Does Factory Reset Affect Sim Card
You should be able to do a factory reset regardless of whether the SIM card is in the phone or not. This is true both for iPhone, as well as Android phones. In fact, there likely aren't any phones that would have issues with this, unless you're unable to unlock the phone without the SIM card in it.