Assuming equity is worthless the base salary has to be north of 200K to match the market rate (for low level software engineers) for public tech companies. In most Unicorns that's definitely not the case. In fact when I interviewed for Uber they explicitly said that their base salary is low compared to Google/FB but they make it up in equity.