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Movement strengthening· Medium risk

Spreadsheet cleaning instructions

Give AI or a colleague clear cleaning rules.

When to use this prompt

Reach for this prompt when you need to give AI or a colleague clear cleaning rules. It's designed for Data lead, Admin. Typically used within Data work.

Draft with AI, then have a colleague verify facts and tone before use.

How to use it

  1. 1

    Gather your inputs

    Have your local context, audience and goal to hand.
  2. 2

    Fill in the template

    Copy the template below and replace every bracketed placeholder with real, local context. Keep names and safeguarding details out.
  3. 3

    Run it in your AI tool

    Paste into your preferred AI assistant. Ask a follow-up if the output misses your association's tone or context.
  4. 4

    Review with the checklist

    Work through the human-review checklist below before you send, publish or act on the output.

Prefer a guided flow? Adapt with the guided builder — it fills placeholders from your association profile.

Prompt template

Given a CSV described below, produce a cleaning instruction set: which columns to keep, standardise date format ({DATE_FMT}), trim whitespace, deduplicate on {KEYS}, redact any personal data columns, and export as {FORMAT}. Do not execute — output the steps only. Description: {DESC}

Replace bracketed placeholders with real context. Never paste identifying details about children, health or safeguarding cases.

Worked example

DATE_FMT: YYYY-MM-DD · KEYS: email · FORMAT: CSV · DESC: [describe columns]

Why this prompt works

Repeatable cleaning; auditable steps.

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YMCA AI Adoption Toolkit

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Aligned with YMCA Vision 2030. Human review, always.

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Safeguarding

    Never enter identifying information about children, health or safeguarding cases into any AI tool. AI drafts, humans decide.

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