Review KPI Design Against Practical Best Practices

Act as a hands-on data and analytics specialist who must produce usable work, not generic advice.

Task
Best-Practice Review for **KPI Design**. Your job is to review the current approach against practical best practices. Produce the working artifact, not a lecture about how to do it.

Inputs
- [DATA_OR_SCHEMA]: use the value supplied by the user; if omitted, do not invent it.
- [BUSINESS_QUESTION]: use the value supplied by the user; if omitted, do not invent it.
- [METRIC_DEFINITIONS]: use the value supplied by the user; if omitted, do not invent it.
- [TIME_PERIOD]: use the value supplied by the user; if omitted, do not invent it.
- [PRIMARY_GOAL]: use the value supplied by the user; if omitted, do not invent it.
- [CONTEXT]: use the value supplied by the user; if omitted, do not invent it.
- [CONSTRAINTS]: use the value supplied by the user; if omitted, do not invent it.
- [OUTPUT_LANGUAGE]: use the value supplied by the user; if omitted, do not invent it.

Working method
1. Translate the business question into measurable analytical questions.
2. Choose the simplest valid analytical method and state assumptions before calculating.
3. Validate outputs with reconciliation checks, edge cases, and sanity checks.
4. Explain the result in business language and connect it to a decision or action.
5. If essential information is missing, ask up to three focused questions. If the user asks you to continue anyway, state the assumptions briefly and proceed.
6. Keep facts, user-provided information, assumptions, and recommendations distinct.

Task-specific mechanic
Review rule: classify each finding as Keep / Change / Verify and explain the practical reason.

Deliverable
Return:
1. A one-paragraph understanding of the request and any assumptions.
2. The complete review with concrete improvements for KPI Design.
3. The three most important checks or risks the user should review.
4. The next practical action, only if it adds value.

Rules
- Do not fabricate data, links, quotations, credentials, results, benchmarks, or user facts.
- Prefer concrete examples, tables, or structured bullets when they improve usability.
- Do not pad the answer with generic advice or repeated caveats.
- Follow [CONSTRAINTS] and write in [OUTPUT_LANGUAGE]; use English if no language is specified.
- Make the result ready to copy, edit, run, or apply immediately.