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julsineya [31]
3 years ago
12

The number of cars running a red light in a day, at a given intersection, possesses a distribution with a mean of 3.6 cars and a

standard deviation of 5 . The number of cars running the red light was observed on 100 randomly chosen days and the mean number of cars calculated. Describe the sampling distribution of the sample mean.
Mathematics
1 answer:
Iteru [2.4K]3 years ago
5 0

Answer:

X \sim N(3.6,5)  

Where \mu=3.6 and \sigma=5

Then we have:

\bar X \sim N(\mu, \frac{\sigma}{\sqrt{n}})

With the following parameters:

\mu_{\bar X}= 3.6

\sigma_{\bar X} = \frac{5}{\sqrt{100}}= 0.5

Step-by-step explanation:

Previous concepts

Normal distribution, is a "probability distribution that is symmetric about the mean, showing that data near the mean are more frequent in occurrence than data far from the mean".

The Z-score is "a numerical measurement used in statistics of a value's relationship to the mean (average) of a group of values, measured in terms of standard deviations from the mean".  

Solution to the problem

Let X the random variable that represent the number of cars running a red light of a population, and for this case we know the distribution for X is given by:

X \sim N(3.6,5)  

Where \mu=3.6 and \sigma=5

Since the distribution for X is normal then we know that the distribution for the sample mean \bar X is given by:

\bar X \sim N(\mu, \frac{\sigma}{\sqrt{n}})

With the following parameters:

\mu_{\bar X}= 3.6

\sigma_{\bar X} = \frac{5}{\sqrt{100}}= 0.5

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Answer:

The scores are significantly lower than those from the general population.

Step-by-step explanation:

Hello!

To make the test we need to first identify the hypothesis we want to test. In this case, the hypothesis statement is

<em>"Studying from a screen lowers the scores on the final exam"</em>

Should this happen, it would mean that the average scores on the final exam will be lowered too. If this statement is not true, the average scores on the final exam should not change whether the students use virtual or printed materials to study.

On the other hand, we will take the previously known information as population reference, so for this example, the population mean is 577 and the standard deviation 58

With this in mind, we can state the null and alternative hypothesis:

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The text doesn't specify a significance level, so I'll use the most common one. α=0.05

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Our critical value bein a Z_{\alpha } = Z_{\0.05} = -1.64

So we will reject the null hypothesis if the Z_{obs} is ≤-1.64 or support the null hypothesis if the Z_{obs}is >-1.64

Next we calculate the Z-value

Z_{obs}= (x(bar)-μ)/(σ/√n) = (572.5-577)/(58/√516)= -4.5/2.55 = -1.76

since Z_{obs}= -1.76 ≤ -1.64 we will reject the null hypothesis.

In other words, we can assume that the average scores on the final exam decrease when the students use virtual materials to study.

I hope you have a SUPER day!

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