Exam 16: Time-Series Analysis and Forecasting

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: Consider the following quarterly time series data. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: Consider the following quarterly time series data.    -Develop a seasonal index for this time series. -Develop a seasonal index for this time series.

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Exponential smoothing is appropriate when the series is nonseasonal and has no consistent upward or downward trend.

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below shows the quarterly sales of a particular kind of vaccine for dogs.The forecaster uses autoregressive models with p = 3 to forecast the sales for future time periods. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below shows the quarterly sales of a particular kind of vaccine for dogs.The forecaster uses autoregressive models with p = 3 to forecast the sales for future time periods.    -Determine the error term that corresponds to the 1<sup>st</sup> quarter in year 1. -Determine the error term that corresponds to the 1st quarter in year 1.

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the quarterly data of the Shiller Real Home Price Index.To remove the seasonality a centered 4-point moving average is used. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the quarterly data of the Shiller Real Home Price Index.To remove the seasonality a centered 4-point moving average is used.    -After the seasonality component is removed in the given data set,what is the value of   ? -After the seasonality component is removed in the given data set,what is the value of THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the quarterly data of the Shiller Real Home Price Index.To remove the seasonality a centered 4-point moving average is used.    -After the seasonality component is removed in the given data set,what is the value of   ? ?

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the number of preorders received for a particular game on a weekly basis. The forecaster uses the Holt-Winters Exponential Smoothing for nonseasonal series to forecast the number of preorders in future time periods. He uses α = 0.8 and β = 0.5.(Hint: Use the formula from the text to arrive at the answers. ) THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the number of preorders received for a particular game on a weekly basis. The forecaster uses the Holt-Winters Exponential Smoothing for nonseasonal series to forecast the number of preorders in future time periods. He uses α = 0.8 and β = 0.5.(Hint: Use the formula from the text to arrive at the answers. )    -Compute the approximate forecast for week 12. -Compute the approximate forecast for week 12.

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the number of preorders received for a particular game on a weekly basis. The forecaster uses the Holt-Winters Exponential Smoothing for nonseasonal series to forecast the number of preorders in future time periods. He uses α = 0.8 and β = 0.5.(Hint: Use the formula from the text to arrive at the answers. ) THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the number of preorders received for a particular game on a weekly basis. The forecaster uses the Holt-Winters Exponential Smoothing for nonseasonal series to forecast the number of preorders in future time periods. He uses α = 0.8 and β = 0.5.(Hint: Use the formula from the text to arrive at the answers. )    -The trend estimate for ________ is 49 approximately. -The trend estimate for ________ is 49 approximately.

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: Consider the following quarterly time series data. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: Consider the following quarterly time series data.    -Use the method of simple exponential smoothing to obtain forecasts for the next four quarters.Use a smoothing constant of α= 0.4. -Use the method of simple exponential smoothing to obtain forecasts for the next four quarters.Use a smoothing constant of α= 0.4.

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the Shiller Real Home Price Index for the years 1894-1904. Use a smoothing constant of α = 0.8 to determine the forecasts using simple exponential smoothing. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the Shiller Real Home Price Index for the years 1894-1904. Use a smoothing constant of α = 0.8 to determine the forecasts using simple exponential smoothing.    -The exponential smoothing method of forecasting is the most appropriate method for time series that exhibit: -The exponential smoothing method of forecasting is the most appropriate method for time series that exhibit:

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below shows the quarterly sales of a particular kind of vaccine for dogs.The forecaster uses autoregressive models with p = 3 to forecast the sales for future time periods. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below shows the quarterly sales of a particular kind of vaccine for dogs.The forecaster uses autoregressive models with p = 3 to forecast the sales for future time periods.    -Which of the following has no forecast? -Which of the following has no forecast?

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the Shiller Real Home Price Index for the years 1894-1904. Use a smoothing constant of α = 0.8 to determine the forecasts using simple exponential smoothing. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the Shiller Real Home Price Index for the years 1894-1904. Use a smoothing constant of α = 0.8 to determine the forecasts using simple exponential smoothing.    -The component in a time series that reflects a long-term,relatively smooth pattern or direction exhibited by a time series over a long time period (more than one year)is called the: -The component in a time series that reflects a long-term,relatively smooth pattern or direction exhibited by a time series over a long time period (more than one year)is called the:

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the quarterly data of the Shiller Real Home Price Index.To remove the seasonality a centered 4-point moving average is used. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the quarterly data of the Shiller Real Home Price Index.To remove the seasonality a centered 4-point moving average is used.    -Calculate the value of   . -Calculate the value of THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the quarterly data of the Shiller Real Home Price Index.To remove the seasonality a centered 4-point moving average is used.    -Calculate the value of   . .

(Multiple Choice)
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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the Shiller Real Home Price Index for the years 1894-1904. Use a smoothing constant of α = 0.8 to determine the forecasts using simple exponential smoothing. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the Shiller Real Home Price Index for the years 1894-1904. Use a smoothing constant of α = 0.8 to determine the forecasts using simple exponential smoothing.    -The time series that reflects a wavelike pattern describing a long-term trend that is generally apparent over a number of years is called the: -The time series that reflects a wavelike pattern describing a long-term trend that is generally apparent over a number of years is called the:

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The data values in the table below show quarterly sales of a corporation over a period of six years. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The data values in the table below show quarterly sales of a corporation over a period of six years.    -Construct a time plot of this series,and discuss its features. -Construct a time plot of this series,and discuss its features.

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The Holt-Winters Exponential Smoothing procedure allows only the trend component in a time series.

(True/False)
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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the number of preorders received for a particular game on a weekly basis. The forecaster uses the Holt-Winters Exponential Smoothing for nonseasonal series to forecast the number of preorders in future time periods. He uses α = 0.8 and β = 0.5.(Hint: Use the formula from the text to arrive at the answers. ) THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the number of preorders received for a particular game on a weekly basis. The forecaster uses the Holt-Winters Exponential Smoothing for nonseasonal series to forecast the number of preorders in future time periods. He uses α = 0.8 and β = 0.5.(Hint: Use the formula from the text to arrive at the answers. )    -The estimate of the level for ________ is 453 units,approximately. -The estimate of the level for ________ is 453 units,approximately.

(Multiple Choice)
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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the number of preorders received for a particular game on a weekly basis. The forecaster uses the Holt-Winters Exponential Smoothing for nonseasonal series to forecast the number of preorders in future time periods. He uses α = 0.8 and β = 0.5.(Hint: Use the formula from the text to arrive at the answers. ) THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below is the data set of the number of preorders received for a particular game on a weekly basis. The forecaster uses the Holt-Winters Exponential Smoothing for nonseasonal series to forecast the number of preorders in future time periods. He uses α = 0.8 and β = 0.5.(Hint: Use the formula from the text to arrive at the answers. )    -In which component of the time series will the effect of an unpredictable,rare event be contained? -In which component of the time series will the effect of an unpredictable,rare event be contained?

(Multiple Choice)
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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The Pyramids of Giza is one of the most visited monuments in Egypt.The number of visitors per quarter has been recorded (in thousands)as shown in the accompanying table: Year THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The Pyramids of Giza is one of the most visited monuments in Egypt.The number of visitors per quarter has been recorded (in thousands)as shown in the accompanying table: Year    -Plot the time series. -Plot the time series.

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below shows the quarterly sales of Dragon Ball Z action figures in a toy store.The forecaster uses the double exponential smoothing model to determine the forecast for future periods. Given: α = 0.7 and β = 0.3 THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below shows the quarterly sales of Dragon Ball Z action figures in a toy store.The forecaster uses the double exponential smoothing model to determine the forecast for future periods. Given: α = 0.7 and β = 0.3    -What is the approximate sales forecast (in 000's)for the 3<sup>rd</sup> quarter of year 8? -What is the approximate sales forecast (in 000's)for the 3rd quarter of year 8?

(Multiple Choice)
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Simple exponential smoothing provides a forecast based on a weighted average of current and past values.

(True/False)
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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below shows the corporate earnings percentage of an enterprise for 5 years. The company's forecaster uses the 4-period centered moving average to remove the seasonality component. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The table below shows the corporate earnings percentage of an enterprise for 5 years. The company's forecaster uses the 4-period centered moving average to remove the seasonality component.    -Which of the following is the seasonally adjusted value for x<sub>20</sub>? -Which of the following is the seasonally adjusted value for x20?

(Multiple Choice)
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