A Human-First Matching System

CME SmartMatch

Making Hiring Visible Again

CME SmartMatch scores how closely a jobseeker aligns with a specific role — before a decision is made. Employers can sort by score, and every applicant remains available to review. SmartMatch does not automatically reject or remove applicants.

Hiring looks active on the surface

On the surface, hiring seems to work fine. But the process itself is broken in ways that are easy to overlook, until you look at what's actually happening underneath.

The invisible problem

Strong candidates being missed
Jobseekers applying blindly
Employers sorting without clarity
Communities can't see what's working

CME SmartMatch makes it visible

Alignment shown before decisions
Candidates guided before applying
Employers see clarity, not volume
Communities measure hiring health

What CME SmartMatch does

One question, answered clearly: "How well does this person fit the position being offered?"

Shows Alignment, Not Just Applications

Every applicant receives a Match Score (%) based on skills, experience, location, role alignment, trust signals, whether a CME Clip has been recorded, and CME Echo references on file. These inputs are grouped into weighted categories — role fit, availability, work conditions, and more — which combine into the overall score.

Keeps Full Human Control

Every applicant remains visible and none are automatically rejected. CME SmartMatch organizes by alignment — the hiring decision stays with the employer.

Guides Jobseekers Before They Apply

Jobseekers see their Match Score before applying. They understand where they stand, what to improve, and which roles actually fit them, reducing misaligned applications and employer fatigue.

Improves Hiring Across the BIA

For BIAs and local ecosystems, CME SmartMatch is designed to support more informed hiring decisions, clearer workforce visibility, and hiring activity that becomes a measurable community signal.

What a Match Score looks like

Illustrative weighted score — this example shows a subset of the score inputs grouped into categories. Trust signals, CME Clip status, and CME Echoes on file contribute alongside the categories shown.

A Match Score measures alignment with a particular job — it is not a rating of a person's overall ability.

78%

Strong Match (illustrative weighted score)

for Shift Supervisor — Liberty Village

Score Breakdown

Role Fit85%
Skills & Experience76%
Location— Within 2km100%
Availability— Partial overlap60%
Work Conditions73%
Work Style— Not filled in — neutral default, not a penalty50%
CME Clip: not recorded 2 CME Echoes on file

Skills Match

Customer ServiceCash HandlingTeam LeadershipInventory ManagementFood Safety Cert

How to improve this score

→Add Work Style preferences to your profile — it is currently unset (neutral default, not scored negatively)

→A Food Safety Certificate would close the skills gap

→Recording a CME Clip would add to your profile signals and strengthen overall alignment

What employers actually see

Inside every job listing, employers get immediate clarity on every candidate, not just a stack of resumes to sort through.

Candidates with Match % alignment score
Video introductions and presence signals
Key alignment indicators at a glance
Sort by alignment or review every applicant

Inclusive Match

Built into CME SmartMatch is a private layer that allows jobseekers to indicate preferences without disclosing them to employers. Preferences are set in your profile settings and can be updated or removed at any time.

Jobseekers indicate preferences like accessible workplaces, inclusive environments, and flexible schedules

Employers signal support for accommodations and inclusive hiring practices

Preference details are never shown to employers. When both sides align, the score improves — but no label, category, or reason is disclosed

When both sides align, the system quietly strengthens the match.

What BIAs and communities gain

CME SmartMatch doesn't just help companies hire. It helps communities understand where hiring is working, where gaps exist, and how workforce alignment is evolving.

BIA Dashboards

Real-time hiring health metrics

District Health

Workforce alignment trends

Community Impact

Hiring activity contributes to district reporting; employer subscriptions fund the CIE

Gap Detection

See where industries struggle

The bigger shift

Most platforms focus on volume.

CME SmartMatch focuses on alignment.

Hiring isn't just about filling roles.

It's about placing people where they can stay, grow, and contribute.

Hiring data usually disappears after the decision.

CME turns it into community intelligence — visible to districts, BIAs, and the people who live there.

What this means for your organization

For Employers

Clearer alignment signal across all applicants
More informed hiring decisions with less manual sorting
Candidates who understood the role before applying
Increased trust from jobseekers through transparency
Visibility into your hiring impact by district

For BIAs

District-level hiring health dashboards
Workforce gap detection across industries
Hiring activity that generates community reporting data
Employer subscriptions that fund the Community Impact Engine
A measurable signal of how the local economy is moving

CME SmartMatch doesn't try to predict people.

It simply gives them a chance to be understood.

And when people are understood, better hiring decisions follow.

Ready to see alignment in action?

CME SmartMatch is available within CME's hiring tools, showing real alignment between jobseekers and employers while keeping every hiring decision human.

Hiring activity informs district reporting. Employer subscriptions fund community programs.

CME SmartMatch - Making Hiring Visible Again | CME