small groups of people bound together by a sense of mission have changed the world for the better. - Peter Thiel

The other buzzword that epitomizes a bias toward substitution is “big data.” Today’s companies have an insatiable appetite for data, mistakenly believing that more data always creates more value. But big data is usually dumb data. Computers can find patterns that elude humans, but they don’t know how to compare patterns from different sources or how to interpret complex behaviors. Actionable insights can only come from a human analyst (or the kind of generalized artificial intelligence that exists only in science fiction).

The hazards of imitative competition may partially explain why individuals with an Asperger’s-like social ineptitude seem to be at an advantage in Silicon Valley today. If you’re less sensitive to social cues, you’re less likely to do the same things as everyone else around you.

This problem becomes even more acute over time as more people join the company. Early employees usually get the most equity because they take more risk, but some later employees might be even more crucial to a venture’s success. A secretary who joined eBay in 1996 might have made 200 times more than her industry-veteran boss who joined in 1999.