Croston’s – Modified Method

Studies indicate that you can enhance forecasting accuracy by using a modified version of Croston’s Method. This approach considers the effects from the last two periods of demands, which is particularly beneficial when the intervals between demands are changing.

Initialization

This is similar to the Croston’s Method.

dmp_Croston’s – modified Method

Iteration

Iteration over periods i and using q as the interval between last three periods of demand

dmp_Croston’s – modified Method_2

Forecast

This is calculated either as constant (average) or sporadic:

  • For Sporadic, the forecast is distributed according to the mean interval X.

    dmp_Croston’s – modified Method_3

  • For Constant (average), the forecast is distributed according to the mean interval X.

    dmp_Croston’s – modified Method_4