Generate useful analysis questions for a spreadsheet

작성자: AILesson6 분 소요테스트::ChatGPT검토일: 2026-08-28

빠른 답변

Turn a dataset and decision into questions its fields can actually answer. 제공할 내용: Decision or purpose, Columns and definitions, Known data limits. 예상 결과: A prioritized analysis question set with fields, methods, and limits.

1

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Propose analysis questions that this spreadsheet can support.

Decision or purpose:
[decision]

Columns, definitions, units, time coverage, and row grain:
[schema]

Known limits:
[limits]

First state what one row represents and which questions cannot be answered. Then propose prioritized descriptive, comparison, trend, distribution, and diagnostic questions. For each, list the decision relevance, exact fields, calculation or PivotTable design, required filters, expected output, and a caveat. Do not propose causal conclusions, forecasts, or group comparisons that the supplied data cannot support. End with the five questions that offer the highest value for the least analysis effort.
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입력에서 결과까지

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실제 입력

Decision or purpose
A support manager must decide where to improve response operations next month.
Columns and definitions
One row per closed ticket from Jan–Jun 2026. Fields: TicketID, CreatedDate, ClosedDate, Channel, IssueType, Priority, FirstResponseMinutes, ResolutionHours, Reopened (TRUE/FALSE), CSAT (1–5 or blank).
Known data limits
Only closed tickets are present. CSAT response rate is 38% and varies by channel. Staffing hours and agent identity are absent. Duplicate TicketID has not yet been checked.

예시 출력

One row represents a closed ticket, so the file can describe completed-ticket outcomes but cannot measure open backlog, staffing productivity, individual-agent performance, or causal effects of channel. Verify TicketID uniqueness first.

High-value questions include: (1) Which Channel × IssueType groups have the highest median first-response and resolution time? Use medians and ticket counts because long tails are likely. (2) Did those medians change month by month, using CreatedDate month consistently? (3) Which groups have the highest reopen rate, with numerator and denominator shown? (4) How do response and resolution distributions differ by Priority? (5) Where are the extreme delays concentrated? (6) What is CSAT coverage by channel before comparing scores?

For question 1, build a PivotTable with Channel and IssueType as rows, count of TicketID plus median measures calculated separately, and exclude invalid or missing durations. The result guides process investigation, not staffing blame. For CSAT, report response rate beside the score and avoid ranking channels when coverage differs materially.

Best first five: duplicate check; monthly response trend; Channel × IssueType medians; reopen rate by issue; CSAT coverage. They use available fields, directly support prioritization, and require no unsupported attribution.

효과가 있는 이유

  1. 1

    Starting from row grain prevents totals and rates from mixing incompatible units.

  2. 2

    Linking each question to a decision filters out interesting but unusable analysis.

결과 확인

  • Can every question be computed from named fields?

  • Are unsupported causal and forecasting claims excluded?

  • Does each result have a stated decision use?

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What should I prepare before using “Generate useful analysis questions for a spreadsheet”?

For “Generate useful analysis questions for a spreadsheet,” prepare Decision or purpose, Columns and definitions, and Known data limits. Replace placeholders only with information you can verify. If a detail is unknown, preserve that uncertainty explicitly instead of asking the model to infer it.

When is the “Generate useful analysis questions for a spreadsheet” result not ready to use?

The result is not ready if it does not yet deliver the stated outcome—A prioritized analysis question set with fields, methods, and limits—from the supplied evidence, or if it relies on unresolved assumptions, missing approvals, or invented details. Use the checks as release gates: revise the source inputs or assign a named, authorized reviewer instead of polishing an unsupported output.

Which AI tools have recorded tests for “Generate useful analysis questions for a spreadsheet”?

The published test record for “Generate useful analysis questions for a spreadsheet” lists ChatGPT as of 2026-08-28. This confirms recorded runs, not guaranteed compatibility or identical results in later product versions. For another tool or version, keep every constraint visible and repeat the result checks before use.

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