Let me describe two quality assurance programs operating in insurance organizations right now.
In the first, adjusters are reviewed on a sample of their files. Scores go into a system. Leaders receive a report. High scorers get an email acknowledging good work. Low scorers may get a brief conversation — or may not, depending on how busy the supervisor is. The cycle repeats next month.
In the second, every quality review — every single one — is followed by a structured coaching session. The adjuster reviews their score with their supervisor, walks through what earned full credit, what didn't, and exactly what needs to change. The coaching is specific, documented, and tied to clear improvement targets.
I've seen both programs up close. The difference in outcomes isn't incremental. It's transformational.
Most quality programs are built on an implicit assumption that's rarely examined: that providing a score is sufficient to drive improvement. The thinking goes — if the adjuster can see where they fell short, they'll correct it.
That's not how learning works. And it's definitely not how sustained performance improvement works.
A quality score without a coaching conversation is a diagnosis without a treatment plan. The adjuster knows they're not performing at full potential. They don't necessarily know why, what specifically to do differently, or whether their supervisor is going to hold them accountable for improving. The score creates awareness. The coaching creates change.
When you make coaching a required step after every quality review — not optional, not "when time permits," but required — you fundamentally change the role that quality plays in your organization. Quality assurance tools that integrate directly with coaching workflows make this systematic rather than supervisor-dependent.
I want to be precise here, because "required coaching" can mean different things. I'm not talking about a perfunctory five-minute call where a supervisor reads the score back to an adjuster and asks if they have questions.
Required coaching means:
C2Perform's Dynamic Coaching platform is designed to make this kind of structured, documented coaching session manageable at scale — even for supervisors who are overseeing large teams of adjusters or underwriters. Coaching notes, improvement plans, and follow-up actions are captured in the platform, creating accountability on both sides of the conversation.
"A quality score without coaching is a diagnosis without a treatment plan. The score creates awareness. The coaching creates change."
This isn't just about employee development. It's about outcomes.
Every quality attribute in a claims QA universe exists because it matters to the accuracy and completeness of the claims decision. When an adjuster consistently earns full credit on coverage analysis, reserve adequacy, and documentation standards — it's not just because their score went up. It's because their files are better. Their decisions are more defensible. Their reserves are more accurate. Their cycle times improve.
For underwriters, it's the same principle. When quality reviews identify consistent gaps in risk selection documentation or guideline application — and coaching addresses those gaps specifically — the downstream quality of the book improves. Loss ratios are influenced by underwriting quality. That's not an abstraction; it's actuarial reality.
This is the connection that VP-level claims and underwriting leaders need to make explicit in their organizations: coaching quality is a financial issue, not just an HR issue.
Here's a practical benefit of required post-review coaching that often gets overlooked: it dramatically improves QA literacy across the team.
Many adjusters and underwriters don't fully understand their quality criteria — not because they're not intelligent, but because the criteria were explained once, briefly, at onboarding, and never reinforced. Required coaching after every review creates a recurring, file-specific education opportunity.
When a supervisor walks an adjuster through exactly why a reserve adequacy attribute didn't receive full credit on last Thursday's file — referencing the specific documentation, the applicable guideline, and the expected standard — the adjuster learns something concrete. Not abstract. Not theoretical. Concrete and immediately applicable to the next file.
Over time, this compounds. Adjusters who receive consistent, file-specific coaching after every quality review develop a fundamentally better understanding of quality requirements than those who receive a score and a spreadsheet. And better understanding produces better work.
When coaching reveals that a recurring knowledge gap is systemic — something multiple adjusters are struggling with — that's a signal for a more structured learning intervention. Connecting coaching insights to learning management capabilities allows you to assign targeted training based on what the quality data is actually telling you, rather than scheduling blanket training that may not address the real gaps.
I want to address something that comes up in conversations about QA-driven coaching, because I think it's important.
Effective coaching in claims and underwriting requires a broader view of the employee than any single QA metric can provide. Quality review results are one important input — but they're not the only one. A supervisor coaching an adjuster on file quality needs to understand that adjuster's full picture: their attendance and availability patterns, where they are in their career development, whether they're on any kind of performance or development plan, how they're engaging with team initiatives.
This is why I'm skeptical of approaches that treat QA analysis alone as a complete coaching solution. Knowing what happened on a call or a file is useful. It doesn't tell you how to coach the whole person.
True performance coaching in an insurance environment requires integrating quality data with the broader employee context. Engagement tools that track how employees experience their work, combined with quality data and coaching records, give supervisors the full picture they need to coach effectively.
Required coaching after every quality review also creates something that's surprisingly rare in most QA programs: mutual accountability.
The adjuster is accountable for acting on the coaching they receive. The supervisor is accountable for delivering the coaching. Leadership is accountable for ensuring the process happens. When coaching is required — documented in a system, tracked over time, and visible in performance reporting — it becomes something that everyone takes seriously because everyone can see it.
This accountability loop, reinforced through your communications hub and regular team-level performance visibility, creates the kind of quality culture that doesn't depend on individual supervisors caring more or less about coaching. It's built into the process.
If you're ready to close the loop between every quality review and a meaningful improvement conversation, explore how C2Perform's connected quality assurance tools and Dynamic Coaching platform work together to make required, structured coaching a practical reality — at any scale.