RoleFit
Career readiness · for students

Know exactly where your resume stands.

RoleFit reads your resume, detects your skills with transparent rules, and scores you against 16 curated job roles. Every gap becomes a step in a week-by-week learning plan — no black boxes, no guesswork, and nothing to install.

16

verified job roles

70+

tracked skills

100%

transparent scoring

sample report · live preview

0%

match score

Machine Learning Engineer

Top match for the sample resume — production deployment skills are the main gap.

pythondocker
machine learning
have
scikit-learn
have
fastapi
part
docker
gap

next up · week 1

FastAPI REST API basics — wrap one of your existing ML models as a JSON endpoint.

python sql pandas power bi react fastapi docker mlflow kubernetes nlp transformers excel node.js ci/cd tableau spark python sql pandas power bi react fastapi docker mlflow kubernetes nlp transformers excel node.js ci/cd tableau spark

01How it works

From file to plan in three steps.

Step 01

Upload or paste

Drop a PDF, DOCX or TXT file — text is extracted on our server and cleaned automatically, preserving technical tokens like c++, c# and .net.

Step 02

Skills are scored

Each required skill is marked present, partial, or missing using documented keyword and synonym rules — every decision is inspectable.

Step 03

Follow your plan

Top roles, a coverage matrix, an ATS readiness check, and a week-by-week roadmap built from exactly the skills you are missing.

02Everything in the report

Six tools that turn a resume into a plan.

Role match scoring

Scores for 11 curated roles with present, partial, and missing skills explained one by one.

ATS readiness check

Eight resume best-practice checks — sections, contact info, action verbs, quantified impact — with fixes for each.

What-if simulator

Toggle skills you plan to learn and watch your projected match scores rise in real time.

Learning roadmap

A week-by-week plan with concrete topics and mini-projects, re-targetable to any role.

Interview preparation

Role-specific questions generated from your strongest and weakest signals, ready to rehearse.

Progress tracking

Every report is saved — watch your scores improve as you add skills and projects over weeks.

03The scoring rule

A formula you can check by hand.

Instead of a hidden model, every role uses the same explicit rule. Present skills earn a full point, related-but-incomplete skills earn half, and gaps earn zero — nothing else influences the number.

It behaves like a skill-based cosine similarity between your resume and each role — a way to measure how similar two profiles are — while staying explainable down to the keyword.

match score formula

score=
present + 0.5 × partial
required
×100

present

full credit

partial

half credit

missing

no credit

ready when you are

See your matches. Close your gaps.

Upload your resume once and walk away with scores, an ATS check, interview questions, and a four-week plan.

Start the analysis

Guidance, never a verdict.

RoleFit only evaluates skills, projects, education, and relevant experience. It never considers protected attributes, never makes hiring decisions, and every score is an estimate to review with a mentor, teacher, or recruiter.