Local versus non local maximum

Imagine we are a company looking to maximize our profit with a terrible hand draw graph. Let’s say the profit is 1 million. The initial goal is to optimize the existing system to double the profit to 2 million.

See A/B testing.

But that will be a local maximum. Another much greater optimum exists, but that will require very different actions to get to it. It requires the company to think and act in a very different way.

But the risk exists in trying to find the maximum that the company instead gets into a non profitable state - I.e. bankrupt.

WhatsApp Image 2024-02-28 at 11.16.33.jpeg

 

SeeA/B testing.