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Cumulative Binomial Probability Calculator

Find the probability of at most k successes and its strict upper-tail complement in independent fixed-probability trials.

Enter your values

Enter a numeric value. Use a whole number. Use a non-negative value. Allowed range: 0–170.
Enter a numeric value. Use a whole number. Use a non-negative value. Allowed range: 0–170.
Enter a numeric value. Use a non-negative value. Allowed range: 0–1.

Use a decimal point, without thousands separators.

Example result
Probability of at most k (0–1)
0.171875
Probability of more than k (0–1)0.828125

The initial result uses the example values. Enter your own values and calculate again.

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How it works

Sum the probabilities for zero through k successes. With n = 4, p = 0.5 and k = 1, the lower-tail probability is (1 + 4)/16 = 0.3125. The complement is the probability of more than k, not of at least k. Enter 0.5 for 50%, and use one fixed success probability for independent trials.

Inputs and units
Cumulative Binomial Probability Calculator · Inputs and units
InputExample valueWhat to enter
Number of trials n10Enter a numeric value. Use a whole number. Use a non-negative value. Allowed range: 0–170.
Maximum successes k3Enter a numeric value. Use a whole number. Use a non-negative value. Allowed range: 0–170.
Success probability (0–1)0.5Enter a numeric value. Use a non-negative value. Allowed range: 0–1.
P(X ≤ k) = Σᵢ₌₀ᵏ C(n,i)pⁱ(1 − p)ⁿ⁻ⁱ; P(X > k) = 1 − P(X ≤ k)

Worked example

Show example inputs and results

This example is generated by the same calculation engine using the starting values in the form. Your own inputs produce your own result.

Number of trials n
10
Maximum successes k
3
Success probability (0–1)
0.5

Complete example results

Probability of at most k (0–1)
0.171875
Probability of more than k (0–1)
0.828125

Reading the result

Check the probability scale, sample size and assumptions stated by the method. A decimal probability of 0.5 represents 50%. Mean and spread inputs must describe the same dataset; the calculation does not validate those estimates.

Questions and answers

Can I use the example values for my own calculation?

The example values illustrate the calculation. Replace every input with your own information, especially dates, rates and the selected operation.

Does k = n give certainty?

Yes. A binomial count cannot exceed the number of trials. Very small complementary tails can lose precision when subtracted from one; the displayed rounding is not an exact tail guarantee.

Why are some results rounded?

Results display up to 8 decimal places. Calculations use the unrounded values; very small values use scientific notation. JavaScript floating-point arithmetic can introduce tiny rounding differences.

Are my inputs sent to a server?

The calculator processes inputs in your browser. Its code does not send your values to a server.

Method sources: itl.nist.gov

Methods & accuracy

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