EP37: Personalized Learning Recommendations: Why Access to Courses Isn't the Same as Real Development
- Jul 24
- 4 min read
Updated: 7 days ago
When Everyone Has a Learning Library, Why Do Employees Still Feel Lost?
Most organizations today have already made the investment. A learning management system is in place. Course libraries are stocked. Employees are told, in one form or another, to "take ownership of their own development."
And yet, ask an employee a simple question — what should I actually learn next, and why? — and the answer is often a shrug.
That gap is worth paying attention to, because it points to a problem most learning strategies don't solve: access to content is not the same thing as learning relevance.
👉The Real Problem: Content Is Available, But Direction Isn't
Give people a large library and, on paper, you've done your job. In practice, most employees are left to figure out the rest on their own:
Which courses actually matter for the role they're in today
What they'd need to learn to move toward the role they want next
Where their real skill gaps sit — and which ones to close first
Whether the course they just picked has anything to do with where the organization needs them to grow
Without that direction, learning drifts. People enroll in whatever looks interesting rather than what's actually useful. Development becomes a matter of individual motivation and guesswork rather than a deliberate plan. And managers are left with little visibility into whether any of it is building the capabilities the business will need.
The pattern shows up the same way almost everywhere: learning journeys that feel disconnected from career goals, skill gaps that stay visible on a dashboard but never get addressed, and training budgets that don't clearly translate into stronger performance.
"Content is available. It just isn't necessarily meaningful."
👉The Shift: From Learning Access to Learning Guidance
Closing this gap means asking a different question. Not "do employees have access to learning?" — almost everyone can say yes to that by now. The better question is: are employees getting recommendations that reflect their actual role, their career direction, and their real skill gaps?
That's the shift from a generic learning management system for corporate training toward something closer to a personalized development guide — one that tells employees not just what's available, but what's relevant to them, specifically.
The My Learnings in entomo capabilities within entomo are built around this shift, connecting recommendations directly to role context, skill gaps, and career aspirations, so learning stops being a library to browse and starts being a plan to follow.
💡Five Capabilities That Make Learning Personal Again
1. Role-based recommendations, for the role you're in and the one you want
Rather than leaving employees to search a catalogue on their own, recommendations are mapped to their current position and to roles they're aspiring toward. That distinction matters — what helps someone perform well today isn't always the same as what prepares them for tomorrow, and a good career pathing software approach should show the difference clearly.
2. Recommendations built around actual skill gaps, not general interest
Generic platforms tend to surface "popular" or "trending" content. A stronger model works the other way around: it starts from the skills required for the role — current and future — and uses skill gap analysis tools to recommend learning where the gap actually is. That's the difference between browsing and closing a real deficit.
3. Learning aligned with career goals
engage far more with development when they can see it leading somewhere. When recommendations connect to future role aspirations, learning stops feeling like a task to complete and starts feeling like a step toward something the employee actually wants — which is exactly where upskilling efforts tend to stick.
4. Structure across current role, future role, and everything in between
Development rarely fits into one clean lane. Employees are usually managing learning for their current job, a role they're aiming for, and a handful of skills that don't sit neatly under either — the kind of picture an individual development plan software is meant to organize rather than leave scattered across spreadsheets and good intentions.
5. Visibility into what's actually progressing
Recommendations only go so far without a way to track what's been started, what's stalled, and what's finished. That visibility is what turns learning from "content sitting in a library" into an active, ongoing part of how people grow — and it's what makes real development conversations between managers and employees possible in the first place.
🌟What This Adds Up To
Put these five together and the shift isn't just about better course suggestions — it's a move from managing course access to managing capability development:
More relevant learning — recommendations tied to actual role and skill context, not generic popularity
Development linked to careers — learning connects to where people are headed, not just where they sit today
Skill gaps that get closed — not just flagged in a dashboard nobody revisits
Higher engagement — because people invest more in learning that clearly matters to them
Stronger talent management system outcomes — as capability building becomes measurable rather than assumed
🎯Closing Though
A course library isn't a development strategy on its own. The organizations getting real value from learning are the ones connecting it to role, skill gaps, and career direction so employees aren't just given access, they're given a reason to use it.
That's what My Learnings in entomo is built to do: turn a library of courses into a guided, role-aware development experience.
Akkarawee Aggarangsi | Implementation Consultant
Akkarawee implements HR technology — including Entomo and HRApp — across Career Pathing, Performance Management, Core HR, and LMS. He works directly with HR and business teams to turn these systems into practical tools that improve employee experience and drive organizational performance.
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