In: Statistics and Probability
You will be performing an analysis on female heights, given of
set of 30 heights that were
randomly obtained. For this project, it is necessary to know that
the average height for women
is assumed to be 65 inches with a standard deviation of 3.5 inches.
You will use these numbers
in some of your calculations.
Height (in Inches) | Name |
72.44 | Emma |
67.53 | Olivia |
66.71 | Ava |
62.02 | Isabella |
73.89 | Sophia |
65.95 | Mia |
65.83 | Charlotte |
64.15 | Amelia |
65.39 | Evelyn |
59.68 | Abigail |
64.24 | Harper |
66.60 | Emily |
65.40 | Elizabeth |
64.72 | Avery |
67.11 | Sofia |
61.97 | Ella |
62.83 | Madison |
67.20 | Scarlett |
66.62 | Victoria |
68.78 | Aria |
66.13 | Grace |
64.47 | Chloe |
66.64 | Camila |
62.39 | Penelope |
63.90 | Riley |
62.97 | Layla |
59.31 | Lillian |
66.14 | Nora |
67.54 | Zoey |
63.45 | Mila |
1. Find Elizabeth in the data and, given the population mean and
standard deviation,
calculate:
a. The z-score for Elizabeth (easiest to be done by hand).
b. The probability that a randomly selected female is shorter than
Elizabeth.
c. The probability that a randomly selected female is taller than
Elizabeth.
d. Interpret each of these in a sentence (3 full
sentences).
2. As you know, a random sample of 30 women’s heights was obtained.
Describe the
sampling distribution. Use a full sentence here to describe the
sampling distribution.
3. Find and state the mean of the 30 women’s heights that
were
provided (round to two decimal places). Then (using the values from
step 2), calculate
the probability that a random sample of 30 women’s heights would
result in a mean
that was the value you found or more. Use this probability in a
full sentence.
4. Explain how what you just calculated in step 3 relates to the
question you were asked in
step 1c. Why is the probability in step 3 lower than that in step
1?
5. For this step, please work under the assumption that we do not
know the population
mean and standard deviation (and in fact, if we are running this
test, it means that we
are not sure of these values). Construct a 95% confidence interval
for the average height
of a female. Interpret this confidence interval.
6. It is a researcher’s belief that the average height of
females has increased since the
average value of 65 inches was reported. Using the sample of 30
female heights,
conduct a hypothesis test at the .05 level that tests whether or
not this researcher might
be correct. You must state the null and alternative hypotheses as
well as the p-value and
an interpretation of what this means.
7. How do the results from steps 5 and 6 relate to one another?
I know I have many questions... but I need your help. Please help me with those questions and I will upvote the answer.
1.(a) Here, Mean is given by = 65 inches
Standard Deviation = 3.5 inches
And Z score =
Height of Elizabeth = x = 65.4 inches
Thus, Z = (65.4-65) / 3.5
= 0.4 / 3.5
= 0.1142
(b)Value Of Z = 0.1142 in normal distribution is 0.3965
Therefore, Probability that a randomly selected girl is shorter than Elizabeth is given by
and
So, we need to find
= 0.5 - 0.3965
= 0.1035
Since we need to find
So, = 1 - 0.1035
= 0.8965
(c) Probability that a randomly selected girl is taller than Elizabeth is given by
= 0.5 - 0.3965
= 0.1035
(d) The interpretation of the above three has been done along with the solution.