In: Statistics and Probability
A company produces a brand of yoghurt for which the following two demand equations have been estimated.
(i) Q = 3.6 - 0.2Py – 0.6I + 0.7Pi
(2.75) (-2.87) (-2.54) (3.71)
Number of observations = 60, R2 = 0.96 (numbers in brackets are t-statistics)
(ii) Q = 2.4 - 0.5Py + 0.8I – 0.4Pi
(1.15) (2.01) (2.11) (-1.67)
Number of observations = 60, R2 = 0.68 (numbers in brackets are t-statistics)
Where Q = number of units of yoghurt demanded, Py = price of yoghurt, I = disposable income, and Pi = ice cream.
a.
The recommended equation is Q = 3.6 - 0.2Py – 0.6I + 0.7Pi (Equation (i)), because R2 = 0.96 of the equation (i) is greater than that of equation (ii)
b.
The coefficient of ice-cream in equation (i) is positive.
The coefficient of ice-cream in equation (ii) is negative.
Equation (i) suggests that there is a positive relation between demand of yoghurt and ice-cream. That is, the demand of yoghurt increases as the price of ice cream increases and vice-versa.
Equation (ii) suggests that there is a negative relation between demand of yoghurt and ice-cream. That is, the demand of yoghurt decreases as the price of ice cream increases and vice-versa.
c.
The coefficient of income in equation (i) is negative.
The coefficient of income in equation (ii) is positive.
Equation (i) suggests that there is a negative relation between demand of yoghurt and income. That is, the demand of yoghurt decreases as the income increases and vice-versa.
Equation (ii) suggests that there is a positive relation between demand of yoghurt and income. That is, the demand of yoghurt increases as the income increases and vice-versa.