In fulfilling online orders, Amazon.com Inc. is all about expediency. The fewer people involved the better.

But when it comes to filling higher-level jobs, the e-commerce giant is in no rush—and it has a gantlet of people, dubbed "bar raisers," who must sign off on would-be hires.

Bar raisers are skilled evaluators who, while holding...