New Grad Resume and ATS: How to Pass Filters With Little Work History

New grads often assume ATS scoring is rigged against them because they don't have years of work history. It isn't — but you do need to be deliberate about which categories you can actually win, since a chunk of the 10-category rubric doesn't require a long resume to score well on.

Keyword Match (25%) doesn't require years of experience

Coursework, class projects, capstones, and personal projects all carry legitimate keywords. If your database class had you build a normalized schema in PostgreSQL, that's a real keyword match for a Junior Data Analyst posting asking for SQL and database design — list it like professional experience, with a project title, a one-line description, and a bullet or two on what you built.

Section Completeness (10%) — don't leave sections implicitly empty

New-grad resumes often skip sections that don't feel "real" yet, like Skills or Projects. Every standard section you fill out with genuine content is scoring surface. A resume with Education, Projects, Skills, and one internship, all filled in cleanly, scores better than one with a padded-looking single Experience section and nothing else.

Reframe internships, part-time jobs, and campus roles as achievements

Weak: "Intern, Marketing Department." Strong: "Marketing Intern — analyzed campaign performance across 3 channels using Google Analytics, contributing to a 12% increase in email open rate over one semester." Even a retail or campus job has quantifiable elements: hours scheduled, team size, sales handled, satisfaction scores.

Education & Certifications (5%) — maximize what you have

List relevant coursework by name if it maps to the JD's requirements (e.g., "Relevant Coursework: Data Structures, Algorithms, Database Systems" for a SWE role). Free or low-cost certifications (Google, AWS Cloud Practitioner, HubSpot, Coursera specializations) genuinely help this category and signal initiative.

Don't let Length & Density (5%) work against you

A one-page resume is standard and expected at entry level — padding it to fill a second page with weak filler content actively hurts more than it helps. If your genuine content fills one strong page, stop there.

Job Title Alignment (10%) — target your objective, don't leave it implicit

A short professional summary naming the exact role you want ("Aspiring Data Analyst with hands-on SQL and Python project experience") gives the ATS an explicit title-match signal that an experienced candidate gets for free from their last job title.

Action Verbs & Quantified Achievements — the fastest wins available

These two categories (5% and 10%) are the cheapest to fix regardless of experience level: swap "responsible for" and "helped with" for "built," "led," "analyzed," "reduced," "designed" — and attach a number to as many bullets as you honestly can, even estimated ones ("processed roughly 50 orders per shift").

Check your score before you apply

Paste your resume and a real job posting into our free scanner to see exactly where you stand across all 10 categories — first scan is free, no account required. Try it at /app.

Ready to beat the ATS?