Design quantitative surveys with sample size and scoring guidance.
npx skills add https://github.com/Xipher-Labs/walter-os --skill survey-design-xipher-labs
Please help me install this Agent Skill. Skill: survey-design Source: https://github.com/Xipher-Labs/walter-os/tree/main/skills/survey-design Command: npx skills add https://github.com/Xipher-Labs/walter-os --skill survey-design-xipher-labs
This Skill helps you transform qualitative interview signals into quantitative survey instruments so you can validate assumptions with measurable, statistically grounded results.
Tell the AI your research objective, target population size, survey type (e.g., PMF fit or CSAT), distribution channel, and desired margin of error, and it will produce a complete question battery plus sample-size and scoring guidance.
High-intent search queries and answers about installing and using this skill.
Design a quantitative survey by specifying ordered question batteries with Likert anchoring and phrasing guidance. This transforms qualitative signals into validated instruments, producing 5–15 questions tailored to your research objective and target population for measurable statistical grounding.
Calculate sample size using the Cochran formula at 95% confidence to determine response targets. This provides a margin-of-error table and finite-population considerations, ensuring your survey distribution yields statistically grounded measurement results.
Optimize your survey response rate using field-ready distribution strategies that provide channel-specific playbooks, expected response-rate guidance, reminder cadence, and response-rate boost techniques tailored to your selected distribution channel.
Interpret PMF fit survey results by applying scoring rubrics that include the Sean Ellis 40% threshold. This defines how to score and evaluate your product-market fit instrument alongside NPS, CSAT, and CES calculations for interpretation-ready outputs.
Create custom survey question sets alongside standard NPS, CSAT, CES, and PMF-fit instruments. The design process accommodates custom survey types by generating ordered question batteries with specific Likert anchoring based on your unique research objective.
anthropicsSynthesize interview transcripts, survey results, and usability notes into themes and recommendations.
PSkinnerTechDesign surveys for NPS, CSAT, PMF, onboarding, and product feedback.
liqiongyuTriangulate survey, behavioral, and advocacy signals to measure product-market fit.
Hans3010Plan and design A/B tests with hypothesis frameworks and sample size calculations.
