Format CVs for academic positions with publications, grants, and teaching
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Optimize technical resumes for parsing, recruiter readability, engineering evidence, and role relevance without assuming a universal ATS ranking model.
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Check job-specific hard requirements before optimizing wording.
Ensure:
Prioritize:
Use one technical identity per resume variant. Reorder projects and skills around the target role.
A reader should be able to identify the primary stack and strongest evidence quickly. Do not use a fixed attention-span claim.
Repositories and demos must open and visibly support stated claims.
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Format CVs for academic positions with publications, grants, and teaching
The English summary is being prepared. Showing the original description.
Decides whether to apply to a specific role, with what level of effort, and with which resume variant. Prevents wasted applications on roles with fundamentally poor fit and prioritizes high-probability opportunities.
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Decide how to prioritize job applications using hard eligibility, evidence coverage, role alignment, and real application outcomes rather than arbitrary fit scores.
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Define a clear primary role identity and supporting evidence so a resume reads coherently for the target job.
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Determines the candidate's primary role identity before any JD analysis. Classifies into role families, selects core tech identity, ranks projects by role relevance, and outputs a Candidate Position Brief consumed by all downstream stages. This is Phase -1 of the pipeline.
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Translate skills from one industry to another, identify transferable skills
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