Question

In: Statistics and Probability

An operations manager, after monitoring the production forecast for the last 12 months, calculated the following...

An operations manager, after monitoring the production forecast for the last 12 months, calculated the following errors: MAD=34.7; MSE=127.6; MAPE=12.5%. She then collected actual vs forecast data for an additional 8 months:

Period 1 2 3 4 5 6 7 8
Actual - Forecast 30 27 -25 13 -31 5 -12 18

A) Calculate 3 sigma upper and lower control limits for the data

B)using these limits is most recent forecast "in-control"?

C)should she consider changing the forecasting methodology?

Solutions

Expert Solution

Solution:-

(A) Calculate 3 sigma upper and lower control limits for the data

MSE=127.6,  MAD=34.7, MAPE=12.5%

3 sigma upper control limit = 0+3 sqrt(MSE)

3 sigma upper control limit = 3 sqrt (127.6) = 3*11.296017

3 sigma upper control limit = 33.88805099

MSE=127.6,  MAD=34.7, MAPE=12.5%

3 sigma lower control limit = 0-3 sqrt(MSE)

3 sigma lower control limit = 3 sqrt (127.6) = -3*11.296017

3 sigma lower control limit = -33.88805099

MSE=127.6,  MAD=34.7, MAPE=12.5%

B)Using these limits is most recent forecast "in-control"?

The production forecast for the last 12 months and MSE=127.6,  MAD=34.7, MAPE=12.5%

We can see forecast errors for additional 8 months are within control limits

C)Should she consider changing the forecasting methodology?

The production forecast for the last 12 months and MSE=127.6,  MAD=34.7, MAPE=12.5%

No she should not consider changing the forecasting methodology


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