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The number of chocolate chips in a single chocolate chip cookie is approximately normally distributed with a mean of

12.5 chocolate chips and a standard deviation of 2.1 chocolate chips. What is the probability that a randomly selected
chocolate chip cookie contains fewer than 10 chocolate chips?
Your answer should be a decimal value rounded to four decimal places.
The probability is

User Jazerix
by
8.1k points

2 Answers

6 votes

To solve this problem, we need to standardize the value 10 using the formula:

z = (x - μ) / σ

where x is the value we want to standardize, μ is the mean, and σ is the standard deviation.

z = (10 - 12.5) / 2.1 = -1.19

Using a standard normal table or calculator, we can find that the probability of a standard normal variable being less than -1.19 is 0.1179.

Therefore, the probability that a randomly selected chocolate chip cookie contains fewer than 10 chocolate chips is 0.1179 or 11.79%.

hope it helps you....

User Cclloyd
by
8.4k points
3 votes

Answer:

0.1170 (using z-tables)

0.1169 (using a calculator)

Explanation:

The number of chocolate chips in a single chocolate chip cookie is approximately normally distributed with a mean of 12.5 chocolate chips and a standard deviation of 2.1 chocolate chips.

Therefore:


\boxed{X \sim\text{N} \left(12.5,2.1^2\right)}

where X is the number of chocolate chips in a single chocolate chip cookie.

To find the probability that a randomly selected chocolate chip cookie contains fewer than 10 chocolate chips, we need to find P(X < 10).

Converting to the Z distribution:


\boxed{\textsf{If }\: X \sim\textsf{N}(\mu,\sigma^2)\:\textsf{ then }\: (X-\mu)/(\sigma)=Z, \quad \textsf{where }\: Z \sim \textsf{N}(0,1)}

Transform X to Z:


\begin{aligned}\text{P}(X < 10) &amp;= \text{P}\left(Z < (10-12.5)/(2.1)\right)\\\\&amp;=\text{P}(Z < -1.19047619...)\end{aligned}

According to the z-tables, when Z = -1.19, p = 0.11702.

Therefore:


\text{P}(X < 10) =0.1170\;\sf(4\;d.p.)

Therefore, probability that a randomly selected chocolate chip cookie contains fewer than 10 chocolate chips is 0.1170.


\hrulefill

Additional Information

If we use a calculator to calculate the "normal cumulative distribution function (cdf)", we get a slightly different (more accurate) result than when using z-tables.

Input the following parameters into the "normal cumulative distribution function (cdf)" of a calculator:

  • Upper bound: x = 10
  • Lower bound: x = -100
  • μ = 12.5
  • σ =2.1

Therefore:


\text{P}(X < 10) =0.116929641...


\text{P}(X < 10) =0.1169\; \sf (4\;d.p.)

Therefore, probability that a randomly selected chocolate chip cookie contains fewer than 10 chocolate chips is 0.1169.

The number of chocolate chips in a single chocolate chip cookie is approximately normally-example-1
The number of chocolate chips in a single chocolate chip cookie is approximately normally-example-2
User Clement Levesque
by
8.3k points

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