Scoring dimensions
AI-extracted from your JD. Tune weights, mark must-haves, or add your own.
Primary axis — JD opens with 'own payment-rails infrastructure'.
"5+ years building production backend systems"
25%Explicit requirement; weight reflects 'something that scaled'.
"Strong system-design instincts — you've designed something that scaled"
20%Marked must-have in JD; tools named (asyncio, FastAPI/Django).
"Deep Python (asyncio, FastAPI/Django) — must-have"
15%Concrete tools listed (Kafka, Postgres replication, idempotency).
"Hands-on with distributed systems: Kafka, Postgres replication, idempotency"
15%Ownership called out; light weight since it's a soft signal.
"Ownership mindset — you've shipped end-to-end"
10%JD says 'ideally in fintech' — preferred, not required.
"ideally in fintech"
10%Low weight — supporting signal, not differentiator.
"Clear written communication; you write design docs before code"
5%