Using Expert Finder to find a letter writer outside my existing network

My existing reference letter writers were all people I'd worked with directly, and I knew I needed at least one more independent letter — someone who could speak to my standing in the field without being a direct collaborator or supervisor, which is generally viewed as stronger, more objective evidence. That's a genuinely hard cold-outreach problem without some starting point, and this is where the tool actually helped — narrowing down potential letter writers whose expertise and public profile aligned with what my case needed, rather than me guessing at names or scrolling through conference programs hoping something clicked. Worth being upfront in your outreach if you do this: I was honest in my initial email that I'd identified them as a potential fit based on their published work and expertise in my specific area, explained my situation directly, and asked if they'd be willing to review my materials before committing either way. Being straightforward about the ask, rather than vague, got a better response rate than I expected from cold outreach.