Heavy research experience: First-author publications and experience publishing at top-tier conferences is really important, and a large indicator of your involvement and experience within different projects. 1
Compared to Lyft, who has a variety of general Research Scientist positions in addition to specialized ones, Facebook organizes all of its research scientists into specific divisions. 1