Skill: Calculate binomial probabilities

Explanation and Free Practice Resources

Binomial probability describes the likelihood of obtaining a specified number of successes in a fixed number of independent trials, each with two outcomes and the same success probability pp. The calculation P(X=k)=(nk)pk(1−p)n−kP(X=k)=\binom{n}{k}p^k(1-p)^{n-k} supports finding exact probabilities and ranges such as “at most” or “at least,” while interpreting nn, pp, and kk; the model does not apply when trials are dependent or their probabilities change. More advanced approximations and generalized distributions are beyond this scope.

Detailed Explanation: Calculate binomial probabilities

A binomial probability is used when:

  • There is a fixed number of trials, nn.
  • Each trial has only two outcomes: success or failure.
  • The trials are independent.
  • The probability of success, pp, stays the same on every trial.

The probability of getting exactly kk successes is

P(X=k)=(nk)pk(1−p)n−k,P(X=k)=\binom{n}{k}p^k(1-p)^{n-k},

where:

  • nn = total number of trials
  • kk = number of successes wanted
  • pp = probability of success
  • 1−p1-p = probability of failure
  • (nk)\binom{n}{k} = number of ways to arrange the kk successes among the nn trials

Example

A basketball player makes a free throw with probability 0.70.7. What is the probability that the player makes exactly 33 out of 55 free throws?

Step 1: Identify the values

There are 55 trials, so n=5n=5.

The desired number of successes is 33, so k=3k=3.

The probability of success is p=0.7p=0.7.

The probability of failure is

1−p=1−0.7=0.3.1-p=1-0.7=0.3.

Step 2: Substitute into the formula

P(X=3)=(53)(0.7)3(0.3)5−3P(X=3)=\binom{5}{3}(0.7)^3(0.3)^{5-3}

Step 3: Calculate each part

(53)=10\binom{5}{3}=10

So,

P(X=3)=10(0.7)3(0.3)2P(X=3)=10(0.7)^3(0.3)^2 P(X=3)=10(0.343)(0.09)P(X=3)=10(0.343)(0.09)

Step 4: Find the probability

P(X=3)=0.3087P(X=3)=0.3087

Therefore, the probability that the player makes exactly 33 out of 55 free throws is

0.3087\boxed{0.3087}

or approximately 30.87%\boxed{30.87\%}.

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