The Instructional Design Consulting Problem No One Warns You About: Your Subject Matter Experts

Human resource manager interviewing male applicant

Your subject matter experts (SMEs) know more than anyone in the room. And that’s exactly what makes them so difficult to learn from.

The SME Problem Every Instructional Design Consulting Training Initiative Faces

Subject matter experts aren’t the enemy of good training. They’re truly the source of it. But sourcing expertise and making that expertise teachable are two entirely different things, and conflating them is what sends training initiatives sideways before the first slide is built.

If you’ve sat through a three-hour recorded session no one finished, inherited an 80-slide deck that was supposed to be a curriculum, or watched compliance training get signed off and immediately ignored, you’ve already seen this play out. 

There’s a structural reason it keeps happening, and there’s a structured way to stop it.

Why Deep Expertise Makes Knowledge Transfer Harder

Experts earned their knowledge through years of immersive, iterative experience. That experience didn’t come with a teacher’s guide. The more fluent someone is in a subject, the less conscious they are of the micro-steps, intermediate judgments, and contextual assumptions they make automatically.

This has nothing to do with the SME’s character or communication style. Rather, it’s a predictable feature of advanced competence. When SME-led training doesn’t land, the frustration is real. But the cause gets misdiagnosed when it’s blamed on the individual expert rather than the structure around them.

This is one of the core problems instructional design consulting is hired to solve: making an SME’s knowledge transferable.

When Knowing Too Much Gets in the Way

Researchers Camerer, Loewenstein, and Weber identified what’s now widely called the “curse of knowledge”. Once you know something, it becomes nearly impossible to reconstruct what it was like not to know it. For SMEs, this plays out in a specific way. What a new employee needs is broken into eight discrete actions; an expert describes it in two sentences because they no longer experience those steps consciously.

A compliance SME who “just knows” when something looks off can tell you what they decided. They can’t always reconstruct the reasoning chain a new employee needs to develop the same judgment.

Why SMEs Default to Information Dumps

When asked to “share what they know,” SMEs share everything. From their vantage point, all of it is relevant. They don’t have the learner’s frame of reference to filter by.

The result is content overload: slides with way too many bullet points, recordings that run hours, and documents that require a prerequisite to read. While all that inventory is undoubtedly valuable, it’s not instruction. Without a facilitating structure that imposes sequence, scope, and learner-centered framing, a knowledge-rich source becomes unusable. Content overload is one of the most consistent risks in SME-driven development projects, and it’s predictable enough that a skilled instructional design consultant can mitigate it with every project from day one.

How Instructional Design Consulting Closes the Expert-to-Learner Gap

An instructional designer’s goal is to identify what a learner needs to do, then work backward to determine what they need to know to do it. That inversion changes every conversation with an expert.

Bubo Learning Design’s methodology, rooted in ADDIE and Agile development, enforces a clear sequence: discovery before design, design before production. The Design Document deliverable, which outlines course structure, technical specifications, content outlines, and suggested activities, is where expert input gets filtered through a learner-centered frame before a single asset is produced. We don’t build anything until the learner’s performance gap, not the expert’s knowledge map, is the organizing principle.

Across work with the U.S. Air Force, the Department of Interior, Bureau of Land Management, and LinkedIn, the same pattern surfaces: domain-specific expertise exists inside the organization, and the structural challenge is translating it into content that learners without that background can absorb and apply. That’s not a special-case problem. It’s the standard one.

The Intake Process That Keeps Projects on Track

Structured intake separates a well-sourced training project from one that burns its revision budget cleaning up avoidable misalignments. Discovery runs before any SME is asked to “share their knowledge.” Stakeholder interviews, needs assessments, and current-state analysis all happen first.

This phase reframes the SME’s role entirely. Instead of being asked to dump everything, they’re asked targeted questions tethered to specific performance outcomes and learner gaps. Proper instructional design builds in written project milestones, a designated Final Authority on the client side, and consolidated stakeholder feedback to prevent conflicting SME input from derailing the design later. How long this phase runs depends on the project. Scope, stakeholder complexity, and how quickly you need to move all shape the timeline, and a tightly scoped initiative can move through it fast. What stays constant is the output: either a solid diagnostic foundation or an early signal that the project needs reframing before development begins.

Facilitation That Produces Usable Content

Not all SME conversations produce usable content. The format, framing, and facilitation approach determine whether the output is ready to sequence or requires extensive rework.

Effective facilitation is always learner-anchored. The question isn’t “tell me what you know about X.” It’s “walk me through what a new employee gets wrong in their first 90 days doing X.” That reframe changes what an SME surfaces because it tethers their knowledge to a learner’s experience rather than their own mental model. For custom eLearning development, structured interviews produce content that’s already sequenced toward learner application. Open knowledge dumps produce content that reflects how the expert thinks, which is a different output entirely.

Prototyping as an Alignment Tool

Subject matter experts often don’t fully understand what they’ve agreed to until they see it. Prototyping at the 60% milestone surfaces misalignments before they become expensive revisions. Early prototypes give SMEs a concrete artifact to react to, which produces more useful feedback than abstract approvals of written outlines.

Our Production Alpha includes functioning interactions, preliminary voice, and placeholder visuals. That’s enough fidelity to confirm that expert knowledge has been translated correctly, without waiting until the 90% mark to find out it wasn’t.

Turning Expert Knowledge Into Custom eLearning That Transfers

Getting usable content out of an SME is necessary but not sufficient. The design decisions that follow determine whether that content transfers to performance: sequencing, scaffolding, interactivity, and format.

Scaffolding is the deliberate sequencing of content from foundational to complex, with each layer building on the last. Without it, expert-sourced content front-loads complexity and skips the intermediate steps the SME no longer consciously experiences. For onboarding, change management, or partner enablement, scaffolding is what separates training employees from training that changes how they work. Bubo’s Storyboard Bravo process includes fully defined scenarios, placing knowledge in a realistic context before asking learners to apply it independently.

For LinkedIn’s Center for Sales Excellence, Bubo translated sales competency expertise into interactive Storyline lessons, job aids, worksheets, and forms. That project required converting expert knowledge into multi-format, learner-ready assets, with 508 compliance integration ensuring the output was accessible to every learner. For organizations managing knowledge across roles or over time, this kind of properly scoped and sequenced training also functions as a knowledge preservation asset, not just a one-time course.

How Bubo Turns Your SMEs’ Expertise Into Training That Works

We’ve done this work across enterprise organizations, government agencies, and higher education. These aren’t environments where close enough is acceptable. Subject matter expertise complexity is high, stakes are real, and the gap between expert knowledge and learner performance carries measurable consequences.

Our methodology runs discovery before design and design before production. Milestone-based reviews keep expert input aligned to learner needs at every phase. For government agency clients, we hold a GSA Schedule contract and meet federal accessibility and compliance requirements from the start.

If your organization is carrying expert knowledge that isn’t reaching learners as performance, the fix starts before content is ever produced. Our team brings the needs analysis, facilitation process, and design methodology to make your SMEs’ expertise actually teachable. Start by telling us what your learners need to be able to do, and we’ll build the process around that. Reach out to schedule a discovery conversation.

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