Contribution reconciliation starts with the firm’s own return population rather than an industry cost assumption. The record needs to connect the original order with the refund, outbound fulfillment already incurred, reverse movement, inspection and handling, any transaction costs that remain after refund, and the recovered value of the merchandise. Those inputs can then be attributed at the level where management makes economic decisions, including product, channel, customer cohort, or acquisition source. The result is an after-return contribution view grounded in recorded activity rather than a generic cost per return.
That view also separates a returns problem from adjacent ecommerce economics. A product can carry attractive gross profit before the return record is reconciled and still produce weaker
ecommerce contribution margin once the full transaction is closed. The timing of refunds, inventory recovery, marketplace settlement, and supplier payments can also change
ecommerce cash flow without changing the merchandise margin itself. Returns therefore belong inside the transaction and cash record together, where management can see whether revenue growth is producing contribution that survives the return cycle directly.