jpulgarin comments on Which College Major? - Less Wrong
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I've spoken to Carl about the subject and he pointed me to this paper: http://www.nber.org/papers/w14219
This paper puts the success rate of venture-backed companies at ~18%.
Not everyone gets VC backing, though, which lowers your odds.
That's not the raw data, it's adjusted to match groups for a comparison. If you look elsewhere in the paper:
That's for IPOs only, adding in companies that were acquired, and companies that remained private but made their owners a good amount of money via compensation packages and future sale or IPO would further boost the stats. See my 80,000 hours posts on this.