How To Fix /SAPAPO/ESPP_PR441 - Automatic model selection has chosen the seasonal trend model

/SAPAPO/ESPP_PR441 - Overview

• Message type: E = Error

• Message class: /SAPAPO/ESPP_PR -

• Message number: 441

• Message text: Automatic model selection has chosen the seasonal trend model

Self-Explanatory Message

Since SAP believes that this specific error message is 'self-explanatory,' no more information has been given.The majority of messages in the SAP system have a message text, however this is frequently insufficient to comprehend or resolve the problem.

To make things easier, more detailed information is frequently added to describe the issue, how to fix it, and the necessary steps or configuration modifications.

Unfortunately, there isn't any extra information in this error notice.

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Smart SAP Assistant

• What is the cause and solution for SAP error message /SAPAPO/ESPP_PR441 - Automatic model selection has chosen the seasonal trend model ?

  The SAP error message /SAPAPO/ESPP_PR441 indicates that the automatic model selection process in SAP Advanced Planning and Optimization (APO) has chosen a seasonal trend model for the forecasting of a particular product or time series. This message is not necessarily an error but rather an informational message indicating the model that has been selected for forecasting.
  
  Cause:
  
  Data Characteristics: The automatic model selection process analyzes historical data and identifies patterns such as seasonality and trends. If the data shows significant seasonal patterns along with a trend, the system will select the seasonal trend model.
  Insufficient Data: If there is not enough historical data or if the data is irregular, the model selection might default to a seasonal trend model based on the available information.
  Configuration Settings: The settings in the forecasting profile or the model selection criteria may lead to the selection of this model.
  
  
  Solution:
  
  Review Historical Data: Check the historical data for the product