May 2019 Q5
a) The objective of smoothing methods is to smoothen out the random variations due to irregular components of the time series and thereby provides an overall impression of the pattern of movement in the data over time.
Required:
Explain the following smoothing methods:
i) Moving averages (2 marks)
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Moving Average method is averaging observations within a period and using it as an estimate of the mid-point of the period of average.
ii) Exponential Smoothing (2 marks)
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Exponential Smoothing is a moving average system in which greater weights are attached to the most recent data.
b) The number of enquiries being made to a mail order business during Monday to Friday working week is given as:
Required: (16 marks)
i) Plot the data on a graph.
ii) Compute a 5 period moving average values for the data.
iii) Compute a ‘weighted’ moving average values for the data if the smoothing Constant
is
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The Graph of the exponential estimates are more closer to the actual observations.
iv) Superimpose the graphs of (ii) and (iii) on your graph in (i) above.
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v) Comment on the suitability of the two smoothing methods above.
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The weighted moving average is approximating the actual number of enquiries better than the 5 period moving average values.