ATS keywords for a phd (industry transition) resume
The most important ATS keywords for a PhD-to-industry resume are the technical skills industry filters on (Python, R, SQL, machine learning, statistical analysis), research methods reframed as capabilities (experimental design, data analysis, quantitative research), communication evidence (peer-reviewed publications, conference presentations, technical writing), and project vocabulary — project management, cross-functional collaboration, mentoring.
Industry ATS filters don't search "dissertation" — they search the tools and methods inside it, so lead with those. Translate academic scale into industry numbers: dataset sizes, compute, publication counts, grant dollars, students mentored. "Built a Python analysis pipeline over 2TB of imaging data; results published in Nature Methods (140+ citations)" reads in both worlds. Drop the exhaustive publication list; link a Scholar profile instead.
Technical
Research methods
Communication
Transferable
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