The basic rule of thumb when it comes to bar thickness is that a thicker bar is harder to grip. This means you have to engage more muscles in order to use them, and this can improve muscle gains. The thicker the bar, the more grip strength you’ll need. This can make some exercises a lot harder, so you may want a thinner bar if you’re just starting out.