I've never seen impeccable logic be sufficient to win both the heart and the mind.

The need to be thoughtful about experiment design is particularly acute within large companies, since some of the behaviors, such as having small teams and tapping into low-cost resources to maximize flexibility, won't come naturally to many people inside huge companies.

Of course, it is worth it to take the time to think carefully through your assumptions, and ensure you at least have hypotheses around how you will create value. But use the analysis as a way to focus attention on the most critical assumptions, rather than spend a ton of time massaging the numbers.

One of the biggest mistakes large companies make is creating innovation teams that mirror all the functions of the core business. Those teams make no progress because they spent forever updating each other on what they are doing versus really crushing the most critical problems they need to address.

In the face of uncertainty, many companies will default to asking their innovators to study and analyze, which can't actually ever provide a definitive answer. The decision-making systems here are meant to deal with the reality that decisions about innovative ideas will rely on patterns and intuitions. The best venture capital organizations deal with this challenge by staging investment, actively participating in startups they fund, tying decisions to learning as opposed to artificial dates on the calendar, and assembling a diverse team of decision-makers.

Think about how you will start and where you will go. Get the head with logic and the heart with visuals or stories. And think about your core customer and all the other stakeholders as well.

Anytime you see a constrained market, where consumption is limited to those who have special skills or are wealthy, that signals an opportunity for innovation.