Math  /  Data & Statistics

QuestionSuppose XN(2,6)X \sim N(2, 6). What value of xx has a zz-score of three?

Studdy Solution

STEP 1

What is this asking? If a random variable XX follows a normal distribution with a mean of 2 and a standard deviation of the square root of 6, what value of xx is three standard deviations above the mean? Watch out! Don't forget that the second parameter of N(μ,σ2)N(\mu, \sigma^2) is the *variance*, not the standard deviation!

STEP 2

1. Find the standard deviation.
2. Calculate the z-score.
3. Solve for x.

STEP 3

We're given that XX follows a normal distribution: XN(2,6)X \sim N(2, 6).
This tells us the **mean** μ=2\mu = 2 and the **variance** σ2=6\sigma^2 = 6.

STEP 4

To work with z-scores, we need the **standard deviation**, σ\sigma, which is the square root of the variance.
So, σ=6\sigma = \sqrt{6}.
Awesome!

STEP 5

Remember that the z-score tells us how many standard deviations a value xx is away from the mean.
The formula is z=xμσz = \frac{x - \mu}{\sigma}.

STEP 6

We're given that the z-score is **three**, so z=3z = 3.
We also know μ=2\mu = 2 and σ=6\sigma = \sqrt{6}.
Let's plug those values into our formula: 3=x263 = \frac{x - 2}{\sqrt{6}}.
Look at that, an equation just waiting to be solved!

STEP 7

Our goal is to find the value of xx.
Let's **isolate** xx in the equation 3=x263 = \frac{x - 2}{\sqrt{6}}.

STEP 8

First, we can **multiply** both sides of the equation by 6\sqrt{6} to get rid of the denominator: 36=x2663 \cdot \sqrt{6} = \frac{x - 2}{\sqrt{6}} \cdot \sqrt{6}.
This simplifies to 36=x23\sqrt{6} = x - 2.
We're almost there!

STEP 9

Now, we just need to **add** 2 to both sides of the equation: 36+2=x2+23\sqrt{6} + 2 = x - 2 + 2.
This gives us x=36+2x = 3\sqrt{6} + 2.
Boom! We found xx!

STEP 10

The value of xx with a z-score of three is 36+23\sqrt{6} + 2.

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