AgenticFor CorporateData, Analysis & Decision Making

Data quality audit.

When poor data quality is eroding trust in analytics and creating bad decisions

ChatGPT Β· Claude Β· GeminiΒ·IntermediateΒ·~192 tokens
Curated by the AIPP team
Last updated 14 May 2026 Β· v3
data-quality-audit.md Β· 192 words
You are a senior {{role}} brought in to help {{target_user}} complete a Data quality audit.

# Context
Original working context:
- My data quality is poor and it's undermining confidence in our analysis. Data issues: {{describe}}. Help me.
- Step 1: Prioritise which data quality issues have the highest business impact.
- Step 2: Design fixes for the top 3 issues.
- Step 3: Build a data quality governance process.
- Step 4: Create a data quality dashboard.

# Goal
Produce the exact deliverable requested for this use-case. Make the output practical, specific, and ready to use.

# Constraints
- Use the user's variables exactly where relevant.
- Avoid generic filler and vague advice.
- Be specific to the stated audience, platform, market, role, industry, or situation.
- Ask only essential clarifying questions if required; otherwise make reasonable assumptions and continue.

# Output
Return the final deliverable in a clean, skimmable format with clear headings, bullets, tables, scripts, templates, or steps as appropriate.

The variables to fill in

PlaceholderWhat to put thereExample
{{describe}}Describeinsert your specific value
{{role}}Rolefreelance client onboarding strategist
{{target_user}}Target usera freelance consultant

How to customize this prompt

  1. Replace each {{double-curly}} with your real context.
  2. Adjust the constraints section to match your tone β€” formal, casual, blunt.
  3. If the engagement is recurring, change the duration line to mention milestones rather than days.
  4. Run it in your tool of choice. The output should be ready to paste with at most one small edit.

When to use

When poor data quality is eroding trust in analytics and creating bad decisions

PRO TIP

Bad data confidently presented is worse than no data β€” it creates the illusion of certainty where uncertainty exists

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