Answer:
a) The difference is of 3.222 lbs.
b) 1.64 standard deviations.
c) Z = 1.64
d) Not significant, as the z-score of 1.64 is between -2 and 2.
Explanation:
Normal Probability Distribution:
Problems of normal distributions can be solved using the z-score formula.
In a set with mean
and standard deviation
, the z-score of a measure X is given by:
![Z = (X - \mu)/(\sigma)](https://img.qammunity.org/2022/formulas/mathematics/college/bnaa16b36eg8ubb4w75g6u0qutzsb68wqa.png)
The Z-score measures how many standard deviations the measure is from the mean. After finding the Z-score, we look at the z-score table and find the p-value associated with this z-score. This p-value is the probability that the value of the measure is smaller than X, that is, the percentile of X. Subtracting 1 by the p-value, we get the probability that the value of the measure is greater than X.
The mean of all of the weights is x=2.088 lb, and the standard deviation of the weights is s=1.968 lb.
This means that
![\mu = 2.088, \sigma = 1.968](https://img.qammunity.org/2022/formulas/mathematics/college/uxs77dp74dd673xncf172iy317e3bxa2ho.png)
a. What is the difference between the weight of 5.31 lb and the mean of the weights?
This is
![X - \mu = 5.31 - 2.088 = 3.222](https://img.qammunity.org/2022/formulas/mathematics/college/j2rhwkpr124lepmqvddnvu84mzgeshkml9.png)
The difference is of 3.222 lbs.
b. How many standard deviations is that [the difference found in part (a)]?
This is the z-score. So
![Z = (X - \mu)/(\sigma)](https://img.qammunity.org/2022/formulas/mathematics/college/bnaa16b36eg8ubb4w75g6u0qutzsb68wqa.png)
![Z = (5.31 - 2.088)/(1.968)](https://img.qammunity.org/2022/formulas/mathematics/college/21jc1pm137e4gtlmpxwsyrhgaoa06u3d6d.png)
![Z = 1.64](https://img.qammunity.org/2022/formulas/mathematics/college/69tlq2tznpf6o0ag9kwf39w9m0rhv15e5c.png)
1.64 standard deviations.
c. Convert the weight of 5.31 lb to a z score.
Z = 1.64, as found above.
d. If we consider weights that convert to z scores between −2 and 2 to be neither significantly low nor significantly high, is the weight of 5.31 lb significant?
Not significant, as the z-score of 1.64 is between -2 and 2.