Question: Explain why a predictive model learned using historical data may make some mistakes when it is applied to predict the unknown value of target variable.

Explain why a predictive model learned using historical data may make some mistakes when it is applied to predict the unknown value of target variable. Please explain TWO reasons and write your solutions on how to avoid them respectively.

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