Technology March 21, 2026

Skills-Based Routing for Insurance: Match Every Caller to the Right Agent

AgentTech Team
Call Center Technology

A Spanish-speaking Medicare beneficiary in Florida calls about Part D coverage. Your system routes them to an English-only agent licensed in Texas who specializes in life insurance. The call fails before it starts. Skills-based routing solves this problem by matching every caller to the agent best equipped to help them—based on certifications, languages, product expertise, and state licensing. Here's how to set it up for insurance.

The Four Pillars of Insurance Skills Routing

Certifications
AHIP, carrier appointments
Languages
Fluency levels and availability
Product Expertise
MA, PDP, Supplements, Life
State Licensing
Active licenses by state

What Is Skills-Based Routing?

Skills-based routing (SBR) goes beyond simple round-robin or longest-idle call distribution. Instead of sending the next call to any available agent, SBR evaluates the caller's needs and matches them to an agent who has the specific skills required to handle that call successfully.

In insurance, the stakes are higher than in general call centers. Routing a call to the wrong agent isn't just a poor customer experience—it can be a compliance violation. An agent selling Medicare plans in a state where they aren't licensed is breaking the law. An agent explaining drug formularies without proper training risks giving inaccurate benefit information. For broader routing strategies, see our guide to call routing strategies for insurance.

Skill Category 1: Certifications and Appointments

In insurance, not every agent can sell every product. Agents need specific certifications (like AHIP for Medicare) and carrier appointments before they can legally sell plans. Your routing system must enforce these requirements automatically.

Certification Skills to Track

  • AHIP Certification: Required for Medicare Advantage and Part D sales. Must be renewed annually—your system should automatically revoke the skill when certification expires.
  • Carrier Appointments: Each carrier requires separate appointment. An agent appointed with Humana but not Aetna should only receive Humana calls from the routing system.
  • Product-Specific Training: Carrier-specific product training completion. Some carriers require additional certification beyond AHIP before agents can sell their plans.
  • Compliance Training: Annual CMS compliance training must be current. Agents who haven't completed recertification should be excluded from Medicare queues.

Skill Category 2: Language Proficiency

Medicare serves a diverse population. CMS requires that beneficiaries be able to communicate effectively with agents during enrollment calls. Routing callers to agents who speak their preferred language isn't just good service—it's a compliance consideration.

Best Practice
  • Assign language skills with proficiency levels (1-10)
  • Route based on IVR language selection
  • Set minimum proficiency thresholds per queue
  • Include bilingual agents in both language pools
Common Mistakes
  • Binary "speaks/doesn't speak" without proficiency levels
  • No fallback when no bilingual agent is available
  • Overloading bilingual agents with all non-English calls
  • Not accounting for insurance-specific vocabulary

Proficiency Levels Matter

A proficiency scale of 1-10 is far more useful than yes/no language skills. An agent with conversational Spanish (level 5) shouldn't handle complex Medicare Advantage enrollment calls in Spanish—that requires level 8+. Set queue-level minimum proficiency requirements: "Spanish queue requires proficiency ≥ 7."

Skill Category 3: Product Expertise

Insurance is a complex product category. The agent who excels at Medicare Advantage enrollment may struggle with Medicare Supplement comparisons. Skills-based routing lets you assign product expertise levels so callers get agents who actually understand what they're selling.

Product Expertise Matrix (Proficiency 1-10)

Product Line New Agent Intermediate Expert
Medicare Advantage 1-3 4-7 8-10
Part D (PDP) 1-3 4-7 8-10
Medicare Supplement 1-3 4-7 8-10
Life Insurance 1-3 4-7 8-10
ACA / Under-65 1-3 4-7 8-10

When a caller enters a Medicare Advantage queue, the routing engine evaluates available agents' MA proficiency scores and routes to the highest-scoring available agent. If no expert is available, it can fall back to intermediate agents—but never to agents below the queue's minimum proficiency threshold.

Skill Category 4: State Licensing Integration

This is the skill category unique to insurance—and the one with the highest compliance stakes. Every agent must hold a valid, active insurance license in the state where the caller resides. Your routing system must enforce this automatically, with zero exceptions.

Compliance Critical

Routing a call to an agent who is not licensed in the caller's state is an immediate compliance violation. This isn't a "best practice"—it's a legal requirement. Your routing system must treat state licensing as a hard filter, not a preference. No exceptions, no overrides, no manual workarounds.

State Licensing Routing Implementation

  • 1
    Identify Caller State: Use ANI lookup, IVR input, or lead data to determine the caller's state of residence. Area code alone isn't sufficient—people move and keep their numbers.
  • 2
    Filter by License: Before applying any other skill matching, eliminate agents who don't hold an active license in the caller's state. This is a hard gate, not a weighted preference.
  • 3
    Auto-Update Licenses: Integrate with NIPR or your licensing management system to automatically update agent state skills when licenses are renewed, added, or lapsed.
  • 4
    Handle No-Match: If no licensed agent is available, route to a holding queue with a message, schedule a callback, or transfer to a supervisor—never route to an unlicensed agent.

Proficiency Levels: The 1-10 Scale

Binary skills (has/doesn't have) work for certifications and licenses, but for language fluency and product expertise, you need a proficiency scale. A 1-10 scale gives routing engines the granularity to make smart decisions.

Understanding the Proficiency Scale

1-3: Novice

Basic awareness. Can handle simple inquiries but needs support for complex scenarios. Should not be routed high-value or complex calls.

4-7: Proficient

Solid working knowledge. Can handle most calls independently. Good default routing target when experts aren't available.

8-10: Expert

Deep expertise. Handles complex scenarios, edge cases, and high-value callers. Preferred routing target for priority queues.

Queue Skill Requirements: Putting It Together

Each queue in your call center should define the skills required for agents to receive calls from it. This creates a contract: "Only agents who meet ALL of these requirements will receive calls from this queue."

Example: Medicare Advantage Spanish Queue

Required Skills (Hard Gate)
  • AHIP Certification: Active
  • State License: Caller's state
  • MA Carrier Appointment: Active
Proficiency Requirements
  • Spanish Proficiency: ≥ 7
  • Medicare Advantage: ≥ 5
  • Preferred: MA ≥ 8

The routing engine first eliminates agents who fail any hard gate (no AHIP, no state license, no carrier appointment). Then it ranks remaining agents by proficiency scores, preferring agents with the highest combined Spanish + MA score. This creates a priority order that consistently routes to the best available agent. For guidance on building queues at scale, see scaling your inbound call center.

Practical Setup: A Step-by-Step Guide

  • 1
    Audit Your Agent Skills

    Document every agent's certifications, licenses, language abilities, and product knowledge. This is your baseline—it's often eye-opening how many gaps exist.

  • 2
    Define Your Skill Categories

    Create your skill taxonomy: binary skills (certifications, licenses) and proficiency skills (languages, products). Keep it manageable—10-15 distinct skills is usually the sweet spot.

  • 3
    Map Queue Requirements

    For each queue, define required skills and minimum proficiency levels. Start conservative—you can always relax requirements if wait times spike.

  • 4
    Configure Fallback Rules

    Define what happens when no perfectly matched agent is available. Relax proficiency requirements after 30 seconds? Offer a callback? Route to a supervisor?

  • 5
    Monitor and Adjust

    Track queue wait times, match accuracy, and conversion rates. Adjust proficiency thresholds and fallback timers based on data, not assumptions.

Balancing Skill Matching with Wait Times

The perfect skill match means nothing if the caller hangs up after waiting five minutes. Smart skills-based routing includes time-based relaxation rules that gradually widen the acceptable agent pool as hold time increases. For timezone and availability considerations, see our guide on operating hours and timezone management.

Important: Never Relax Compliance Skills

Time-based relaxation should only apply to proficiency-based skills (product expertise, language preference). Hard compliance requirements—state licensing, AHIP certification, carrier appointments—must never be relaxed, regardless of wait time. It's better for a caller to wait or receive a callback than to be connected to an unlicensed agent.

Key Takeaways

  • Skills-based routing uses four key categories for insurance: certifications, languages, product expertise, and state licensing
  • State licensing is a hard compliance gate—never route calls to unlicensed agents, regardless of wait times or other skill matches
  • Use a 1-10 proficiency scale for languages and product expertise to enable nuanced routing decisions
  • Define queue-level skill requirements that combine hard gates (certifications) with proficiency minimums (expertise levels)
  • Implement time-based fallback rules to balance skill matching with acceptable wait times—but never relax compliance requirements

Skills-based routing transforms your call center from a generic queue system into an intelligent matching engine. Every caller gets the right agent—the one with the proper license, the right language, the relevant expertise, and the active certifications. The result is higher conversion rates, better compliance, and fewer wasted connections.

Route Every Call to the Right Agent

AgentTech Dialer includes built-in skills-based routing with certification tracking, language proficiency levels, and automatic state licensing enforcement.

Try AgentTech Dialer Now

References & Authoritative Sources

The information on this page is supported by the following official and authoritative sources.

  1. 1
  2. 2
    AHIP AHIP
  3. 3
    Medicare.gov Medicare.gov

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