Lessons learned from a year teaching an AI course
For the past year, I’ve been teaching AI to people who have never asked to learn it. Not a developer. I’m not a data scientist. Regular adults in their 50s, 60s, and 70s who have heard a lot about ChatGPT and want to know what all the fuss is about. We built an AI education platform to answer that question, and along the way, we learned something that changed the way we all design. That said, what beginners want to know is completely different from what most courses teach.
Questions no one expected
We’ve collected the most common questions from our first 500 learners. The top five are:
Is it safe to use? Can I see my personal information? Is it free? What is it actually used for? Will it break something?
Notice what’s missing. No one asked about prompt engineering. No one was trying to understand large-scale language models. No one cared about the difference between GPT-4 and Claude. They wanted reassurance first, practical use cases second, and technical details a distant third.
Most AI courses start with technical details.
Why “starting from the basics” fails
The standard approach to AI education follows a familiar pattern. That is, define AI, explain machine learning, introduce neural networks, and then move on to applications. This reflects the way computer science departments have taught for decades.
For a retired teacher who wants to see if ChatGPT can help him write a speech for a friend’s 70th birthday, this approach is like explaining the internal combustion engine to someone before letting them drive a car. The “fundamentals” that the course is based on are not basics at all. These are basic concepts in the technical field. That’s a completely different thing.
Here are some real basics for non-technical adults:
Where do I go to use this? (A website. I don’t install anything.) Do I have to pay? (No, the free version is enough to get started.) What do I enter? (You can say anything to anyone who is kind.) Remember what I said? (Usually not during conversations.)
These four answers will take approximately 2 minutes. Then you give someone a laptop and they’ll figure out the rest as they go. However, most courses do not reach this point until module 3.
What Completion Rates Really Tell You
Track completion rates across a 10-module course. The pattern is consistent. The module that opens with a practical task (“Write a thank you note to ChatGPT”) is 85-90% complete. Modules that open with instructions (“In this section, we’ll look at how the AI generates text”) drop to about 60%.
Same learner. Same platform. It’s the same week. The only difference is whether we ask them to do something or figure something out first.
This is not a criticism of the theory. Understanding how AI works is important, especially when it comes to safety and privacy. But order is more important than content. Do it first, figure it out later. That’s how most adults learn new technology anyway. I didn’t read the iPhone manual before making the first call.
Privacy questions are the real gatekeepers
Every AI course I’ve reviewed treats privacy as a footnote. A section near the end after an exciting use case. It’s usually followed by a paragraph that says, “Be careful what you share.” For learners, privacy is not a footnote. It’s the main event. Over 40% of new users cite privacy concerns as the reason they haven’t tried AI yet. It’s not that I’m not interested. It’s not a lack of access. fear.
When we moved the Privacy and Safety module from #8 to #2, overall course completion rates increased by 23%. No one dropped out because the content was difficult. They were dropping out because they didn’t trust the tools they were being asked to use.
Deal with fear first. Everything else becomes easier.
Designed for real learners
After a year of iteration, here’s what works for adult AI learners without a technical background.
Lead with action, not theory. The first thing a learner should do in an AI course is type something into ChatGPT and get a response. I haven’t read about it. Don’t watch the video about it. Give it a try. That fleeting moment of “Oh, that’s how it is” is worth more than any explanation. Answer safety questions promptly and honestly. Don’t shake it off. Please don’t bury it. It tells you exactly what data is shared, what isn’t, and how to use the tool without revealing any personal information. Please be specific. “Don’t enter your bank account details” is more beneficial than “Watch your digital footprint.” Use their vocabulary, not your own. If your course materials include the word “parameters,” you’ve already lost part of your audience. This isn’t about making fun of things. It’s about meeting people where they are. “Changeable Settings” works just as well and no one feels silly. Give them a reason that is important to them. “AI will increase productivity by 40%” means nothing to a retired person. It means everything to be able to have the side effects of your prescription explained to you in plain English. Get to know your audience. Choose examples from their world, not yours. Build confidence through small victories. Our most successful modules ask learners to use ChatGPT for three things in a week: planning a meal, drafting a short email, and discovering something they’ve been curious about. By the end of the week, they are no longer beginners. They are users.
Opportunities most AI course designers are missing out on
There are around 20 million adults aged 55 and over in the UK alone. Most of them own smartphones, home broadband, and are actively curious about AI. They read about it in the newspaper. I hear about it from my grandchildren. they want to understand it.
The market for accessible, non-technical AI education is huge, yet almost completely ignored by the e-learning industry. The courses that exist are built for professionals, career changers, and students. The rapidly growing demographics of new Internet users can only be gleaned from YouTube videos and newspaper columns.
That’s the gap. And it won’t stay open forever.
What all course designers should consider
Try this before publishing your next AI course. Offer your course to people over 55 who have never used ChatGPT. don’t help them. Don’t explain things that aren’t in the course. Just look.
If students are confused within the first 5 minutes, there is a problem with the order of the course. If you ask me, “But is it safe?” I’ll bury my lead before I cover it. Even if you close your laptop and say, “I’ll come back later,” you probably won’t.
Technology is not a barrier. This is the teaching.
