What Is the Merit Matrix? — How DispatchIQ Scores Technicians
A deep dive into DispatchIQ's 5-factor Merit Matrix scoring algorithm: speed, first-time fix rate, trust score, distance, and price fairness.
By DispatchIQ Team
The Merit Matrix is DispatchIQ's proprietary 5-factor scoring algorithm that determines how technicians are matched to jobs. Unlike traditional platforms that match based on who paid the most for a lead or who bids the lowest price, the Merit Matrix evaluates technicians on objective, measurable performance factors.
The Five Factors
1. Speed
How quickly does the technician respond to job requests and arrive on site? Speed measures both digital responsiveness (how fast they accept or decline a job) and physical responsiveness (how quickly they arrive at the job site after accepting). Faster response times contribute to a higher Merit Matrix score.
2. First-Time Fix Rate
What percentage of jobs does the technician complete correctly on the first visit? A high first-time fix rate indicates a skilled technician who diagnoses correctly, brings the right parts, and completes the repair without requiring a follow-up visit. This is one of the strongest indicators of technical competence.
3. Trust Score
The trust score combines multiple data points: customer satisfaction ratings, AI verification pass rate (how often the technician's work passes the Trust Layer on the first submission), professional conduct metrics, and communication quality. The trust score is the most comprehensive single factor in the Merit Matrix.
4. Distance
How far is the technician from the job site? The Merit Matrix factors in real-time distance to ensure homeowners are matched with nearby technicians who can arrive quickly. This also reduces windshield time for technicians, making their workday more efficient.
5. Price Fairness
DispatchIQ uses Bureau of Labor Statistics data to benchmark pricing by trade and region. The price fairness factor measures how closely a technician's pricing aligns with fair market rates for their trade in their geography. Technicians who price fairly score higher than those who significantly overcharge or undercut the market.
How the Score Is Used
When a homeowner posts a job, the Merit Matrix evaluates all available, qualified technicians and matches the job to the highest-scored option. This means the technician with the best combination of skill, reliability, proximity, and fair pricing gets the job. Merit, not marketing spend, determines who works.
Portable Reputation
Your Merit Matrix score is not locked inside DispatchIQ. It is designed to be a portable professional credential that you own. The score is built from verifiable, objective data — not subjective reviews — and it travels with you.
Frequently Asked Questions
Can technicians see their Merit Matrix score?
Yes. Technicians can view their Merit Matrix score and see a breakdown of each factor in their dashboard. They can track how their score changes over time.
How is the Merit Matrix different from star ratings?
Star ratings are subjective opinions from one customer. The Merit Matrix is calculated from objective, verifiable data across five factors including AI-verified job completion data.

