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Explain manufacturing cost variances in my monthly results

A breakdown of standard cost variances (material, labor, overhead absorption) into what drove them, with commentary operations and finance both accept.

Finance & AccountingFew-ShotStandardFinanceAnalyzeExplain & TeachFill-in Template

The prompt

Help me analyze and explain manufacturing variances against standard cost. Period: [MONTH] Variance data: [PASTE totals or by product/line: material price variance, material usage variance, labor rate, labor efficiency, overhead spending, overhead volume/absorption, scrap, purchase price variance] Standards and actuals: [standard vs. actual material prices, quantities, labor hours, rates, production volume vs. budgeted volume] What happened operationally: [e.g. "supplier price increase on resin", "new line ramp-up", "overtime for a rush order", "machine down 3 days"] Costing method: [standard costing / actual costing; how overhead is absorbed, e.g. per machine hour] Steps: 1. Check the math: confirm each variance with the standard formula (price variance = (actual price - standard price) x actual quantity; usage = (actual quantity - standard quantity allowed) x standard price; similar for labor and overhead). Flag anything that doesn't reconcile. 2. Separate real performance from accounting effects: volume-driven under-absorption, outdated standards, inventory revaluation, and timing. 3. Link each significant variance to the operational cause I gave, and list ones with no explanation as [NEEDS EXPLANATION]. 4. Say which variances are likely to repeat next month and which are one-offs. 5. Flag standards that look stale and should be updated. Return: - A variance table: Variance | Amount | Favorable/unfavorable | Driver | Recurring? | Owner. - A 200-word commentary for the monthly report. - 3 questions to ask the plant manager. Do not invent causes or numbers. This is analysis support; the final figures should be checked by my finance team.

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What to fill in

  • MONTH
  • NEEDS EXPLANATION

How this prompt is built

This prompt follows the Few-Shot structure (Few-shot prompting). A few-shot prompt includes one or more worked examples of the input and the output you want, so the model can copy the pattern instead of guessing it.

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