Message type: E = Error
Message class: /SAPAPO/ESPP_PR -
Message number: 414
Message text: Historical time series shows irregular pattern
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/SAPAPO/ESPP_PR414
- Historical time series shows irregular pattern ?The SAP error message /SAPAPO/ESPP_PR414 Historical time series shows irregular pattern typically occurs in the context of SAP Advanced Planning and Optimization (APO) when the system detects that the historical data for a time series is irregular or inconsistent. This can affect forecasting and planning processes.
Cause: Irregular Data Patterns: The historical data may have gaps, outliers, or irregular intervals that make it difficult for the forecasting algorithms to identify a reliable pattern. Insufficient Data: There may not be enough historical data points to establish a meaningful trend. Data Quality Issues: Errors in data entry, missing values, or incorrect data formats can lead to irregular patterns. Seasonality and Trends: If the data has strong seasonal effects or trends that are not accounted for, it may appear irregular.
Solution: Data Cleaning: Review the historical data for gaps, outliers, or inconsistencies. Clean the data by filling in missing values, correcting errors, and removing outliers if necessary. Increase Data Volume: If
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