Format CVs for academic positions with publications, grants, and teaching
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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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A reader should be able to understand the candidate's target role and strongest evidence quickly and without decoding a long technology inventory.
Do not rely on a fixed "6-second" rule.
Examples:
Select:
Reduce:
Internally define: "Final-year IT student targeting [role family], with strongest evidence in [experience/project areas] using [core technologies]."
This sentence guides ordering; it does not need to appear as a summary section.
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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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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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Create personalized, compelling cover letters from resume and job description
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