I get asked about this often enough that it’s worth writing down. This isn’t a universal formula — just what I’d tell a past version of myself, ranked roughly by how much it actually mattered.

1. Advisor fit beats program prestige

Committees admit to a lab, not to a department. Before you write a single word of your statement:

  • Read 3–5 recent papers from every advisor you’re considering — not just the abstract, skim the method and discussion sections.
  • Check whether they’re actually taking students that cycle (departing/tenure-track/lab-size signals matter — email current students if you’re unsure).
  • Email advisors directly, 1–2 sentences: who you are, one specific thing about their recent work, and whether they expect to take students. Don’t attach a CV unless asked.

2. The research statement is a fit document, not a highlight reel

The temptation is to summarize everything you’ve done. Resist it. A statement that works does three things:

  1. States a real, specific research question you care about — not “I’m interested in AI.”
  2. Shows evidence you can do research: a project, however small, with a method and a result, not just a topic.
  3. Connects that question to why this specific lab — cite actual papers, actual methods.

3. Mechanics people forget

  • Recommendation letters: give letter writers a one-page brief — your CV, the programs, and 2–3 specific things you’d want mentioned. Do this 4+ weeks out.
  • Contact current students, not just the advisor. They’ll tell you things (funding stability, advising style, lab culture) that never make it into a faculty webpage.
  • Track everything. A spreadsheet with deadlines, portal links, letter status, and advisor contact per school saves you in week 2 of application season.
  • Interviews, when they happen, are mutual — come with real questions about lab structure, funding, and what a typical week looks like for their students.

4. What I’d underweight

GRE-equivalent scores, a long list of unrelated extracurriculars, and trying to sound like you already know exactly what your dissertation will be. Committees are checking for research taste and trajectory, not a finished plan.

If you’re applying this cycle and want a second pair of eyes on a statement or want to talk through program fit, email me — happy to help where I can.