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Odds Ratio Calculator

Calculate Odds Ratio from 2x2 Contingency Table

2x2 Contingency Table
Outcome +
Outcome -
Exposed
Unexposed
Confidence Level (%)

Odds Ratio Formula

Odds Ratio = (a×d)/(b×c)
ln(OR) = ln(a) + ln(d) - ln(b) - ln(c)
SE(ln(OR)) = √(1/a + 1/b + 1/c + 1/d)

If CI doesn't include 1, association is statistically significant!

Ensure a, b, c, d ≥ 1 for stable calculations (add 0.5 to each cell if any zero).

What is Odds Ratio?

Odds Ratio measures the association between an exposure and an outcome in a 2x2 contingency table.

Odds Ratio

Association measure

Confidence Interval

Precision estimate

OR > 1

Higher odds in exposed

OR < 1

Lower odds in exposed

💡 Example: a=20, b=80, c=10, d=90 → OR=(20×90)/(80×10)=2.25

Applications

Epidemiology Medicine Biostatistics Public Health Research

Frequently Asked Questions

What is odds ratio?
OR = (a/b)/(c/d) = (a×d)/(b×c). Measures association between exposure and outcome. OR=1 no association.
How to interpret odds ratio?
OR>1: exposure associated with higher odds. OR<1: lower odds. OR=1: no association. Consider magnitude and CI.
What is confidence interval for OR?
CI for ln(OR) = ln(OR) ± z×√(1/a+1/b+1/c+1/d). Exponentiate to get CI for OR.
Odds ratio vs risk ratio?
OR compares odds, RR compares risks. Similar when outcome rare; differ for common outcomes.

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