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Which of the following is true with regards to the concept of Linear Trend? it is a long-term increase or decrease in a time series

Which of the following is true with regards to the concept of Linear Trend?

  • it is a long-term increase or decrease in a time series in which the rate of change is relatively constant
  • it is a trend line with time as the independent variable
  • typically measures the behavior of one variable overtime
  • all of these
  • none of these

Which of the following is true with regards to the concept of Cyclical Components? (Multiple Answers)

  • a wave-like pattern within the time series that repeats itself throughout the time series
  • it is used in economic and business cycle analysis
  • the patterns will differ from industry to industry
  • it is shown as a straight line
  • it has a recurrence period on more than one year
  • all of these
  • none of these

Which of the following is true with regards to the concept of Random Components?

  • they are changes in time-series data that are unpredictable and cannot be associated with a trend, seasonal, or cyclical component
  • from the aggregate perspective they are thesame as the Cyclical Components
  • they can be accounted for with better forecasting techniques
  • should be ignored
  • all of these
  • none of these

The base value is the value to which all other values in the time-series sequence are compared:

  • True
  • False

Which of the following is true with regards to the concept of Exponential Smoothing?

  • it is a time-series and forecasting technique that produces an exponentially weighted moving average
  • each smoothing calculation or forecast is dependent on all previously observed values
  • the smoothing constant is called alpha
  • the damping constant is called beta
  • all of these
  • none of these

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