Probabilities for Binomial Distributions (College Board AP® Statistics): Study Guide

Dan Finlay

Written by: Dan Finlay

Reviewed by: Lucy Kirkham

Updated on

Probabilities for binomial distributions

How do I calculate the probability of a single outcome using a binomial distribution?

  • Let X be a discrete random variable following a binomial distribution with parameters n and p

    • X~B(n, p)

  • The formula for P(X=x), where x=0, 1, 2, ..., n, is

    • P(X=x)=(nx) px(1p)nx

      • This is given in the exam

    • where (nx)=Cxn=n!x!(nx)!

      • n!=n·(n1)·(n2)·...·2·1

      • 0!=1

    • e.g. if X~B(20, 0.3) then P(X=5)=(205)(0.3)5(10.3)205

      • this can be written as P(X=5)=20!5!·15!(0.3)5(0.7)15

Examiner Tips and Tricks

Using the following two facts can speed up calculations:

  • (n0)=(nn)=1

  • (n1)=n

these are true for any non-negative integer value of n.

How do I calculate the probability of an event using a binomial distribution?

  • To calculate the probability of an event

    • find the probabilities of each outcome in the event

    • add the probabilities together

      • e.g. P(2X<6)=P(2)+P(3)+P(4)+P(5)

  • To calculate the probability of an event using the complement of the event

    • find the probabilities of the outcomes that are not in the event

    • add the probabilities together

    • subtract from 1

      • e.g. P(X>3)=1(P(0)+P(1)+P(2)+P(3))

How can I calculate probabilities using a binomial distribution on a calculator?

  • Most graphical calculators can calculate probabilities for a binomial distribution

  • The binomial probability distribution function finds the probability of a single outcome P(X=x)

    • This might be shown as BPD, Binomial PD or binompdf

    • You need to enter:

      • the value of n

      • the value of p

      • the value of the outcome x

  • The binomial cumulative distribution function finds the probability of an event containing outcomes within an interval P(lowerXupper)

    • This might be shown as BCD, Binomial CD or binomcdf

    • You need to enter:

      • the value of n

      • the value of p

      • the value of the lower bound

      • the value of the upper bound

    • Some calculators do not have an option for the lower bound

      • in this case, the lower bound is 0

      • you may need to find two cumulative probabilities and subtract one from the other

  • Check your calculator's manual to see the syntax for these functions

    • e.g. for TI models, use binompdf(n, p, x) and binomcdf(n, p, lower, upper)

    • e.g. for Casio models, use binomialpd(x, n, p) and binomialcd(lower, upper, n, p)

Examiner Tips and Tricks

You are allowed to use your calculator in the exam but you must clearly state:

  • the distribution including the parameters,

  • the event that you are finding the probability of.

For example, the following are acceptable:

  • X has a binomial distribution with n=20 and p=0.5, P(X7)=0.1315...

  • binomcdf(n=20, p=0.5, upper=7)=0.1315...

The safest approach is to calculate the probability using the formula and show all of your work. Then, you can check your answer on your calculator.

Worked Example

There are 30 students in a math class. Each day, the teacher randomly selects a student to hand out the textbooks. Each of the 30 students is equally likely to be selected each day and the same student could be selected more than once. Each day's selection is independent from every other day.

Consider the probability that a particular student is selected to hand out the textbooks at least twice within 10 school days.

(a) Define the random variable of interest and state how the random variable is distributed.

(b) Determine the probability that a particular student is selected to hand out the textbooks at least twice within 10 school days. Show your work.

Answer:

(a)

Let the random variable of interest, X, represent the number of times a particular student is selected to hand out the textbooks within 10 school days

The conditions are met for a binomial distribution

X has a binomial distribution with n=10 and p=130

(b)

The required probability is P(X2)

This is equal to P(2)+P(3)+...+P(10)

It is quicker to find the probability that a student is selected at most once and subtract this from 1, i.e. 1(P(0)+P(1))

Find the probability of each outcome using P(X=x)=(nx) px(1p)nx

P(X2)=1P(X1)=1(P(0)+P(1))=1((100)(130)0(1130)100+(101)(130)1(1130)101)=1((2930)10+10(130)(2930)9)=10.95815...=0.04184...

Check this on a calculator using binomcdf(n=10, p=130, lower=2, upper=10)

The probability that a particular student is selected to hand out the textbooks at least twice within 10 school days is 0.0418

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Dan Finlay

Author: Dan Finlay

Expertise: Portfolio Lead

Dan graduated from the University of Oxford with a First class degree in mathematics. As well as teaching maths for over 8 years, Dan has marked a range of exams for Edexcel, tutored students and taught A Level Accounting. Dan has a keen interest in statistics and probability and their real-life applications.

Lucy Kirkham

Reviewer: Lucy Kirkham

Expertise: Content Creator

Lucy has been a passionate Maths teacher for over 12 years, teaching maths across the UK and abroad helping to engage, interest and develop confidence in the subject at all levels.Working as a Head of Department and then Director of Maths, Lucy has advised schools and academy trusts in both Scotland and the East Midlands, where her role was to support and coach teachers to improve Maths teaching for all.