Prompt workflow

Data Analyst Workflow to Make A Comparison Table

A reusable prompt chain for data analysts who need to make a comparison table.

Workflow purpose

This workflow helps a data analyst make a comparison table. It is designed for a situation where the user has messy datasets, stakeholder requests, and metric definitions and needs side-by-side table with use cases and tradeoffs.

工作流

  1. Define the real decision: what the Data Analyst needs after using the output.
  2. Add the operating context for the project: audience, constraints, proof points and unavailable information.
  3. Run a context-builder prompt before asking for the final deliverable.
  4. Generate the first version for: make a comparison table.
  5. Ask the AI to critique its own answer against clarity, specificity and risk.
  6. Edit the final output manually before publishing or sending it.

Data Analysis Prompts Context Builder

Best for: Data Analysts working on data questions, cleaning plans, chart interpretation and reporting narratives in general work

Act as a senior data analysis specialist. You are helping a Data Analyst in general work make a comparison table. First, restate the goal in one sentence. Use this context: [context]. Audience: [audience]. Constraints: [constraints]. Brand or communication tone: [tone]. Your task is to collect missing context before trying to make a comparison table. Return side-by-side table with use cases and tradeoffs. Include: 1) a ready-to-use draft, 2) a short rationale, 3) a review checklist, and 4) three missing-information questions if the context is incomplete. Do not invent facts, prices, policies or results that are not provided.
[goal][audience][context][constraints][tone][output format][data-analyst constraint]

Example input: Goal: make a comparison table; scenario: comparing two service packages; constraint: keep it specific and reviewable.

Expected output: side-by-side table with use cases and tradeoffs

Data Analysis Prompts First Draft

Best for: Data Analysts working on data questions, cleaning plans, chart interpretation and reporting narratives in general work

Act as a senior data analysis specialist. You are helping a Data Analyst in general work make a comparison table. First, restate the goal in one sentence. Use this context: [context]. Audience: [audience]. Constraints: [constraints]. Brand or communication tone: [tone]. Your task is to produce a usable analysis plan for Data Analyst. Return side-by-side table with use cases and tradeoffs. Include: 1) a ready-to-use draft, 2) a short rationale, 3) a review checklist, and 4) three missing-information questions if the context is incomplete. Do not invent facts, prices, policies or results that are not provided.
[goal][audience][context][constraints][tone][output format][data-analyst constraint]

Example input: Goal: make a comparison table; scenario: comparing two service packages; constraint: keep it specific and reviewable.

Expected output: side-by-side table with use cases and tradeoffs

Data Analysis Prompts Critique and Improve

Best for: Data Analysts working on data questions, cleaning plans, chart interpretation and reporting narratives in general work

Act as a senior data analysis specialist. You are helping a Data Analyst in general work make a comparison table. First, restate the goal in one sentence. Use this context: [context]. Audience: [audience]. Constraints: [constraints]. Brand or communication tone: [tone]. Your task is to audit the data-quality checklist against the real goal and constraints. Return side-by-side table with use cases and tradeoffs. Include: 1) a ready-to-use draft, 2) a short rationale, 3) a review checklist, and 4) three missing-information questions if the context is incomplete. Do not invent facts, prices, policies or results that are not provided.
[goal][audience][context][constraints][tone][output format][data-analyst constraint]

Example input: Goal: make a comparison table; scenario: comparing two service packages; constraint: keep it specific and reviewable.

Expected output: side-by-side table with use cases and tradeoffs

Data Analysis Prompts Format Converter

Best for: Data Analysts working on data questions, cleaning plans, chart interpretation and reporting narratives in general work

Act as a senior data analysis specialist. You are helping a Data Analyst in general work make a comparison table. First, restate the goal in one sentence. Use this context: [context]. Audience: [audience]. Constraints: [constraints]. Brand or communication tone: [tone]. Your task is to turn raw notes into a clear chart explanation for general work. Return side-by-side table with use cases and tradeoffs. Include: 1) a ready-to-use draft, 2) a short rationale, 3) a review checklist, and 4) three missing-information questions if the context is incomplete. Do not invent facts, prices, policies or results that are not provided.
[goal][audience][context][constraints][tone][output format][data-analyst constraint]

Example input: Goal: make a comparison table; scenario: comparing two service packages; constraint: keep it specific and reviewable.

Expected output: side-by-side table with use cases and tradeoffs

审核清单

  • The prompt states the user role and business context.
  • The output format is explicit enough to review quickly.
  • The prompt asks for missing-information questions instead of invented details.
  • The answer includes a checklist or next step, not only a paragraph.
  • Claims, numbers, policies and examples are checked before use.
  • The output matches the task: side-by-side table with use cases and tradeoffs.

常见问题

Why use a workflow instead of one prompt?

A workflow separates context, drafting, critique and final formatting so the result is easier to verify.

What should the data analyst prepare first?

Prepare the real goal, audience, constraints, examples and deadline before using the prompt chain.

How do I store the result?

Save the final prompt, example input and a note about what worked so the workflow can be reused.

编辑质量

Score: 74/100

Robots: noindex,follow

该页面对用户可见,但在完成编辑审核前不进入 sitemap。