Innovators' personal experience and social networks may affect their familiarity with customer needs, and in turn the types of products they bring to market. For example, startups with a female founder are also more likely to sell products with a disproportionately female consumer base.

More than 50 percent are urban, and two in downtown San Francisco attract more than a billion dollars each in venture capital.