It really depends on the company and the terms of the investments they take on. This is a little case study of what you equity might look like if you joined Uber in 2012: https://equityzen.com/blog/uber-employee-shareholder-value-a... . It's a little outdated but it goes over some of the math you would need to figure out what your shares would be worth.