System 03 · The JobMinglr Dossier

Every application. One complete package.

Not just a resume. A complete intelligence package — match score, trust score, verified skills, and full work history — compiled into a structured PDF and attached to every application automatically.

JobMinglr · Candidate Dossier

Marcus Chen

Senior Software Engineer  ·  San Francisco, CA  ·  marcus.chen@gmail.com

Applied to

Senior Software Engineer

Acme Corp · May 18, 2026

91

Match Score

Role alignment

84

Trust Score

Verified · High

Flags

Strong Role AlignmentVerified ProfileEmployment History on FileIndustry Certifications

Professional Summary

Senior full-stack engineer with 8 years of experience building scalable payment infrastructure and developer-facing APIs at high-growth fintech companies. Strong background in distributed systems, TypeScript, and Go with a track record of leading cross-functional teams through 0-to-1 product launches.

Skills

TypeScriptGoPythonReactNode.jsPostgreSQLRedisKubernetesAWSStripe APISystem DesignREST APIsDistributed SystemsCI/CDDocker

Experience

Senior Software Engineer · Brex

03/2022 – Present

  • ·Led redesign of card transaction processing pipeline handling $2B+ monthly volume
  • ·Reduced API p99 latency by 40% through query optimization and Redis caching layer
  • ·Mentored a team of 4 engineers across two product squads

Software Engineer · Plaid

06/2019 – 02/2022

  • ·Built and maintained OAuth 2.0 integrations with 200+ financial institutions
  • ·Shipped Link SDK improvements that increased conversion rate by 12%

Junior Software Engineer · Twilio

07/2017 – 05/2019

  • ·Developed internal tooling for SMS delivery monitoring and alerting
  • ·Contributed to open-source SDKs with 2,000+ GitHub stars

Education

Bachelor's in Computer Science

UC Berkeley · 2017

Certifications

AWS Solutions Architect

Amazon · 01/2024

Certified Kubernetes Admin

CNCF · 06/2023

Marcus_Chen_382410.pdf ·  Auto-attached to application  ·  Generated by JobMinglr

System 01

The Matching Algorithm

When a candidate uploads their resume, JobMinglr converts it into a structured, weighted skills profile that gets scored against every open role on the platform. A preference layer then filters out roles that don't align with what the candidate is actually looking for — so only genuinely compatible candidates surface in your pipeline.

01

Weighted Skills

Resumes are parsed and converted into weighted skills profiles. Core competencies score higher; adjacent or transferable skills are weighted proportionally.

02

Office Preference

Candidates who want remote won't surface on in-office roles. Preference alignment is enforced before they ever reach your pipeline.

03

Salary Alignment

Candidates set their compensation expectations. If your range doesn't overlap, they don't appear — saving both sides' time.

04

Location & Market

Candidates targeting specific cities or regions are matched to roles in those markets. Irrelevant geographies are filtered out.

05

Role Targeting

Candidates indicate the job titles they're pursuing. The algorithm maps those targets to your open positions and boosts the most aligned candidates.

1–5

Candidates per role

Only candidates who clear every threshold reach your pipeline — not the usual 500.

System 02

The Candidate Trust Score Engine

A dedicated verification and scoring platform that evaluates every job seeker profile using multiple behavioral and verification signals — producing a standardized trust score from 0 to 100.

That score travels with every candidate application, match score, and structured resume your team receives — giving recruiters a complete picture before scheduling a single call.

0
Unverified
100
Fully Verified

Problems the Trust Score eliminates

Built to address the issues that make ATS inboxes unusable.

Fake or disposable candidate accounts
Mass-application spam behavior
Incomplete or misleading profiles
Low recruiter confidence in applicants
Difficulty validating candidates at scale
ATS inboxes overwhelmed with low-quality applications

Displayed alongside every application

The trust score is shown to recruiters alongside the candidate's match score and structured resume — so your team always knows who they're looking at.

Our Commitment

Bias-free by design.

JobMinglr's matching algorithm scores candidates exclusively on professional fit — skills, experience, preferences, and availability.

Every factor that has no bearing on a candidate's ability to do the job is deliberately excluded. The Trust Score Engine evaluates behavioral and verification signals only — never personal characteristics. Every candidate you see is evaluated on the same objective criteria.

Never factored in — ever.

Not collected, stored, or used in any part of our matching or scoring systems.

Race or ethnicity
Age or date of birth
Gender or gender identity
National origin or citizenship
Religion or beliefs
Disability status
Marital or family status
Any other protected characteristic
For Employers

Hunt Mode — your hiring team, in the app.

Don't wait for inbound. Hunt Mode gives employers searchable access to the pre-matched, trust-scored candidate pool — post jobs, browse candidates, and chat with matches directly in the app.

Browse the candidate pool

Hunter Mode gives you searchable access to the pool of job seekers who match your open roles. You don't wait for inbound — you go find them.

Post jobs directly in the app

Create and publish open positions from within the app. They're instantly matched against the candidate pool and surfaced to qualified job seekers.

Chat with applicants in-app

When there's a mutual match, you're connected directly. Message candidates, schedule interviews, and move fast — all without leaving the platform.

Trust scores on every candidate

Each applicant arrives with a 0–100 trust score covering identity verification, behavioral signals, and profile completeness. Know who you're looking at before the first call.

ATS Integration

Your team never logs into JobMinglr.

Connect your Greenhouse or Pinpoint account and qualified, trust-scored candidates flow directly into your existing pipeline. No new tool for your team to learn.

Greenhouse

Connect your Greenhouse job board in minutes. Candidates match and apply through JobMinglr — your team sees them in Greenhouse as normal applicants, complete with match score and trust score.

Connect Greenhouse

Pinpoint

Pinpoint ATS users can connect their job board with a single API key. Matched candidates flow into your Pinpoint pipeline automatically.

Connect Pinpoint

Ready to start hiring smarter?

Connect your ATS or download the app to sign up as a recruiter and activate Hunter Mode.