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Confidence Interval for a Proportion Calculator

Parameters

Results

Enter parameters and click Calculate to see results.

Guide

Confidence Interval for a Proportion estimates the range that likely contains the true population proportion based on sample data. Enter your sample size (n) and number of successes (x), choose a confidence level and method, then click Calculate. The tool shows the interval, margin of error, and step-by-step workings.

Facts
  • The Wald interval is the classic formula but performs poorly for small samples or proportions near 0 or 1.
  • The Wilson interval is more accurate and recommended for most applications.
  • Agresti–Coull adjusts Wald by adding two successes and two failures.
  • Clopper–Pearson (exact) guarantees at least the nominal coverage but can be conservative.
  • Continuity correction improves normal approximation for discrete data.
Tips
  • Use Wilson by default — it balances accuracy and simplicity.
  • Check the n check badge: both np̂ and n(1−p̂) should be ≥ 10 for Wald.
  • For rare events (p̂ < 0.1 or p̂ > 0.9), prefer Wilson or Clopper–Pearson.
  • Export results as JSON for reporting or further analysis.
Use Cases
  • Market Research — estimating customer satisfaction rates.
  • Clinical Trials — proportion of patients responding to treatment.
  • Quality Control — defect rate in a production batch.
  • Political Polling — support percentage for a candidate.
  • A/B Testing — conversion rate confidence intervals.
About

This tool computes confidence intervals for a population proportion using four widely adopted statistical methods. It is designed for researchers, analysts, students, and professionals who need fast, accurate, and well-documented interval estimates. Built with pure JavaScript — no external libraries required for computation.

Examples
  • Example 1: n=100, x=40, 95% Wilson → CI ≈ (0.307, 0.499)
  • Example 2: n=500, x=350, 99% Wald → CI ≈ (0.656, 0.744)
  • Example 3: n=30, x=2, 95% Clopper–Pearson → CI ≈ (0.008, 0.202)
  • Example 4: n=2000, x=1600, 90% Agresti–Coull → CI ≈ (0.786, 0.814)
Feature Details
Price Free
Rendering Client-Side Rendering
Language JavaScript
Paywall No

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