In: Statistics and Probability
Fletcher Inc. is a local delivery company. The employees handle deliveries for a variety of companies that have developed apps that allow customers to place orders for food, beverages, packages, etc. The controller of Fletcher would like to come up with an estimate of the cost behavior for the delivery costs. Fifteen months of data were collected, and the data appear below.
Using the high-low method, the controller did a quick calculation and estimated the variable and fixed portions of the delivery costs. A new employee in the accounting department, however, suggested that regression would give a much better estimate of the costs.
Observation |
|
Delivery Costs |
|
Number of Deliveries |
1 |
|
$148,620 |
|
11,540 |
2 |
|
150,980 |
|
12,180 |
3 |
|
199,200 |
|
16,560 |
4 |
|
143,100 |
|
11,685 |
5 |
|
203,695 |
|
16,685 |
6 |
|
183,065 |
|
14,875 |
7 |
|
156,390 |
|
13,010 |
8 |
|
193,440 |
|
13,010 |
9 |
|
189,330 |
|
15,555 |
10 |
|
151,200 |
|
11,970 |
11 |
|
158,445 |
|
12,630 |
12 |
|
188,085 |
|
15,300 |
13 |
|
182,320 |
|
14,580 |
14 |
|
144,520 |
|
11,980 |
15 |
|
155,680 |
|
13,000 |
Required
Using the given data, determine the estimated cost equation for delivery costs using the high-low method.
Using the data available, determine the estimated cost equation for the delivery costs using regression.
Graph the data to determine if any adjustments should be made to the regression analysis done in requirement 2.
Recompute the estimated cost equation for the delivery costs after making any adjustments to the data as a result of your analysis in requirement 3. What can you conclude about the various cost equations?
1.Using the given data, determine the estimated cost equation for delivery costs using the high-low method.
Formula:
b = (Y2 - Y1) / (X2 - X1)
T = Y2 - (b × X2) = Y1 - (b × X1)
y = T + (b × X)
Where,
b = Variable Cost per Unit
Y2 = High Cost
Y1 = Low Cost
X2 = High Unit
X1 = Low Unit
T = Total Fixed Cost
y = Cost Volume
therefore we get ,
High Cost (y2)=203,695 ,Low Cost (y1)=143,100 , High Unit (x2)= 16,685 and Low Unit (x1)=11,685
Using above formula ,
Variable Cost Per Unit (b) =12.119
Total Fixed Cost (T) =1489.485
Cost Volume (y) =1489.485+12.119x
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2.Using the data available, determine the estimated cost equation for the delivery costs using regression.
----> Using Minitab software
Welcome to Minitab, press F1 for help.
Regression Analysis: Delevery Cost(y) versus Number of
delevaries(x)
Analysis of Variance
Source DF Seq SS Contribution Adj SS Adj MS F-Value
Regression 1 5501728598 82.97% 5501728598 5501728598 63.31
Number of delevaries(x) 1 5501728598 82.97% 5501728598 5501728598
63.31
Error 13 1129648565 17.03% 1129648565 86896043
Lack-of-Fit 12 443297315 6.68% 443297315 36941443 0.05
Pure Error 1 686351250 10.35% 686351250 686351250
Total 14 6631377164 100.00%
Model Summary
S R-sq R-sq(adj) PRESS R-sq(pred)
9321.80 82.97% 81.65% 1343180188 79.75%
Coefficients
Term Coef SE Coef 95% CI T-Value P-Value VIF
Constant 18675 19153 (-22702, 60053) 0.98 0.347
Number of delevaries(x) 11.09 1.39 ( 8.08, 14.10) 7.96 0.000
1.00
Regression
Equation
Delevery Cost(y) = 18675 + 11.09 Number of delevaries(x)
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3.Graph the data to determine if any adjustments should be made to the regression analysis done in requirement
Thank You.....