Why does account type matter for taxes?

Taxable brokerage, traditional 401(k)/IRA, and Roth accounts tax growth, income, and withdrawals differently. The same fund can leave more (or less) in your pocket depending on which “bucket” it sits in, and when you contribute or withdraw.