What is a Subject Matter Expert?
A SME holds deep knowledge that has been built through sustained experience in a clearly defined area. This understanding comes from spending significant time close to the work itself, which allows the person to grasp not only how things function but also why they function the way they do. In small and mid-sized organizations, your SMEs are often:- The person everyone Slacks when something breaks
- The “go-to” for how things really get done
- A top performer who has built their own reliable system
- A long-time team member who carries a lot of institutional knowledge
Why Subject Matter Expertise Doesn’t Automatically Translate Into Good Training
Created by Petra Mayer & Associates Consulting. You’re welcome to share this infographic with attribution and a link to our website: https://petramayerconsulting.com
When SMEs create training without support, the result is often one of these:- The information dump: The SME shares everything they know, because they can’t tell what matters most to a beginner. The learner feels overwhelmed, and the key steps get lost.
- The missing steps problem: Experts forget what it felt like not to know. They skip “obvious” steps, which are the exact steps a new hire needs.
- The “how I do it” bias: Sometimes training becomes a personal workflow rather than a team standard. That can create inconsistency and confusion, especially as you grow.
- The accidental training tax: When training isn’t clear, learners ask more questions later, which means the SME keeps teaching the same thing over and over. This is where leaders start to feel the real cost of weak training.
What Subject Matter Experts Actually Need To Teach Effectively
Most SMEs don’t need a formal course design certification to be effective. What they need instead is clarity around their role in the learning process along with structure that helps them organize their knowledge and support that guides them as they translate expertise into meaningful learning experiences. Here’s what makes the biggest difference:Clear expectations: “What are we building, and who is it for?”
Before your SME creates anything, they should know:- Who the learner is (brand new? experienced but new to your tools?)
- What the learner must be able to do at the end
- What “good” looks like on the job
A simple structure for converting expertise into learning
A helpful structure sounds like this:- The strategy: why it is important
- The goal: what the learner must do
- The decisions: what choices they’ll need to make on the job
- The mistakes: what usually goes wrong and how to prevent it
- The scenarios: real examples the learner is likely to face
- The practice: how they can try it safely before it “counts”
Time boundaries that respect their real job
SMEs burn out when they’re asked to “just build a course” on top of everything else. A better approach is smaller, focused contributions:- a 45-minute interview
- a short review of a draft
- a scenario brainstorm
- a quick validation of “is this accurate?”
How To Support Subject Matter Experts Without Overloading Them
If you’re relying on SMEs to build training, the goal is not to turn them into instructional designers. The goal is to create a repeatable process that makes it easy for them to share what they know. It’s important not to just ask SMEs to “create training”, instead, ask them to capture expertise. Here are a few ways to do that:Facilitated interviews
A learning partner asks targeted questions and records the answers. The SME speaks. Someone else shapes it into learning.Guided outlines or templates
Instead of a blank page, give them prompts like:- “What’s the most common mistake?”
- “What do you wish new hires understood by week two?”
- “What’s a real scenario you’ve handled recently?”
Co-creation sprints
One short working session to map a learning path, followed by quick SME reviews as content is built. This approach also protects your organization as it grows. Many employees look for growth and learning opportunities. And when internal options feel weak, they’ll find learning elsewhere. Gallup reports that 58% of employees sought at least one learning and development experience outside formal employer training in the past year. That’s a signal worth paying attention to: people want development, and they’ll go get it. With or without you.Use learning paths to focus SME input
One reason SME-led training gets messy is that there’s no clear sequence. A learning path solves this. It answers:- What do learners need first?
- What can wait until later?
- What should be practiced on the job?
- What needs reinforcement?
Turning Expert Knowledge Into Learning Paths That Scale
When you support SMEs properly, you create a system for transferring knowledge reliably as your organization changes. Gallup has reported that organizations that strategically invest in employee development see 11% greater profitability and are twice as likely to retain employees. And onboarding is a major place where SMEs are already doing heavy lifting (often invisibly). Research summaries citing Gallup have found that organizations with strong onboarding can improve new hire retention by 82% and productivity by over 70%. Even if your organization is smaller, the principle still applies: when learning is structured and supported, people ramp faster and stay longer.What this looks like in a practical SME-friendly model
A scalable model often includes:- A core onboarding path (what every new hire needs)
- Role-based paths (what specific roles need to do well)
- “Moment that matters” training (hard conversations, safety issues, customer escalations, systems access)
- Refreshers and updates (because processes change)