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* 1. A Demand pattern can be distorted by all the following except:

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* 2. Which of the following is not a forecast error metric?

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* 3. Which of the following is not a potential source of forecast error?

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* 4. The best way to estimate the range of percent error is to compute:

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* 5. Mean Absolute Percent Error (MAPE):

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* 6. Holt-Winter's exponential smoothing method is based on:

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* 7. Holt-Winter's exponential smoothing method is used to account for:

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* 8. Seasonal indices of sales for the Sorin Mountain Resort are 120 for January and 80 for December. If December sales for 2013 were $5,000, a reasonable estimate of sales for January 2014 would be:

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* 9. Annual sales of a product in 2012 was 2,400 units, but in July 2012 it sold 300 units. What was the seasonal index for that product in July?

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* 10. In single exponential smoothing, if the alpha value is 0.9, it will give a weight to the value of period t-3:

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* 11. To prepare a forecast with a time series model, you need to know all of the following except:

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* 12. The noise (randomness) in data generally:

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* 13. In time series data, outliers are:

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* 14. Forecasts generally improve by:

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* 15. By plotting the data, we can very often:

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* 16. In analyzing a data set for forecasting, you should consider:

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* 17. In time series modeling, if the actual value in a historical period is missing, the best thing to do is:

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* 18. The fluctuations that occur regularly and periodically are called:

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* 19. The selection of a model depends, among other things, on:

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* 20. The hold out period is used for:

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* 21. In selecting an appropriate forecasting model, the following approach is suggested:

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* 22. Forecast error is generally less important to a company if:

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* 23. If Mean Absolute Percent Error (MAPE) is 10%, you can expect:

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* 24. Using historical data, the forecaster at Dell International computed the trend value for November 2013, which came to $400 mil. Given the seasonal index for November is 110, the forecast value will be:

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* 25. The following are seasonal index numbers for sales of Keenan Chocolates:

January -- 120
February -- 90
March -- 100
April -- 108
May -- 102
June -- 110
July -- 105
August -- 90
September -- 85
October -- 100
November -- 110
December -- 80

Total annual sales for KC in 2013 are forecasted at $120 million. Based on the seasonal indices above, the combined sales in the first three months of 2013 would be:

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* 26. Personal Information

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