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03LIVE2022 — 2023

24-7Jobs

MERN job platform with role-aware matching

Problem

01

Candidates and recruiters live in different funnels. Generic boards bury good matches under noise and slow first-contact loops.

Solution

02

A MERN job platform with role-aware matching, faster apply flows, and recruiter tooling that prioritises signal over volume.

Approach

03

Built as a learning-by-shipping project with the classic MERN stack. Match scores are computed on the server from role, skills, and seniority overlap. Recruiter and candidate dashboards share a base layout but diverge on permissions enforced at the API layer — not the UI.

Stack

04
MongoDBExpressReactNode.js

Features

05
  • Role-aware candidate matching
  • Recruiter dashboard
  • Saved searches & alerts
  • Application tracking

What landed in production

06
  • Authz enforced at the API layer (UI is never the trust boundary)
  • Role-aware matching algorithm with explainable scores
  • Saved searches + alerts for active candidates
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