In: Statistics and Probability
You have collected the following data for your company, in an attempt to determine a way to predict future Indirect Labor expenses.
week | Indirect Mfg. Labor Exp | Machine hours | DL hrs | 3 of Production batches |
1 | 2800 | 700 | 120 | 450 |
2 | 6700 | 1200 | 110 | 520 |
3 | 3200 | 300 | 340 | 500 |
4 | 1500 | 200 | 160 | 110 |
5 | 1500 | 400 | 740 | 220 |
6 | 3600 | 600 | 310 | 380 |
7 | 7800 | 1300 | 800 | 700 |
8 | 8400 | 1400 | 430 | 730 |
9 | 4300 | 1500 | 700 | 600 |
10 | 4500 | 600 | 500 | 350 |
11 | 3000 | 700 | 150 | 300 |
12 | 5300 | 1500 | 560 | 700 |
13 | 8400 | 1300 | 530 | 710 |
14 | 4600 | 300 | 600 | 400 |
15 | 6900 | 1100 | 350 | 660 |
Run multiple regression analysis in Excel using the two best choices for your independant variables (possible drivers of cost). Answer the following questions:
How much of the variablility around Indirect Labor is explained by your independant variables? (enter percent with one decimal place, such as 12.3%)________
Adj Coefficient of Determination: ___________%
Construct a cost equation. Round fixed cost to dollars and variable costc to 2 decimal places:
Y = ________ +_______ mach hrs + _______ batches
If the company estimates there will be about 1600 machine hours, 300 DL hrs, and 600 production batches next week, what might the company anticipate in Indirect Labor Expense (round to the nearest dollar)
$_______________
Firstly enter this data in the excel file.
Go to 'Data Analysis' on the top left corner and click, you get a dialogue box where you got to select 'Regression' as shown below.
select Indirect Mfg. Labor Exp column as your 'Input Y Range' (Dependent variable) and Machine hrs, DL hrs and 3 of Production batches colums as your 'Input X range' (Independent variables) . Check right 'Labels' and the click on 'OK'. This is shown below
After clicking 'OK' you get the following sheet which containf the output. The Above table is known as Rgression Table and the below table is known as Annova Table . This is shown below
Lets answer you question.
Q )How much of the variablility around Indirect Labor is explained by your independant variables?
R square tells us the variation in the dependent variable by the variation in the independent variable. from the table R square is 74.56%
Q ) Adj Coefficient of Determination: ___________%
adj co-efficient of determination is Adjusted R square which is 67.62%
Q) Construct a cost equation.
The cost Equation is derived from the ANOVA table , from 'coefficients' column
Y = -68.6728 + 0.408 mach hrs + 9.66 batches
Q) If the company estimates there will be about 1600 machine hours, 300 DL hrs, and 600 production batches next week, what might the company anticipate in Indirect Labor Expense (round to the nearest dollar)
The equation from ANOVA table is
Y= -68.6728 + 0.408 mach hrs - 0.414 DL hrs + 9.66 batches
substitute respective values
Y= -68.6728 + 0.408 (1600) - 0.414 (300) + 9.66 (600) = 6255.93
Rounding to the next nearest dollar
therefore Indirect Labor Expense = 6256 dollars