{"uid":"cap_962SHWQ3JL4ZeJ2tnXv9m","slug":"return-processing-cost-per-case-sequential-input-change-attribution-f0a93c7b","name":"Return Processing Cost Per Case - Sequential Input-Change Attribution (Waterfall)","description":"Return processing cost per case - Sequential input-change attribution: Sequential input-change attribution for Return processing cost per case. Supplied retail figures only, up to 200 records. No platform access, live rates or order execution. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded sequential input-change attribution report.","url":"https://market.datapackvibe.com/x402/assistant-ar-retail-return-processing-cost-waterfall?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"after":{"type":"object","default":{"other_cost":22,"labour_cost":110.00000000000001,"postage_cost":55.00000000000001,"processed_returns":11},"required":["labour_cost","postage_cost","other_cost","processed_returns"],"properties":{"other_cost":{"type":"number","default":20,"maximum":1000000000000,"minimum":0},"labour_cost":{"type":"number","default":100,"maximum":1000000000000,"minimum":0},"postage_cost":{"type":"number","default":50,"maximum":1000000000000,"minimum":0},"processed_returns":{"type":"number","default":10,"maximum":1000000000000,"minimum":0,"exclusiveMinimum":0}},"additionalProperties":false},"before":{"type":"object","default":{"other_cost":20,"labour_cost":100,"postage_cost":50,"processed_returns":10},"required":["labour_cost","postage_cost","other_cost","processed_returns"],"properties":{"other_cost":{"type":"number","default":20,"maximum":1000000000000,"minimum":0},"labour_cost":{"type":"number","default":100,"maximum":1000000000000,"minimum":0},"postage_cost":{"type":"number","default":50,"maximum":1000000000000,"minimum":0},"processed_returns":{"type":"number","default":10,"maximum":1000000000000,"minimum":0,"exclusiveMinimum":0}},"additionalProperties":false}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_HrRxQaLv1M7u8acCrwmfL","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Performs sequential input-change (waterfall) attribution analysis on retail return processing cost per case, showing how changes in labour, postage, other costs, and volume drive the overall cost difference between two periods.","exampleAgentPrompt":"My before-period had 10 processed returns with £100 labour, £50 postage, and £20 other costs — after-period I have 11 returns with £110 labour, £55 postage, and £22 other costs. Can you run a sequential waterfall attribution to show me what drove the change in cost per return case?","exampleUseCases":[{"title":"Quarter-on-quarter return cost driver analysis","prompt":"Last quarter my returns operation processed 80 returns with £4,200 labour, £1,800 postage, and £600 other costs. This quarter I have 95 returns with £5,100 labour, £2,000 postage, and £700 other costs. Can you do a waterfall attribution to show me which input caused the biggest shift in cost per return case?"},{"title":"Post-peak returns cost investigation","prompt":"After the holiday season our returns spiked — pre-peak we processed 500 returns with £12,000 labour, £6,500 postage, and £2,000 other costs, and post-peak we had 1,200 returns with £26,000 labour, £14,000 postage, and £4,500 other costs. Break down sequentially what drove the change in our per-case processing cost."},{"title":"Operational efficiency improvement check","prompt":"We just renegotiated our postage contract. Before: 200 returns processed, £8,000 labour, £5,000 postage, £1,500 other costs. After: 200 returns processed, £8,000 labour, £3,800 postage, £1,500 other costs. Run a sequential input-change attribution to confirm how much the postage change moved our cost per case."}],"resultDescription":"A bounded sequential input-change attribution (waterfall) report showing the return processing cost per case in the before and after states, and the step-by-step contribution of each input change (labour cost, postage cost, other cost, processed returns volume) to the overall delta in cost per case. No live rates, platform access, or order execution is included.","failureModes":["processed_returns value of zero rejected (exclusiveMinimum: 0)","missing required fields (labour_cost, postage_cost, other_cost, processed_returns in either before or after object) returns validation error","values exceeding 1,000,000,000,000 rejected by schema maximum constraint","payment of 0.01 USDC not provided — 402 Payment Required response","non-numeric values for cost or volume fields cause schema validation failure"],"whenToPreferThis":"Choose this endpoint when you need to decompose and explain the drivers of a change in return processing cost per case between two discrete time periods using a sequential (waterfall) attribution methodology, and your inputs are supplied retail figures (labour, postage, other costs, and return volume). It is purpose-built for retail returns cost analytics and does not require platform credentials or live data feeds.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-12T00:51:32.977Z","isFirstParty":false,"canonicalSlug":"return-processing-cost-per-case-sequential-input-change-attribution-f0a93c7b"}