Income Prediction Issues

The discussion reveals that the current model consistently underpredicts high incomes above $85,000 and struggles with low incomes below $40,000. This suggests that a linear fit may not be the best approach for capturing the complexities of income data. The conversation highlights the balance between underfitting and overfitting in model selection.