{"uid":"cap_jiytTtubPjvkZ07BvwMRk","slug":"customer-churn-rate-sequential-input-change-attribution-00faf901","name":"Customer Churn Rate — Sequential Input-Change Attribution","description":"Customer churn rate - Sequential input-change attribution: Change each input from baseline to final in declared field order, reporting each incremental effect; order dependent. Metric: Customer churn rate. Supplied figures only; returns JSON with formula, units and limitations. One of 50 calculators with 20 analysis modes. No live feed, financial advice or trade execution. 0.01 USDC includes one bounded sequential input-change attribution report.","url":"https://market.datapackvibe.com/x402/assistant-finance-customer-churn-waterfall?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"after":{"type":"object","default":{"lost_customers":5.5,"opening_customers":110.00000000000001},"required":["lost_customers","opening_customers"],"properties":{"lost_customers":{"type":"number","default":5,"maximum":1000000000000,"minimum":0,"description":"Amount in a consistent supplied currency and reporting period"},"opening_customers":{"type":"number","default":100,"maximum":1000000000000,"minimum":0,"description":"Amount in a consistent supplied currency and reporting period","exclusiveMinimum":0}},"additionalProperties":false},"before":{"type":"object","default":{"lost_customers":5,"opening_customers":100},"required":["lost_customers","opening_customers"],"properties":{"lost_customers":{"type":"number","default":5,"maximum":1000000000000,"minimum":0,"description":"Amount in a consistent supplied currency and reporting period"},"opening_customers":{"type":"number","default":100,"maximum":1000000000000,"minimum":0,"description":"Amount in a consistent supplied currency and reporting period","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_wSIwncWNUGXezCkMSpDHD","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 (waterfall) attribution analysis on customer churn rate, changing each input from baseline to final in field order and reporting each incremental effect.","exampleAgentPrompt":"Run a sequential input-change attribution on our customer churn rate — baseline was 5 lost customers out of 100 opening customers, and the new figures are 5.5 lost customers out of 110 opening customers. Show me how each input change contributed to the overall churn rate movement, in field order.","exampleUseCases":[{"title":"Monthly churn driver breakdown","prompt":"Our churn rate moved between last month and this month — before we had 200 lost customers from 4000 opening, now it's 230 lost from 4200 opening. Do a sequential waterfall attribution so I can see how the change in lost customers vs opening customers each contributed to the overall churn rate shift."},{"title":"Post-campaign retention impact","prompt":"After our retention campaign, lost customers dropped from 80 to 55 and opening customers stayed at 1000. Can you run a sequential input-change attribution on the churn rate to show me the incremental effect of each input change in declared field order?"},{"title":"Quarterly churn rate variance analysis","prompt":"I need to explain our Q2 vs Q1 churn rate change to the board — Q1 had 150 lost customers out of 3000 opening, Q2 had 175 lost from 3500 opening. Give me a sequential attribution report showing how each input contributed to the churn rate delta step by step."}],"resultDescription":"A JSON report containing the sequential (waterfall) attribution of the churn rate change, with each input's incremental effect listed in field declaration order (lost_customers first, then opening_customers), along with the formula used, units, and stated limitations of the analysis.","failureModes":["opening_customers set to zero or negative — excluded by schema exclusiveMinimum constraint","lost_customers or opening_customers exceeds 1,000,000,000,000 — out of allowed range","Missing required before or after fields — returns validation error","Identical before and after inputs — returns zero attribution across all inputs"],"whenToPreferThis":"Choose this endpoint when you need to understand how each individual input variable drove a change in customer churn rate in a specific declared sequence, and when the order of attribution matters (i.e., you want to see incremental effects one variable at a time, not a simultaneous decomposition). Prefer it over a simple before/after comparison when the path through which inputs changed is analytically significant.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-27T13:07:04.006Z","isFirstParty":false,"canonicalSlug":"customer-churn-rate-sequential-input-change-attribution-00faf901"}