METHOD · EXAMPLE · TEMPLATE
Change payments, refunds and costs; see revenue and checks immediately.
FIXED RELEASE
FORMWEFT clean-room original document Skill. MIT covers only the original documents in this package; the package contains no client data, scripts, or dependencies. The current fixed hash has been statically reviewed; real data access and output conclusions are still reviewed by the business owner.
Teaching data, not client results
Orders and refunds for one week in one currency, amounts in CNY.
Related pack: data-contract.md and analysis-report.md.
Excludes advertising, shipping and taxes. This is not net profit.
You can download this reviewed version's resource package. If it includes SKILL.md, provide it and the related documentation to your AI tool; first read and check the materials and usage boundaries, and do not run anything automatically.
You can also select the text to copy directly; read it first before executing.
Rewritten independently based on the Feishu directory topic clean-room, without copying or redistributing the original package text. Conclusions apply only to the current fixed hash: the archive structure has been parsed, static rule result is eligible, with 6 files and no scripts, dependencies, or install hooks; online boundaries follow the statements in this resource, and files are output only to user-approved locations. Static review cannot replace runtime environment, input data, or later-version rechecks.
FORMWEFT94b504ac22daee291fbd8190446b40b1e33e57d82e06acc325674a1cadb1ce93FIVE-STEP DECISION LOOP
All calculations retain data range, time, currency, timezone, formulas, and gaps; facts, inferences, and recommendations are presented separately.
QUESTION
First state the business problem, decision-maker, time range, and actionable actions, e.g., locate the source of profit decline instead of generally asking to analyze all data.
Leave behindProblem and Decision Contract
ConfirmProblem corresponds to specific operational actions
CONTRACT
Unify order status, net sales, refunds, ad spend, currency, timezone, attribution window, and customer de-duplication rules, and record the system source for each data.
Leave behindMetric Dictionary and Source Table
ConfirmThe same metric has only one approved definition
RECONCILE
Check missing, duplicate, delayed, and cross-system differences by date, order, product, and channel; unexplained variances enter the exception list, not directly into operational conclusions.
Leave behindReconciliation results and variance reports
ConfirmKey amounts traceable to original records
DIAGNOSE
Pinpoint sources of change layer by layer from traffic, conversion, basket size, gross margin, refunds, fulfillment, and repurchase, while flagging sample sizes and possible confounders.
Leave behindDrivers and evidence chain
ConfirmConclusions do not go beyond what the data can support
ACTION
For each recommendation, specify the owner, resources, expected impact, risks, validation metrics, and review timing, so analyses enter the task system instead of staying as report files.
Leave behindPriority action list
ConfirmEvery action has an owner and validation method
Tell us your sales channels, ad platforms, accounting methods, data frequency, and decision roles, and we can continue to build a data contract, reconciliation, attribution, financial reporting, and action tracking workbench.
The team reviews your request and follows up by email. Scope, fees and timing are agreed separately; submitting does not create an order.
