>It was surprising to learn that below like $50k you basically pay 0 in income tax in California.

Not if you're a contractor without a full-time employer. In college I did freelance work, and I lost nearly 30% to taxes despite making less than $5k a year from my work. Having your social security responsibility doubled is brutal.