The Great Online Learning Illusion. Instructional Honesty vs. Marketing Hype
- John Mugumya

- Mar 2
- 6 min read

I have taken dozens of online courses. I bet you have, too. From Python coding and advanced project management to YouTube tutorials on making butter chicken like a true Indian maestro, online courses make learning incredibly accessible. If you really want to learn a skill, the resources are limitless. But, and this is a big but, digital learning is seriously flawed.
Let’s rewind to the pandemic lockdowns of 2020. With most of the world stuck indoors, online learning exploded. Suddenly, we were all going to master Python, learn to speak Spanish, or become certified project managers from our kitchen tables. Platforms offering online courses saw massive enrollment numbers. It felt like the dawn of a new, accessible educational era. Schools and parents all over the world adopted the technology. The future of education and work surely, was online.
But look at where we are today. In February, the Swedish government made headlines by actively pulling back from digital instruction in their schools. They are investing millions to bring printed textbooks and physical handwriting back into the classroom. The digital learning utopia is facing a harsh reality check and it begs questions: Did the online learning community lose a once-in-a-generation opportunity? When they had the captive attention of the entire world, did course creators lean too heavily into marketing hype instead of instructional honesty?
Why Sweden Pulled the Plug

To understand where online learning went wrong, let us look at the Swedish data because the decision to bring back text books was not forced on Sweden by an emergency, like covid. Policymakers and educators realized that simply putting a tablet in every student's hand was not creating smarter students; it was creating distracted ones. Their core analysis boiled down to serious concerns about learning outcomes and foundational skills, the very essence of all learning:
Declining Reading Comprehension: Between 2016 and 2021, the average standardized reading score for Swedish fourth-graders on the Progress in International Reading Literacy Study (PIRLS) fell from 555 points in 2016 to 544 points in 2021, a decline of 11 points. Educators realized that screen-based reading promotes rapid skimming rather than the slow, concentrated focus required to actually understand a text.
Divided Attention: Research has found that digital devices can introduce distractions and encourage multitasking, which may interfere with sustained attention and reduce learning and retention, particularly when use is unstructured or poorly managed.
The Loss of Foundational Skills: Although studies do not conclusively show that digital tools are inherently incapable of supporting sustained attention or deep learning when thoughtfully implemented, strong evidence suggests handwriting can strengthen memory and early literacy development through motor engagement and deeper processing.
Widening the Digital Divide: Although providing digital devices can increase access, evidence from Sweden suggested that heavy reliance on digital learning may widen achievement gaps, as students from disadvantaged backgrounds often benefit less without strong instructional support and guidance.
In short, the technology made accessing information easier, but it made retaining that knowledge much harder. Let me say it another way. If you are serious about learning something, you will easily get the instruction you need online. But if you are being forced to learn something, like, let's be honest, most kids and corporate employees are, it is incredibly easy to pretend to be learning and get away with it. In reality, you are simply skimming through the video just to get that automated 'Completed' badge on your profile.
The Flaw on the First Slide
As a Technical Writer trained in Instructional Design, I look closely at the language we use in online courses. And while this is not the only problem, I think it could be part of the problem with digital courses. It happens on the very first slide of almost every online course.
You know the line:
'By the end of this course, you will...' (Insert complex new skill here).
As someone trained to prioritize accurate conditions, my professional instincts kick in every time I read that phrase. To me, this phrase, which has somehow become a standard, is fundamentally flawed. It feels less like an honest learning objective and more like a marketing tactic designed to entice people to click 'Buy.'
The 'Osmosis Illusion'
Let’s call this the 'Osmosis Illusion.' That standard phrase implies passive acquisition. It suggests that you will acquire a new skill purely by completing the course. Actually you will have gotten what you need by the end of the course.
This phrasing sells the result without reminding the learner of the effort required to achieve the objective. It promises expertise while delivering only completion. It creates a dangerous assumption that achieving the outcome is guaranteed simply by showing up and watching the screen, much like the flawed assumption that giving a student an iPad loaded with educational information automatically equals education.
When millions of adults realized that watching a video didn't magically install a new skill into their brains, the fatigue set in. The marketing promise did not match the educational reality.
The Psychology of the Promise
To be fair to course creators, using 'By the end of this course...' is not always a malicious trick. It is deeply rooted in psychology and marketing.
It seems the online learning industry fell into the social media trap. On the internet, friction is the enemy. Content is designed for effortless consumption to boost engagement metrics. Course creators adopted this exact playbook to sell their programs. They started treating students like passive viewers, optimizing for a smooth user experience rather than actual comprehension.
When a syllabus says 'By the end,' it places you mentally inside the journey. It assumes you are already enrolled and progressing. It feels supportive, framing the outcome as part of a natural, guided transformation. It signals a clear roadmap and whispers a comforting promise: We will get you there.
The phrase 'After completing,' on the other hand, sounds distant. It feels like a hurdle or a finish line you must reach first. Marketers know this. They know that the first phrase feels like a forward-looking promise, while the second feels like a strict condition. And promises sell better than conditions.
In the rush to market an easy journey, they forgot the oldest rule of the physical classroom: the teacher can deliver the instruction, but the student must do the learning. You cannot simply 'consume' a new skill.
Instructional Honesty: The Alternatives
But education should prioritize honesty not marketing. A true instructional objective is not a guaranteed promise; it is a conditional state. Teaching is hard. Learning is harder.
If we want to be honest with our learners, we need to shift the language. Here is how we can fix the standard phrasing, ranging from a gentle correction to the brutal truth:
The Soft Fix: 'After completing this course, you should be able to...' This is straightforward and plain. Changing the guaranteed 'will' to a realistic 'should' adds immediate honesty without sounding like a legal document.
The Technical Truth: 'Upon successful completion of this course, you will be able to...' This is the most accurate, neutral phrasing. It clearly states the condition. It does not assume everyone will achieve the outcome just by showing up, and it strips away the hype.
The Brutal Reality: 'Upon successful completion of all course requirements...' This is the most defensible version in any academic or corporate setting. Why? Because actual learning is contingent on engagement, passing assessments, and meeting criteria.
This small semantic shift doesn’t change everything wrong with digital courses, but I believe it is an honest start. 'Successfully completing' means the learner must actually do the work. It shifts the burden of learning back onto the user, which is exactly where it belongs. Here is the information, but you must consume it, revise it, do the tests, pass the tests and learn.
Why This Matters
This is not a debate over grammar or semantics. The words we use to frame education shape the actual outcomes. Here is why prioritizing instructional honesty matters:
Managing Expectations: When learners know a course requires effort, they prepare for the struggle. An instructional video should not be presented like a reel on instagram.
The Crisis of Competence: Fake learning wastes time and money. We end up with a workforce full of people holding 'Certificates of Completion' who cannot actually perform the skills they claim to know.
Reclaiming the Classroom: Educators are not content creators optimizing for engagement. We are teachers facilitating understanding, turning information into knowledge, and finally into value.
The Bottom Line
When courses promise results based purely on reaching the end of a video playlist and gaining a certification badge we can proudly post on LinkedIn, they do a disservice to the learner. They create an illusion of skill that cannot stand the test, any test in the real world.
Our job as Instructional Designers is to guide learners, not to act as marketers trying to hit a conversion target by watering down reality. If the online learning industry wants to regain the trust it had, it needs to treat learners like adults who understand that gaining a new skill requires actual work.
We need to stop writing learning objectives that read like sales pitches, promising only goodness and not demanding effort. There is so much to learn online but we must remind learners that they must put in the effort. We must start writing objectives that are honest about the effort required to learn something new.



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