Chi-square calculator
Calculate the chi-square (χ²) statistic for goodness of fit. Enter observed and expected frequencies.
Observed
Expected
Chi-square formula
χ² = Σ [(Oᵢ − Eᵢ)² / Eᵢ]
Where Oᵢ = observed frequency, Eᵢ = expected frequency for category i.
Degrees of freedom
df = (number of categories) − 1. For a 2×2 table: df = (rows−1)(cols−1).
Interpretation
Large χ² → observed data differs significantly from expected. Compare with critical values at your significance level (typically α = 0.05).
Popular statistics problems
Related calculators