Question

In: Statistics and Probability

Sales (in thousands) of the new Thorton Model 506 convection oven over the eight-week period since...

Sales (in thousands) of the new Thorton Model 506 convection oven over the eight-week period since its introduction have been as follows: Week Sales 1 18.6 2 21.4 3 25.2 4 22.4 5 24.6 6 19.2 7 21.7 8 23.8 a. Which exponential smoothing model provides better forecasts, one using a = .6 or a = .2? Compare them using mean squared error. b. Using the two forecast models in part (a), what are the forecasts for week 9?

Hi, I am using excel for this question I need to see all the work and steps and formulas.

Solutions

Expert Solution

Given data:

Week Sales
1 18.6
2 21.4
3 25.2
4 22.4
5 24.6
6 19.2
7 21.7
8 23.8

a)

Forecast value for a=0.6

Week Sales Forecast Value
a=0.6
MSE
1 18.6 18.6 0.0
2 21.4 18.6 7.8
3 25.2 20.3 24.2
4 22.4 23.2 0.7
5 24.6 22.7 3.5
6 19.2 23.9 21.7
7 21.7 21.1 0.4
8 23.8 21.4 5.5
Total 63.8

MSE for a=0.6,

Forecast value for a=0.2

Week Sales Forecast Value
a=0.2
MSE
1 18.6 18.6 0.0
2 21.4 18.6 7.8
3 25.2 19.2 36.5
4 22.4 20.4 4.1
5 24.6 20.8 14.6
6 19.2 21.5 5.5
7 21.7 21.1 0.4
8 23.8 21.2 6.8
Total 75.7

MSE for a=0.2,

so the MSE of a=0.6 is less than MSE of a=0.2 so a=0.6 exponential smoothening forecast is accurate than a=0.2 exponential smoothening forecast.

b)

Forecast value for 9th week with a=0.6

Forecast value for 9th week with a=0.2

​​​​​​​


Related Solutions

Sales of People magazine are compared over a 5-week period at four Borders outlets in Chicago....
Sales of People magazine are compared over a 5-week period at four Borders outlets in Chicago. Weekly Sales Store 1 Store 2 Store 3 Store 4 103 95 87 100   105 73 89 117 106 79 74 88 115 78 106 101 114 99 94 100 Fill in the missing data. (Round your p-value to 4 decimal places, mean values to 1 decimal place, and other answers to 3 decimal places.) Treatment Mean    n Std. Dev Store 1      ...
Freight car loadings over an 18-week period at a busy port are as follows: Week Number...
Freight car loadings over an 18-week period at a busy port are as follows: Week Number Week Number Week Number 1 360 7 430 13 505 2 375 8 450 14 515 3 390 9 470 15 545 4 375 10 455 16 560 5 390 11 475 17 575 6 400 12 495 18 590 a. Determine a linear trend line for expected freight car loadings. YˆY^ =  +  t b. Use the above trend equation to predict expected loadings for...
Freight car loadings over an 18-week period at a busy port are as follows: Week Number...
Freight car loadings over an 18-week period at a busy port are as follows: Week Number Week Number Week Number 1 370 7 415 13 450 2 380 8 425 14 455 3 390 9 435 15 475 4 380 10 425 16 485 5 390 11 435 17 495 6 395 12 445 18 505 a. Determine a linear trend line for expected freight car loadings. (Round your intermediate calculations and final answers to 2 decimal places.) YˆY^ =  +  t...
Freight car loadings over an 18-week period at a busy port are as follows: Week Number...
Freight car loadings over an 18-week period at a busy port are as follows: Week Number Week Number Week Number 1 290 7 335 13 490 2 300 8 375 14 495 3 310 9 415 15 515 4 300 10 405 16 525 5 310 11 445 17 535 6 315 12 485 18 545 a. Determine a linear trend line for expected freight car loadings. (Round your intermediate calculations and final answers to 2 decimal places.) YˆY^ =  +  t...
Which one of the following statements is not correct? A. Over a week-long period, if a...
Which one of the following statements is not correct? A. Over a week-long period, if a healthy person were to ingest 35 g of NaCl, the total amount of NaCl excreted in the urine would be less than 35 g. B. In the proximal tubule, large amounts of Na+ and water are reabsorbed but the concentration of Na+ in the proximal tubular fluid does not change. C. A drug that inhibits active NaCl reabsorption in the ascending limb of the...
Freight car loadings over an 18-week period at a busy port are as follows:
  Freight car loadings over an 18-week period at a busy port are as follows: Week Tons loaded 1 220 2 245 3 280 4 275 5 300 6 310 7 350 8 360 9 400 10 380 11 420 12 450 13 460 14 475 15 500 16 510 17 525 18 541 The port manager wants build a model to forecast the loads for the remainder of the year. a. Which variable is the dependent/response variable? b. Which...
The number of times a machine broke down each week was observed over a period of...
The number of times a machine broke down each week was observed over a period of 100 weeks and recorded as shown in the table below. Complete parts a and b below. Number of Breakdowns 0 1 2 3 4 5 or More Number of weeks 9 22 32 26 6 5 a. Using alphaequals?0.10, perform a? chi-square test to determine if the population distribution of breakdowns follows the Poisson probability distribution. What is the null? hypothesis, Upper H 0??...
You are running with a business since last many years. Over a period of time you...
You are running with a business since last many years. Over a period of time you have very good corporate image in market. But unfortunately since last two years your firm is passing through crisis. Your business is suffering from heavy losses. You are planning to wind up your business. Meanwhile one big corporate house has announced a big corporate deal through auction. You have also decided to take part in that deal as it will be a last option...
Suppose we have the following Treasury bill returns and inflation rates over an eight year period:...
Suppose we have the following Treasury bill returns and inflation rates over an eight year period: Year Treasury Bills Inflation 1 9.23%         11.07%         2 10.10            14.66            3 7.84            9.03            4 6.92            6.59            5 7.42            8.79            6 9.73            11.23            7 12.57            15.40            8 14.35            15.20            a. Calculate the average return for Treasury bills and the average annual inflation...
Suppose we have the following Treasury bill returns and inflation rates over an eight year period:...
Suppose we have the following Treasury bill returns and inflation rates over an eight year period: Year Treasury Bills Inflation 1 7.37%         8.79%         2 8.07            12.42            3 5.95            7.02            4 5.15            4.94            5 5.53            6.78            6 7.72            9.10            7 10.64            13.37            8 12.18            12.60 Calculate the standard deviation of Treasury bill returns and inflation over this period. (Do...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT