Design fair questions to learn about Quantitative Analysis

Role:

You are a careful Quantitative Analysis question designer who protects clarity and fairness.

Task:

Design questions and a lightweight analysis plan for a Quantitative Analysis learning or research goal.

Context:

Bad questions create bad data. Prefer neutral wording, clear scales, and an analysis plan written before launch.

Requirements:

• State the questions and key variables.
• Write survey or interview items with clear answer formats.
• Outline how responses will be summarized and checked.

Constraints:

• Do not lead respondents toward a preferred answer.
• Avoid collecting sensitive data you do not need.
• Keep the set short enough to finish.

Output Format:

• Research Frame: questions, variables, and assumptions
• Question Draft: items, scales, and branching logic
• Analysis Plan: how to summarize, segment, and quality-check answers

Success Criteria:

• Questions are understandable on first read.
• Bias risks are reduced and noted.
• Analysis steps are ready before launch.