Question

Customer # Order Size (Quantity) Total Cost of Order 10211 28 1631 10212 31 1923 10213...

Customer # Order Size (Quantity) Total Cost of Order
10211 28 1631
10212 31 1923
10213 43 2070
10214 47 2392
10215 32 1886
10216 43 2307
10217 25 1486
10218 46 2448
10219 41 2210
10220 48 2401
10221 29 1860
10222 32 1786
10223 49 2485
10224 44 2203
10225 33 1855
10226 46 2380
10227 42 2102
10228 31 1683
10229 30 1706
10230 35 1955
10231 34 1992
10232 33 1926
10233 27 1852
10234 32 1807
10235 31 1880
10236 42 2134
10237 39 1979
10238 36 1882

Busstat 208

Spring, 2020

Regression Modeling Assignment

A company would like to estimate its total cost equation using customer records. The company has randomly sampled 28 customer records. Each customer record contains a Customer #, the Order Size, and the Total Cost of the Order. The analyst remembers from accounting and economics classes taken in college that

TOTAL COST = Fixed Costs + Variable Cost per Unit *Order Size.

The analysis sees that this is a linear relationship where the TOTAL COST depends on the Fixed Costs, which do not depend on order size, and a variable cost per unit, which is multiplied by the Order Size. The analysis decides to use simple linear regression to estimate the firm’s Total Cost function. Use the data file, Estimating a Total Cost Regression Model.xlsx to answer the following questions:

  1. What is the dependent variable in this analysis? What is the independent variable in this analysis?
  2. Use excel to estimate the regression model. State the estimated total cost function.
  3. What is the estimated Fixed Cost for the Company? Remember the fixed costs is independent of output. You can estimate it as the Total Cost when output is “0”. (Look at the regression output produced by Excel for part b.)
  4. What is the estimated average unit variable cost for the Company? (Look at the regression output produced by Excel for part b.)
  5. Develop a 95% confidence interval for the true average unit variable cost. (Look at the regression output produced by Excel for part b.)
  6. What percent of the variation in monthly total costs is “explained” by the regression model with monthly production output as the explanatory variable? (Look at the regression output produced by Excel for part b.)
  7. Suppose the plant manager is interested in estimating the mean total costs for several months where output is 30,000 units (i.e., Xp = 30) each month. Develop a 95% confidence interval for the mean total costs for months that average 30,000 units of output.

I just need help with D, E, F, and G! THANK YOU!

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