What does a high MSE value indicate in the context of a regression model in SPSS?

A high MSE value indicates that the regression model's predictions are, on average, quite far from the actual values. This suggests a poor model fit. It could be due to several factors, including irrelevant predictors in the model, non-linear relationships, outliers, or insufficient data.