the author

William Dowling

William Dowling is a research manager at CircleUp.

the author

Maya Oczeretko

Maya Oczeretko is a senior innovation strategist at Idea Couture.

the author

Eric Taylor

Eric Taylor is a senior data scientist at CircleUp.