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Harborside Corp. produces swimsuits. Presented is the monthly information for th

ID: 3332430 • Letter: H

Question

Harborside Corp. produces swimsuits. Presented is the monthly information for the last 15 months:

Total Manufacturing Costs

Total Swimsuits produced

Boardshorts Produced

Bikinis Produced

January-16

              28,431

                        118

                  51

                  68

February-16

              31,945

                        169

                  34

                135

March-16

              35,488

                        142

                  74

                  68

April-16

              35,787

                        166

                  61

                105

May-16

              42,175

                        196

                122

                  75

June-16

              31,884

                        149

                  47

                101

July-16

              30,021

                        122

                  54

                  68

August-16

              40,455

                        189

                  71

                118

September-16

              35,129

                        172

                  51

                122

October-16

              37,382

                        159

                  74

                  85

November-16

              31,201

                        132

                  58

                  74

December-16

              40,794

                        176

                  81

                  95

January-17

              36,253

                        169

                  61

                108

February-17

              38,880

                        182

                  68

                115

March-17

              25,414

                        105

                  41

                  71

3. Use multiple regression analysis to develop a cost-estimating equation for total manufacturing costs.

A customer has offered to purchase 75 boardshorts for $195 per item. Management has asked your

advice regarding whether or not to accept the offer. What advice do you have for management?

Harborside Corp. produces swimsuits. Presented is the monthly information for the last 15 months:

Total Manufacturing Costs

Total Swimsuits produced

Boardshorts Produced

Bikinis Produced

January-16

              28,431

                        118

                  51

                  68

February-16

              31,945

                        169

                  34

                135

March-16

              35,488

                        142

                  74

                  68

April-16

              35,787

                        166

                  61

                105

May-16

              42,175

                        196

                122

                  75

June-16

              31,884

                        149

                  47

                101

July-16

              30,021

                        122

                  54

                  68

August-16

              40,455

                        189

                  71

                118

September-16

              35,129

                        172

                  51

                122

October-16

              37,382

                        159

                  74

                  85

November-16

              31,201

                        132

                  58

                  74

December-16

              40,794

                        176

                  81

                  95

January-17

              36,253

                        169

                  61

                108

February-17

              38,880

                        182

                  68

                115

March-17

              25,414

                        105

                  41

                  71

Explanation / Answer

Use excel to get the following regression output -

So, the total manufacturing cost can be written as -

Total Manufacturing Cost = 11230.61 + 372.88 (Total Swimsuits Produced) - 165.62 (Board Shorts Produced) -259.24 (Bikinis Produced)

Or, Y = 11230.61 + 372.88 (X1) - 165.62 (X2) - 259.24 (X3)

Where, X1 = Total Swimsuits Produced

X2 = Board Shorts Produced

and X3 = Bikinis Produced.

----------------------------------------------------------------------

Note that the coefficient of the parameter 'Board Shorts Produced' is '-165.62' which indicates that the manufacturing cost decreses by $165.62 for every unit increase in number of board shorts produced.

So, expected change in manufacturing cost assuming other factors to remain constant = 75 x -$165.62 = -$12421.5.

And amount offered by customer = 75 x $195 = $14,625

So, I would advice the management to accept the offer because this will not only reduce the total manufacturing cost, but also give profit.

SUMMARY OUTPUT Regression Statistics Multiple R 0.970262113 R Square 0.941408568 Adjusted R Square 0.925429086 Standard Error 1326.493942 Observations 15 ANOVA df SS MS F Significance F Regression 3 310990597 103663532.3 58.91358639 4.59844E-07 Residual 11 19355447.96 1759586.178 Total 14 330346044.9 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Intercept 11230.61364 2353.845814 4.771176421 0.000579582 6049.833939 16411.39335 Total Swimsuits Produced 372.8847494 208.9277771 1.784754304 0.10187183 -86.96218759 832.7316863 Board Shorts Produced -165.6160801 214.7250962 -0.771293542 0.45678173 -638.2228304 306.9906702 Bikinis Produced -259.2356412 215.4308584 -1.203335692 0.254105018 -733.3957636 214.9244813
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