What is the mean absolute deviation for the data

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Reference no: EM131880352

Forecasting Assignment Question -

Q1: Given the data below, what is the forecast using a 4-period moving average?

Day

Actual Demand

Forecasted Demand

Monday

75

X

Tuesday

55

X

Wednesday

62

X

Thursday

79

X

Friday

53

 

Saturday

91

 

Sunday

88

 

Monday

65

 

Tuesday

75

 

Wednesday

72

 

Thursday

84

 

Friday

68

 

Saturday

59

 

Sunday

85

 

Q2: Using the same data from Question 1, what is the forecast for Monday if you use a weighted moving average given the following weights (note: w1 corresponds to the most recent data followed by w2 and so on).

w1

0.30

w2

0.15

w3

0.45

w4

0.10

Q3: Again, using the data from Question 1, calculate the forecast for the coming Monday using the simple exponential smoothing technique. The relevant parameters are:

Sunday forecast = 72

alpha = 0.1

What effect on Monday's forecast would increasing the alpha value have?

The forecast would remain constant

The forecast would increase

The forecast would decrease

Alpha does not affect the forecast

Q4: Practice with error terms:

Monthly sales for Computer Success are shown below:

Given the data, what is the forecast for April to December if you use a 3-period moving average to complete the forecast table?

Month

Sales? ($)

January

3,000

February

3,400

March

3,700

April

4,100

May

4,700

June

5,700

July

6,300

August

7,200

September

6,400

October

4,600

November

4,200

December

3,900

Question - Using the same data as in Question 4, what is the mean absolute deviation (MAD) for the data using the 3-period moving average?

Question - Using the same data as in Question 4, what is the mean squared error (deviation) (MAD) for the data using the 3-period moving average?

Question - Using the same data as in Question 4, what is the mean absolute percent error (MAPE) for the data using the 3-period moving average? For this case, enter your percentage as a whole number (e.g., 12 as opposed to 12% or 0.12)

Q5: Monthly sales for Computer Success are shown below:

Given the data, what is the average forecast error (i.e., mean bias) if you use a 3-period weighted moving average to complete the forecast table? In this case, the weights are 0.5, 0.375, and 0.125 with the highest weight being attributed to the most recent data.

Month

Sales? ($)

January

3,000

February

3,400

March

3,700

April

4,100

May

4,700

June

5,700

July

6,300

August

7,200

September

6,400

October

4,600

November

4,200

December

3,900

Question - Using the same data as in Question 5, what is the mean absolute deviation (MAD) for the data using the 3-period weighted moving average?

Question - Using the same data as in Question 5, what is the mean squared error (deviation) (MAD) for the data using the 3-period weighted moving average?

Question - Using the same data as in Question 5, what is the mean absolute percent error (MAPE) for the data using the 3-period moving average? For this case, enter your percentage as a whole number (e.g., 12 as opposed to 12% or 0.12).

Verified Expert

This assignment is based on the concepts of the finance. In this provided task, all the five problems are based on the forecasted demand. In the first three problems, we have to evaluate the 4-period moving average demand, weighted average demand, and exponential smoothing demand. In the last two problems, there are sub-problems also. In both, we have to find the 3-period moving average of the given data, along with the weighted and exponential smoothing average of the forecasted demand.

Reference no: EM131880352

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