The specific signals an experienced internship (no prior experience) hiring panel grades on during the eight-second scan.

• School + major + GPA

  Lead with credentials. School + major + GPA + expected graduation.

• Coursework relevant to target role

  Name specific courses that map to the internship — Data Structures, Linear Algebra, Software Engineering, etc.

• Projects

  Class projects + side projects + hackathons + open-source. Projects compensate for lack of internship experience.

• Leadership + volunteer

  Clubs, sports, student gov, volunteer. Character + commitment signals.

• Technical skills

  Programming languages + tools + frameworks + lab techniques + analytical software.

• Demonstrated initiative

  Self-taught skills, independent projects, online courses (Coursera, Stanford CS231n, fast.ai). Signal that you're already doing the work.

1. 1

   Open with school + GPA + projects

   School + major + GPA + 2-3 substantive project signals + availability. The opener for first-internship candidates.

2. 2

   Lead with strongest projects

   1-3 projects with depth > 8 short projects. Tech + deployment + users + open-source.

3. 3

   Surface relevant coursework

   Specific courses that map to the target role + grades. Substitutes for the missing professional context.

4. 4

   Show leadership + character

   Founder / President / Captain roles + sustained tenure. Character signals.

5. 5

   Close with skills + learning velocity

   Tech stack with proficiency + currently-learning. Signals ramp-readiness.

Each follows the [verb] [object] [number] structure hiring managers grade against. Copy them as a starting point, swap in your own numbers, and read the annotation to understand why each one works.

• Project

  Real-Time Chat Platform (side project, 2024): built a Slack-like chat app using Next.js + Socket.io + PostgreSQL; deployed to Vercel + Supabase; 84 daily-active users from across UCLA CS community; open-source on GitHub.

  Why it works: Project + tech + deployment + users + OSS.

• Class project

  Recipe-Search API (CS 35L Software Construction Lab project, 2024): built REST API with Node.js + Express + PostgreSQL + Redis caching; deployed to Render; A grade; 4 teammates.

  Why it works: Project + course + tech + deployment + grade + team.

• Leadership

  Founder + President, UCLA Code-for-Good (2024-present): founded a 28-member CS chapter focused on building software for local nonprofits; shipped 2 production apps for local nonprofits (food bank scheduling + tutor matching) in 2024.

  Why it works: Role + members + nonprofit projects + impact.

• Coursework

  Relevant Coursework: CS 31 (Computer Science I, A); CS 32 (Data Structures, A-); CS 33 (Computer Organization, A); CS 35L (Software Construction Lab, A); Math 33A (Linear Algebra, A); current: CS 111 (Operating Systems).

  Why it works: Courses + grades + current term.

• Hackathon

  Hackathon: HackUCLA 2024 (4-person team, 36 hours); built a real-time CO2-monitoring web app with Arduino + React + WebSocket backend; 2nd place out of 84 teams; demoed to corporate judges.

  Why it works: Hackathon + team + duration + tech + placement + demo.

• Skills

  Programming: TypeScript + JavaScript + Python (proficient, 2+ years); C++ + Java (coursework); React + Next.js + Express + Flask; SQL (PostgreSQL + SQLite); Git + GitHub + Vercel + Heroku. Currently learning: Go + Rust through fast.ai + a side project.

  Why it works: Languages + proficiency + frameworks + tools + learning track.

• Self-taught

  Online courses (completed 2024): Stanford CS231n (Convolutional Neural Networks, online); fast.ai Practical Deep Learning Part 1; Coursera Andrew Ng Machine Learning Specialization.

  Why it works: Course names + provider + completion.

• OSS

  Open-source: 4 PRs merged (3 to Next.js examples repo, 1 to React Router); first PR in Sep 2024.

  Why it works: PR count + targets + start date.

• Volunteer

  Volunteer Tutor (UCLA Bruin Tutors, 2023-present): tutored 4 first-year CS students through CS 31; 38 hours over 4 quarters; 3 of 4 earned A or B in the course.

  Why it works: Org + tenure + student count + hours + outcome.

• Awards

  Awards: Dean's Honors List 4 consecutive quarters; Bruin Excellence Scholarship (2023-2024 academic year).

  Why it works: Recognition + duration + scholarship.

• Activities

  Activities: UCLA Symphony Orchestra (violin, 2023-present); ACM at UCLA member; intramural soccer (4 quarters).

  Why it works: 3 activities + tenure.

• Languages

  Languages: English (native), Spanish (heritage fluency — used in Code-for-Good outreach to bilingual food-bank staff).

  Why it works: Two languages + applied use.

Same intent, two phrasings. Read why the right column lands on the keep-pile and the wrong column doesn't.

Patterns our writers see most often when reviewing internship (no prior experience) resumes — each one disqualifies candidates faster than weak experience does.

• Mistake

  Apologizing for no internship.

  Fix

  Lead with what you have — projects + coursework + leadership. The 'first internship' framing is positive.

• Mistake

  Listing class projects without depth.

  Fix

  Tech + deployment + user count + grade + team. Treat class projects as professional work.

• Mistake

  GPA missing or hidden.

  Fix

  GPA matters for first-internship filtering. Include if 3.3+.

• Mistake

  Coursework as bullet dump.

  Fix

  Specific courses + grades + currently-enrolled. Curate.

• Mistake

  Generic 'team player' summary.

  Fix

  Quantified summary — school + GPA + project count + tech + leadership + availability.

• Mistake

  Two-page resume.

  Fix

  1 page. Always.

• Mistake

  No leadership signal.

  Fix

  Even small — TA, club officer, study group lead, intramural captain. Surface.

• Mistake

  Skills list without context.

  Fix

  'TypeScript (production: shipped 2 features)' > 'TypeScript.' Context.

Strong verbs lead strong bullets. Replace generic openers (worked on, helped with, was responsible for) with the specific verb that matches what you actually did.

ATS pipelines weight your Skills section as a structured list. Include 15-25 of the items below if they match your experience — not soft skills.