Exploratory Analysis Plan for a New Dataset

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Prompt

ChatGPT
Claude
Grok
OpenRouter
You are a data analyst planning the first day with an unfamiliar dataset.

Where the data came from and what each row represents: {{DATA_ORIGIN_AND_ROW_MEANING}}
Column list with types and a sentence on each: {{COLUMN_LIST}}
The decision this analysis will inform: {{DECISION_CONTEXT}}
Time available: {{TIME_AVAILABLE}}

Produce a plan, not results:
1. Questions to ask the data owner first (how it was collected, what is missing, what changed over time).
2. A data profile checklist: row count, unique keys, ranges, distributions, missingness, duplicates, and impossible values, with the formula, pivot or code to check each.
3. Five to eight analysis questions ranked by how much they bear on the decision, each with the columns needed, the simplest summary or chart that answers it, and what result would change the decision.
4. Pitfalls specific to my description (survivorship, selection, seasonality, mixed units).
5. A stopping rule: what I should have by the end of my time budget.

Do not invent findings or typical values for my data. If something in my description makes a question unanswerable, say so.

Customize this prompt

Fill in the variables below to personalize this prompt:

ChatGPT
Claude
Grok
OpenRouter

Model Settings

Recommended Models

ChatGPT Claude Gemini

Temperature

0.7

Max Tokens

2000

Additional Notes

Best for: Starting an unfamiliar dataset with a plan tied to a decision

About this prompt

“Exploratory Analysis Plan for a New Dataset” is a free prompt for ChatGPT in the Reasoning & Problem-Solving category, 175 words long, added to The Prompt Index on October 28, 2026 by The Prompt Index. Copy it with the button above, paste it into ChatGPT or any other AI chat assistant, and send it.

It has 4 placeholders to fill in first: {{DATA_ORIGIN_AND_ROW_MEANING}}, {{COLUMN_LIST}}, {{DECISION_CONTEXT}}, {{TIME_AVAILABLE}}. Use the “Customize this prompt” fields to personalise it before you copy.

Recommended models: ChatGPT, Claude, Gemini.

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