Job-Genie recommends one page for new grad Data Science resumes. With limited professional experience, a second page rarely adds signal — it dilutes it. Recruiters scanning shortlists need concentrated, role-relevant proof fast. A padded two-page resume elevates the Application Silence Score by burying what matters.
Specialist Data Science recruiters shortlisting candidates for the hidden job market are not reading — they are scanning. A new grad typically has fewer than three years of combined internship, project, and academic experience. Spreading that across two pages creates visual noise and signals poor editorial judgment — itself a soft red flag in an analytical role.
The Recruiter-Fit Gap widens when a resume is structured for an academic audience (verbose, comprehensive) rather than a recruiter audience (evidence-dense, skimmable). The Recruiter-Fit Matrix consistently surfaces this as one of the most common structural mismatches for early-career Data Science candidates.
- Skills block: languages, frameworks, and tools — Python, SQL, TensorFlow, etc. — listed precisely, not buried in prose
- Projects: 2–3 high-impact entries with quantified outcomes (model accuracy, dataset scale, business context if applicable)
- Education: degree, institution, graduation year, relevant coursework or thesis — concise
- Experience: internships or research roles with achievement-led bullets, not task lists
Two pages become defensible only if a new grad has multiple substantive internships, peer-reviewed publications, or conference presentations directly relevant to the target role. Even then, page two must earn its place line by line.
Job-Genie's Truth Layer restructures new grad CVs to fit recruiter scanning behavior, not applicant comfort. The accompanying Recruiter-Ready Brief gives specialist recruiters the 3–5 sentence context they need to place a candidate confidently — reducing Application Silence without requiring the resume to overextend. One tight page plus a sharp brief outperforms two loose pages every time.
Job Genie's free Application Autopsy diagnoses your Application Silence Score, ghost-job exposure, and Recruiter-Fit Gap in under 2 minutes.
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