Instructions: Please use the data attached to estimate the demand function for P
ID: 1109643 • Letter: I
Question
Instructions: Please use the data attached to estimate the demand function for Pizza using the Ordinary Least Squares Method.
1. Write out an equation for the estimated demand function
2. Interpret the signs and values of all the estimated coefficients
3. Using the t-tests determine which coefficients are non-zero.
4. Compute the price elasticity, cross price elasticity and income elasticity of Pizza.
5. How confident are you that the sample used in this exercise is a good fit for the entire population
College Quantity Price of Pizza Tuition Price of Soda Location 1 10 100 14 100 1 2 12 100 16 95 1 3 13 90 8 110 1 4 14 95 7 90 1 5 9 110 11 100 0 6 8 125 5 100 0 7 4 125 12 125 1 8 3 150 10 150 0 9 15 80 18 100 1 10 12 80 12 90 1 11 13 90 6 80 1 12 14 100 5 75 1 13 12 100 12 100 1 14 10 110 10 125 0 15 10 125 14 130 0 16 12 110 15 80 1 17 11 150 16 90 0 18 12 100 12 95 1 19 10 150 12 100 0 20 8 150 10 90 0 21 9 150 13 95 0 22 10 125 15 100 1 23 11 125 16 95 1 24 12 100 17 100 0 25 13 75 10 100 1 26 10 100 12 110 1 27 9 110 6 125 0 28 8 125 10 90 0 29 8 150 8 80 0 30 5 150 10 95 0Explanation / Answer
Answer:
We do this Analaysis using Excel .
DATA >>>>Data Analysis >>>>>Regression
1.Write out an equation for the estimated demand function
Y=26.66685004 -0.087750505*X1+0.138204092*X2 - 0.075895058 *X3 -0.54427895*X4
2.Interpret the signs and values of all the estimated coefficients
B0 =26.6668004.
If all independent variables are 0 then the dependent varuiable is 26.666804
B1=-0.087750505
If X1 decreases one unit then Y decreases0.087750505 unit
B2=0.138204092
If X 2increases one unit then Y increases 0.138204092 unit
B3=- 0.075895058
If X3 decreases one unit then Y decreases 0.075895058 unit
B4=-0.54427895
If X4 decreases one unit then Y decreases 0.54427895 unit
3.Using the t-tests determine which coefficients are non-zero.
t Stat
P-value
Intercept
8.13488757
1.73E-08
X1
-4.858291804
5.37929E-05
X2
1.595041559
0.123268453
X3
-3.947598513
0.00056675
X4
-0.615268178
0.543938324
Comment - See above P-values the only X1 and X3 are significant because P-values is less than 0.05 and X2 and X4 are not significant beacuse P-values is grater than 0.05.
.5) How confident are you that the sample used in this exercise is a good fit for the entire population?
>>> 71.65% we confident that sample used in this exercise is a good fit for the entire population.
t Stat
P-value
Intercept
8.13488757
1.73E-08
X1
-4.858291804
5.37929E-05
X2
1.595041559
0.123268453
X3
-3.947598513
0.00056675
X4
-0.615268178
0.543938324