Understanding Forecasting
Forecasting is a method of extrapolating or predicting data based on time. BIRT Analytics forecasting uses the Holt-Winters method, iteratively applying a formula to produce a time series and a forecast. This formula uses a weighted average of data prior to time t to provide a result for time t.
This method consists of three components: the level, trend, and seasonal component.
For example, to forecast the number of orders to be received during the next 12 months, you would perform the following tasks:
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Select the data you wish to observe, the
y-axis of the time series.
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Select the time interval for the series, the
x-axis of the time series.
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Execute pre-analysis, if necessary.
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Set model parameters. These may include:
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Number of projections to make
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Whether the time series has seasonality
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Seasonal periodicity
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Whether or not to replace outliers
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Level, trend, and season smoothing parameters
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Execute forecast.