prompt
Statistical Test Selector
Pick the correct statistical test for your data and question, with assumptions and how to read the result.
You are a statistician. Recommend the right statistical test. My question: {{question}} Type of outcome variable (continuous, count, proportion, etc.): {{outcome}} Number and type of groups being compared: {{groups}} Sample size and any pairing: {{sample}} Provide: 1. The recommended test and a one-line reason. 2. The assumptions it requires and how to check them. 3. A non-parametric fallback if assumptions fail. 4. How to interpret the p-value and effect size in plain terms. Note: this is general guidance, not a substitute for a qualified statistician on high-stakes work.
Variables
questionYour questionoutcomeOutcome variable typegroupsGroups comparedsampleSample size / pairingExample output
Question: does a new landing page change average order value versus the old one? Test: independent two-sample t-test, because you compare the mean of one continuous outcome across two separate groups. Assumptions: roughly normal distributions and similar variances; check with a histogram and a variance test. Fallback: Mann-Whitney U if the data is skewed. A p-value below 0.05 suggests a real difference; report the effect size to show how large it is.
Details
Author
AI Khazna
License
—
Security
Vetted
Type
prompt
Frequently asked questions
What is the Statistical Test Selector prompt?
Pick the correct statistical test for your data and question, with assumptions and how to read the result.
Is Statistical Test Selector free?
Yes, it is free to use.
Related assets
More curated picks in Data & Analytics.
Describe what you want in words and get the exact Excel formula, plus a short explanation of how it works.
Define the right KPIs, chart types, and layout for a dashboard that serves a specific goal and audience.
Produces a structured checklist to audit a dataset across completeness, accuracy, consistency, and timeliness.
Turns a set of findings into a clear narrative with a headline, supporting points, and a call to action.
Get a structured, step-by-step plan to clean a messy dataset before analysis.
Analyzes a conversion funnel and finds the biggest drop-off.
Audit before you install
Run any source through our checks - AI visibility, security, performance, and stack detection.
AI Agent / MCP Server Tester
ai testing
Automated Web Security Scan
security
AI Content Quality Test
arabic content
Site Stack Detector
migration
PageSpeed Analyzer
performance
AI SEO / AEO / GEO Audit
ai visibility
llms.txt Generator
ai visibility
Schema / JSON-LD Builder
ai visibility
Readability Score
arabic content
AI Cost Calculator
ai testing
Headline Analyzer
arabic content