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I ask myself if a have a omitted variables bias in my regression modell the coefficients of the model are biased so the mse growth because this coefficents are biased right? So does it mean if i include the omitted variable and reduce the bias of the coefficents I also reduce the mse of the model and get a better out of sample prediction?

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