Case Study · Career Tech · AI · Undergrad
CareerCompass
Most students graduate with a degree and zero idea how to actually get a job. Career centers are understaffed, advice is generic, and job searching feels like sending resumes into a void. CareerCompass is the AI career coach I wish I had — built during undergrad to give every student personalized, honest, and actionable guidance.
Why career advice fails most students
Generic career advice is everywhere. Truly personalized career guidance — the kind that understands your specific background, goals, skill gaps, and target industry — costs hundreds of dollars per hour or requires knowing exactly the right person.
First-generation students and international students are at the biggest disadvantage. They don't have parents who've navigated corporate hiring. They don't have alumni networks that open doors. They're talented, driven, and deserve better than a 20-minute appointment with an overbooked career counselor.
CareerCompass was built to democratize access to the kind of career coaching that used to be reserved for those with the right connections.
An AI-powered career guidance chatbot that helps students navigate job searching, resume building, interview preparation, and career path planning — personalized to their specific goals, background, and target roles.
Career outcomes should not depend on who you know or whether your university can afford enough career counselors. AI can deliver genuine 1:1 guidance at massive scale — for the first time making great career coaching truly accessible to everyone.
Undergraduate students — especially first-generation college students and international students — navigating job markets they don't fully understand, without a built-in professional network to lean on.
Resume improvement scores pre/post · Mock interview completion rate · Job application rate post-session · User-reported confidence increase · Career clarity score improvement.
Who are we truly building for?
The student without a network — and the career center trying to reach them.
The Undernetworked Job Seeker
Talented, hardworking, and completely lost in a hiring process that rewards connections over competence.
- ·Honest, specific resume feedback — not 'looks good, add metrics'
- ·A safe space to practice interviews without embarrassment
- ·Personalized career path suggestions based on real skills
- ·Clear, actionable next steps — not vague motivational advice
University Career Centers
Overwhelmed staff trying to serve thousands of students with a team built for hundreds.
- ·An AI tool that handles first-touch career questions at scale
- ·Frees up counselors for high-stakes, high-complexity sessions
- ·A way to reach the students who never self-select for support
What hurts most — and why it matters
Pain points from undergraduate job-seeker interviews.
| Pain point | Urgency | Frequency | Impact | Chosen |
|---|---|---|---|---|
| Generic, non-personalized advice | High | High | High | ✓ |
| No safe space to practice interviews | High | High | High | ✓ |
| Not knowing where to even start | High | High | Med | — |
| Imposter syndrome and confidence gaps | Med | High | High | — |
"Personalization and safe practice unlock everything else. A student who gets specific feedback on their resume and practices their pitch without fear becomes a student who actually applies — and gets the job."
Four features. One career coach.
Personalized Career Chatbot
NLP-powered conversational AI that understands the student's background, target roles, and current experience level — then gives advice that actually fits their situation, not a template.
Resume Analyzer
Upload your resume → receive specific, actionable feedback on content, structure, impact language, and keyword optimization for target roles.
Mock Interview Mode
Practice answers to common behavioral and technical interview questions. Get AI feedback on structure, clarity, storytelling, and use of the STAR method.
Career Path Roadmap
Based on current skills and stated goals, CareerCompass generates a personalized 3–6 month action plan — what to build, what to apply to, what to learn next.
| Solution | Pro | Con |
|---|---|---|
| Career Chatbot | Personalized, conversational, high trust | Quality depends on NLP training depth |
| Resume Analyzer | Immediate, tangible, measurable value | Upload friction; formatting edge cases |
| Mock Interview | High-anxiety feature with huge impact | Subjective feedback is hard to calibrate well |
| Career Roadmap | Gives clarity and momentum | Only useful after chatbot gathers enough context |
"The chatbot is the core — everything else integrates naturally as conversation flows. Keep it conversational, not transactional. Students should feel coached, not audited."
What we built. What we changed.
CareerCompass was designed and shipped as an undergraduate project — proving that the best product ideas come from living the problem yourself and building the solution you wish had existed.
- ✦NLP career chatbot built and functional
- ✦Resume analyzer with specific feedback engine
- ✦Mock interview practice with AI scoring
- ✦Personalized career roadmap generation
- ✦Complete UX flow designed in Figma
"CareerCompass is built on the belief that every student — regardless of their network, their university's brand, or their family's professional connections — deserves access to a great career coach. For the first time, AI makes that genuinely possible."