Ajax Chemicals found that the demand for its two best-selling paints Yellow and Red...
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Accounting
Ajax Chemicals found that the demand for its two best-selling paints Yellow and Red has grown over the last few years. Figure 1 displays the quarterly demand (000 lbs) of each of the two types of paints from year 2010 to 2014 (20 quarters in total).
figure 1: quarterly demand for yellow and red paints
a. Ajax Chemicals decided to use a linear regression model to predict future demands for the paints. Figure 2 shows selected summary output of the regression analysis for the two types of paints.
Regression Statistics
Yellow
Red
Multiple R
0.955412699
Multiple R
0.931048614
R Square
0.912813426
R Square
0.866851522
Adjusted R Square
0.906585814
Adjusted R Square
0.857340916
Standard Error
345.5089346
Standard Error
509.7729917
Observations
16
Observations
16
Coefficients
Coefficients
Intercept
2592.75
Intercept
3611.98
X Variable 1
226.85
X Variable 1
263.94
Figure 2: Summary Output of the Regression Analysis
(I) What would be the demand for Yellow and Red paints in last quarter of 2015 and first quarter of 2020, based on the regression equation?
Hint: The independent variable here is Quarter (1, 2, 3,.)
(II) It was later found that the realised demand for these quarters were 8,000 and 12,000 respectively for Yellow paints and 10,000 and 14,500 respectively for Red paints.
Using MAD, determine whether the forecast for Yellow paints is better than the forecast for Red paints.
In your opinion, how reliable is this result?
b. Appraise the quality of demand forecasts for Yellow and Red paints by examining two (2) pieces of data from the summary output shown in Figure 2.