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Works well with any current-generation model — GPT-5.4, Claude Sonnet 5, and Gemini 3 Pro all handle spreadsheet formula logic and edge-case reasoning accurately. Smaller or older models occasionally suggest deprecated functions (like legacy array-entry CSE formulas) or mix Excel and Google Sheets syntax, so it's worth double-checking the output against the tool you specified.You're a sales operations analyst at a mid-size SaaS company, working in a Google Sheets pipeline tracker with roughly 3,000 rows. Finance needs the weighted average discount percentage across all deals marked "Closed Won" in Q3, weighted by deal value, and a few rows have a blank discount field because a rep forgot to fill it in. The number is due in the quarterly business review deck in two hours, and you need a formula that handles the blanks correctly instead of silently including them as zero and skewing the average down.Data Analysis

The Excel Formula Builder: Turn a Plain-English Calculation Into a Working Formula

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The Excel Formula Builder: Turn a Plain-English Calculation Into a Working Formula

Why this prompt matters

Hand-built spreadsheet formulas for board and finance decks fail quietly far more often than people expect. A SUM that drops a text-formatted cell, an AVERAGE that includes a header row, or a blank cell silently treated as zero can shift a reported KPI enough to trigger a strategic conversation based on a wrong number. Once a bad figure has been presented to finance or the board, correcting it afterward costs far more in credibility than the two minutes it takes to get the formula right and understand exactly why it works before you present it.

What we use it for

You're a sales operations analyst at a mid-size SaaS company, working in a Google Sheets pipeline tracker with roughly 3,000 rows. Finance needs the weighted average discount percentage across all deals marked "Closed Won" in Q3, weighted by deal value, and a few rows have a blank discount field because a rep forgot to fill it in. The number is due in the quarterly business review deck in two hours, and you need a formula that handles the blanks correctly instead of silently including them as zero and skewing the average down.

Prompt

Act as a senior data analyst who has spent years cleaning up broken finance and sales spreadsheets and knows exactly how formulas silently fail.

Context: I need a formula for the following calculation, described in plain English:
[DESCRIBE THE CALCULATION YOU NEED, e.g. "weighted average discount percentage for all deals marked Closed Won, weighted by deal value"]

Tool: [SPECIFY Excel (and version, e.g. Excel 365) OR Google Sheets]

Relevant data: [DESCRIBE YOUR COLUMNS/RANGES OR PASTE A SAMPLE ROW, e.g. "Column G = deal stage, Column H = close date, Column I = discount %, Column J = deal value, data starts row 2, ends row 3000"]

Edge cases to handle: [LIST ANYTHING THAT COULD BREAK A NAIVE FORMULA, e.g. "some rows in the discount column are blank," "some deal values are stored as text," "I only want deals closed within a specific date range"]

Task:
1. Write the working formula, ready to copy and paste directly into the cell.
2. Break down what each part of the formula does, in plain English, step by step.
3. Flag anything in my data description that is likely to break this formula (mismatched data types, absolute vs. relative references, off-by-one range errors).
4. If the tool I specified has a simpler function available in a recent version that could replace an older-style formula, mention it as an alternative.
5. If there's a meaningful syntax difference between Excel and Google Sheets for this formula, note it even if I only asked about one.

Constraints: Avoid volatile functions (OFFSET, INDIRECT, NOW, TODAY) unless the calculation specifically requires them. The formula must be copy-paste-ready with no placeholder text left inside it — resolve every range and condition using the data description I gave you. Assume I am an intermediate spreadsheet user: I understand basic functions like SUM and IF but don't regularly write nested array formulas.

Output Format:
- The Formula (in a code block, copy-paste ready)
- Step-by-Step Breakdown (numbered, plain English)
- What Could Break It (bulleted)
- Excel vs. Google Sheets Note (only if relevant)
- Simpler Alternative (only if one exists)

Result

The Formula (Google Sheets, weighted average discount for Closed Won deals in Q3, ignoring blank discount rows):

=SUMPRODUCT((G2:G3000="Closed Won")*(H2:H3000>=DATE(2026,7,1))*(H2:H3000<=DATE(2026,9,30))*(I2:I3000<>"")*I2:I3000*J2:J3000)/SUMPRODUCT((G2:G3000="Closed Won")*(H2:H3000>=DATE(2026,7,1))*(H2:H3000<=DATE(2026,9,30))*(I2:I3000<>"")*J2:J3000)

Step-by-Step Breakdown

  1. The formula is built from two SUMPRODUCT calls: the top one calculates the sum of (discount × deal value) for qualifying rows, and the bottom one calculates the sum of deal value alone for the same rows. Dividing the first by the second gives a value-weighted average rather than a simple average.
  2. Each condition inside the parentheses — (G2:G3000="Closed Won"), the date range check, and (I2:I3000<>"") — evaluates to TRUE (1) or FALSE (0) for every row. Multiplying these conditions together means a row only contributes to the total if ALL conditions are true simultaneously.
  3. The (I2:I3000<>"") condition is what solves your blank-discount problem: any row where the discount cell is empty evaluates to FALSE, zeroing out that row's contribution entirely instead of treating a blank as a 0% discount, which would have dragged your average down incorrectly.
  4. The date range conditions (H2:H3000>=DATE(2026,7,1)) and (H2:H3000<=DATE(2026,9,30)) restrict the calculation to close dates within Q3 2026 specifically.

What Could Break It

  • If the discount column (I) is formatted as text instead of a number (common when values are pasted from another system with a % sign as text), SUMPRODUCT will treat those cells as zero rather than throwing an error — check for left-aligned numbers in that column, which usually signals text formatting.
  • If deal value (Column J) contains any blank or text cells within qualifying rows, the multiplication will silently zero out that row's contribution to both sums, which is usually fine but worth confirming isn't hiding missing data.
  • The range G2:G3000 assumes your data never exceeds row 3000 — if new deals get added below that row, this formula will silently exclude them. Consider converting your range to a Table (Ctrl+T in Excel, or an equivalent structured range in Sheets) so the formula auto-expands.

Excel vs. Google Sheets Note: This exact formula works identically in Excel 365 and Google Sheets — SUMPRODUCT syntax is consistent across both. In older Excel versions (pre-2007), you may need to enter it as an array formula with Ctrl+Shift+Enter, but modern Excel and Sheets both evaluate it as a normal formula.

Simpler Alternative: If you only needed a straight sum-based condition without the weighting, SUMIFS would be simpler and faster to read — but because this calculation requires weighting by deal value, SUMPRODUCT is the correct tool here rather than a simplification.

Most people who need a spreadsheet formula don't actually want to learn spreadsheet syntax — they want the correct number in the cell, an explanation they can trust, and confidence that it won't silently break the next time someone adds a row. This prompt is built to deliver exactly that, and its structure is deliberately designed around where formula requests usually go wrong.

Why this prompt is structured the way it is

The Role framing — "a senior data analyst who has spent years cleaning up broken finance and sales spreadsheets" — matters because it steers the model toward defensive formula-writing rather than the shortest technically-correct answer. A model asked simply "write me a formula for X" will often hand back something that works on clean data and breaks the moment a blank cell or a text-formatted number shows up. Framing the model as someone who has personally debugged those failures makes it proactively flag them instead of waiting to be asked.

The Context section explicitly separates the calculation description, the tool (Excel vs. Sheets), the data layout, and the edge cases into four distinct inputs rather than one paragraph. This matters because formula requests fail most often when one of these is missing — someone describes the calculation clearly but forgets to mention a blank-cell edge case, and gets back a formula that's correct in theory but wrong on their actual data.

The five-part Task list ends deliberately with a request for a simpler alternative and a cross-tool syntax note. Analysts often don't know that a function they're using has been superseded by something cleaner in a recent version, or that the formula they're about to paste into Google Sheets uses Excel-only syntax. Asking for both up front catches these before they become a copy-paste error discovered mid-presentation.

How to adapt it

For a much simpler calculation — a straight SUM or COUNTIF with no weighting or blank-handling complexity — the model will correctly hand back a short function rather than manufacturing unnecessary complexity with SUMPRODUCT or array formulas. The structure scales down as well as up.

For recurring calculations your team runs every reporting cycle, it's worth saving the final formula plus its step-by-step explanation somewhere your whole team can reference — that turns a one-off prompt into institutional knowledge that survives the original analyst moving to a different project.

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