I've never quite gotten this idea. Why does reporting force a company to go public? Aside from the liquidity, what does a founder gain from going public, and

I've never quite gotten this idea. Why does reporting force a company to go public? Aside from the liquidity, what does a founder gain from going public, and in return for ceding control of the company? How does forced reporting change the equation?