The path to a faculty position is changing rapidly, yet the "rules of the game" remain opaque. Most trainees rely on anecdotal advice that may no longer apply to today’s hyper-competitive, evolving market. Our mission is to bridge the gap between anecdotal mentorship and empirical reality. By integrating applicant outcomes, search committee practices, and labor market conditions, we are building the most comprehensive account of faculty hiring ever assembled.