Maybe you have heard that returns from venture capital are governed by a "power law". But what exactly is that? When I first read about this I was confused. I have now figured out the technical steps need to convert the general idea of the power law you may see in popular articles into something actually useable. I'll skip those steps and show you what I think is a useable version of this idea. First we need to distinguish between investments that lose money and those that deliver a multiple of one or more times the capital invested. My version of the power law is just for profitable investments with a multiple of one or greater. The equation is:
This says that the probability P that the multiple M is greater or equal to m is equal to the formula on the right, where alpha is the power of the power law. To take an example, if alpha = 1.75 and m is 10, the probability is 0.178 or a 17.8% chance that you get more than a 10x multiple. Conversely, the probability that the multiple is between 1 and 10 is 1-0.178 or 0.822. Remember, that isn't the probability that your investment makes this much money, rather, that if it makes money how likely will it make more than m.
The interesting thing is that for 1 < alpha < 2, the probability of getting a given payoff decreases slower than the payoff is increasing. This means that more and more of the expected value of your portfolio is derived from higher and higher multiples (again for alpha = 1.75):
Expected value is just the product of average payoff and probability. This is why people say that you need to make a lot of investments in venture capital to get good results. If half your investments go to zero, you need to get an average multiple of more than two on the other half to make any money. If you only make ten investments, a 128-256x outcome, which has only a 1.1% probability of happening among your successful investments, probably won't be in your portfolio.






















