In: Statistics and Probability
40 individuals were asked the following question: What is your favorite soft drink? The table below shows the results.
Soft Drink |
How many times a week do you typically exercise? |
Mountain Dew |
7 |
Coke |
3 |
Diet Coke |
2 |
Dr. Pepper |
10 |
Sprite |
8 |
Diet Mountain Dew |
1 |
Lemonade |
3 |
Diet Pepsi |
2 |
Root Beer |
3 |
Pepsi |
1 |
1. Calculate the sample proportion for individuals that answered “Dr. Pepper”. SHOW THE CALCULATION
2. Calculate the appropriate SE based on the 40 individuals and #1 above. SHOW THE CALCULATION.
3. Calculate a 95% confidence interval for the proportion associated with the individuals who answred “Diet Coke”. SHOW ALL CALCULATIONS.
4. Interpret the full meaning of the confidence interval you have in #12. Remember to include all four components to an interpretation
1)
sample proportion for individuals that answered “Dr. Pepper” = 10/40 = 0.25
2) Standard Error , SE = √[p̂(1-p̂)/n] = √(0.25*0.75/40) = 0.06847
3)
Level of Significance, α =
0.05
Number of Items of Interest, x =
2
Sample Size, n = 40
Sample Proportion , p̂ = x/n =
0.0500
z -value = Zα/2 = 1.960 [excel
formula =NORMSINV(α/2)]
Standard Error , SE = √[p̂(1-p̂)/n] =
0.03446
margin of error , E = Z*SE = 1.960
* 0.03446 = 0.0675
95% Confidence Interval is
Interval Lower Limit = p̂ - E = 0.05000
- 0.06754 = -0.01754
Interval Upper Limit = p̂ + E = 0.05000
+ 0.06754 = 0.11754
95% confidence interval is (
-0.018 < p < 0.118
)
4)
There is 95% confidence that true proportion of Diet Coke lies within confidence interval