users to search for the refund history of a particular SKU number. Alternatively, clicking on the Show Top 10 button will display the refund history for the 10 SKUs with the most orders refunded within the custom date period.
Refund Detail
MarginDriver calculates a Refund Allowance in order to allocate revenue lost to refunds proportionally across a rolling 30-day period. Simply deducting the amount refunded on any given day from the gross profit for that day is problematic. For instance, many sellers will not issue any refunds on the weekends as the staff is off. Then they may issue a large number of refunds on Monday to catch up from the weekend.
In order to avoid distorting your daily gross profit results, MarginDriver calculates and applies the Refund Allowance using a running 30-day average and applying the allowance proportionally according to the number of orders issued that day.
MarginDriver calculates a new Refund Allowance each day by referencing the total amount of revenue refunded in the last 30 days on that sales channel and dividing by the number of orders month-to-date to arrive at the average dollar amount refunded per order over the past 30 days. This value is then multiplied by the number of orders for the current day to arrive at an estimated refund allowance for the current day.
Daily Actual Orders: the number of orders on that day of the month for the selected sales channel
MTD Accumulated Orders: the total number of MTD accumulated orders for that day of the month
30-Day Accumulated Orders: the total number of orders for the previous 30 days
Daily Actual Refunds: the dollar amount of refunds actually issued that day
MTD Accumulated Actual Refunds: the dollar amount of accumulated MTD refunds
30-Day Accumulated Actual Refunds: the dollar amount of accumulated refunds from the previous 30 days
30-Day Accumulated Refund Allowance Per Order: the 30-Day Accumulated Actual Refunds divided by the 30-Day Accumulated Orders. The result is the average amount of refunded money per order over the previous 30 days. This value is multiplied by the number of orders for the current day to arrive at an estimated refund allowance for the current day.
MTD Refund Allowance Per Order: equal to the most recent daily 30-Day Accumulated Refund Allowance Per Order. As the 30-Day Accumulated Refund Allowance Per Order is calculated on a daily basis, the value becomes the new average refund allowance per for order for every day of the current month as it constitutes the most accurate and up-to-date estimate of what the final refund allowance per order will be at the end of the current month.
Daily Refund Allowance: MTD Refund Allowance Per Order multiplied by the number of orders for that day
MTD Accumulated Refund Allowance: the accumulation of the refund allowance for each day of the current month. On the last day of each month, this value will equal the total dollar amount of actual refunds issued for the month.