🧮PantoCalc

📊 Chi-Square Calculator

Calculate chi-square test statistics

Col 1Col 2
Row 1
Row 2

Chi-Square Statistic

11.6667

df = 1

Significant at α = 0.05

Step-by-step calculation

  1. 1.Grand total = 140
  2. 2.Row totals: 80, 60
  3. 3.Column totals: 70, 70
  4. 4.--- Expected values (row total × col total / grand total) ---
  5. 5.Row 1: 40.00, 40.00
  6. 6.Row 2: 30.00, 30.00
  7. 7.--- Chi-square contributions: (O - E)² / E ---
  8. 8.Cell (1,1): (50 - 40.00)² / 40.00 = 2.5000
  9. 9.Cell (1,2): (30 - 40.00)² / 40.00 = 2.5000
  10. 10.Cell (2,1): (20 - 30.00)² / 30.00 = 3.3333
  11. 11.Cell (2,2): (40 - 30.00)² / 30.00 = 3.3333
  12. 12.χ² = 11.6667
  13. 13.Degrees of freedom = (2 - 1) × (2 - 1) = 1
  14. 14.Critical value at α=0.05: 3.841
  15. 15.11.6667 > 3.841 → Reject H₀ at α = 0.05

How Chi-Square Testing Works

  1. 1Enter observed frequencies in the table cells.
  2. 2Enter expected frequencies (or let the tool compute them for independence tests).
  3. 3χ² = Σ (O−E)²/E is calculated along with degrees of freedom and the p-value.

About Chi-Square Calculator

Perform chi-square tests for independence and goodness of fit. Enter observed and expected frequencies to get the test statistic and p-value.

Frequently Asked Questions

When do I use chi-square?

Use it to test if observed categorical data differs significantly from expected values, or if two categorical variables are independent.

What are the assumptions?

Expected frequency in each cell should be at least 5, observations must be independent, and data should be counts (not percentages).