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Regression Analysis of Accounts Payable Cost and Invoice Processing Palmerwerks Global Manufacturing (PGM) is trying to budget for its Accounts Payable (AP) cost for 2015.

Regression Analysis of Accounts Payable Cost and Invoice Processing

Palmerwerks Global Manufacturing (PGM) is trying to budget for its Accounts Payable (AP) cost for 2015.

  • Exhibit 1 shows AP cost for every month in 2014 and associated invoice processing activity for that month.
  • Exhibit 2 at the end of the problem presents a regression analysis of the data (where Y=AP cost and X=invoices processed).

Exhibit 1. AP Cost and Invoice Processing Activity Data.

Data by Month

Invoices Processed

2014 Accounts

Payable Cost

January

125

$21,250

February

200

28,000

March

250

30,000

April

300

34,000

May

350

38,000

June

400

38,000

July

430

40,100

August

475

43,250

September

500

40,000

October

550

43,000

November

650

42,500

December

700

45,000

Requirement 1. Using the high low method, calculate the variable cost per unit and total fixed cost at PGM. (4 points)

Requirement 2. Using the printout of the results of a simple linear regression analysis below, please answer the following questions (a) through (c):

A. What percent of the variability in monthly AP cost is explained by invoice processing activity? (2 points)

B. Based on the regression analysis, what cost would be predicted for January 2013 if 800 invoices are processed? (3 points)

Exhibit 2. Regression Analysis of AP Cost and Invoices Processed.

SUMMARY OUTPUT

Regression Statistics

Multiple R

0.925614023

R Square

0.85676132

Adjusted R Square

0.842437452

Standard Error

2874.663478

Observations

12

ANOVA

df

SS

MS

F

Significance F

Regression

1

494,280,599

494,280,599

59.8

0.0000158

Residual

10

82,636,901

8,263,690

Total

11

576,917,500

Coefficients

Standard Error

t Stat

P-value

Lower 95%

Upper 95%

Lower 95.0%

Upper 95.0%

Intercept

21,277.68

2,186.78

9.73

0.00

16,405.24

26,150.13

16,405.24

26,150.13

X Variable 1

38.09

4.92

7.73

0.00

27.11

49.06

27.11

49.06

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