Big Tech is expanding outside of its Silicon Valley base as executives turn to a nationwide talent pool with broader expertise to fill thousands of new job openings in the coming decades.

Amazon recently announced it would open three new sites in Nashville, Washington, D.C., and New York City, a decision that came after a high-profile contest pitting cities across the U.S. against each other in offering lucrative incentives including tax breaks.