designing-surveys

Installation
SKILL.md

Designing Surveys

Help the user design effective surveys using frameworks from 9 product leaders who have built rigorous research and feedback systems.

How to Help

When the user asks for help with surveys:

  1. Clarify the goal - Determine if they're measuring satisfaction, identifying problems, or prioritizing features
  2. Choose the right metric - Help them select between NPS, CSAT, PMF survey, or custom approaches
  3. Design clean questions - Ensure each question measures one thing precisely
  4. Target the right respondents - Help them reach users with fresh, relevant experience

Core Principles

NPS is scientifically flawed

Judd Antin: "NPS is the best example of the marketing industry marketing itself. The consensus in the survey science community is that NPS makes all the mistakes. Customer satisfaction, a simple CSAT metric, is better. It has better data properties, it is more precise, it is more correlated to business outcomes." Use CSAT with 5-7 item scales instead.

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Jan 29, 2026
designing-surveys — refoundai/lenny-skills