In: Operations Management
What is the Regression Equation (i.e., what are the values of a and b)? What is the forecast value for November? What is the Standard Error of the Estimate?
While the formula for calculating a and b are provided, we will calculate them straightway by using standard formula in excel.
For that, we place given values of t and y in 2 different columns in excel and apply the formula LINEST ( ) to obtain values of a and b . Accordingly , relevant values are :
A = 260
B= 40
Therefore , y = 260 + 40.t
REGRESSION EQUATION : Y = 260 + 40.t |
To determine value for November , we put value of t = 11 . Accordingly relevant value of Y as follows :
Y = 260 + 40 x 11 = 260 + 440 = 700
FORECAST VALUE FOR NOVEMBER = 700 |
Standard error of the estimate = Square root ( sum of all ( Forecast value of y – Actual value of y)^2/ number of observations)
Number of observations = Number of periods = 5
Following table presents the calculations accordingly :
Period |
Y - actual |
Y - Forecast |
(Y-forecast – Y-actual)^2 |
January |
300 |
300 |
0 |
February |
400 |
340 |
3600 |
March |
200 |
380 |
32400 |
April |
600 |
420 |
32400 |
May |
400 |
460 |
3600 |
Sum = |
72000 |
Therefore , standard error of the estimate = square root ( 72000/5) = Square root ( 14400) = 120
STANDARD ERROR OF THE ESTIMATE = 120 |