Presentation Tips
How to explain a technical subject clearly to people outside your field, without oversimplifying to the point of being inaccurate.
Before writing any slides, ask: what decision or understanding does this audience need to walk away with? A technical presentation to investors needs different depth than one to a general public audience — figure this out first, since it shapes every other choice you'll make about content and structure.
For every technical term in your presentation, write a plain-language substitute you can use instead, or a short explanation you'll give the first time you use it. For example: instead of "the model achieved 94% accuracy on the validation set," try "the system correctly identified the right answer 94 times out of 100 in testing." Do this pass separately, after your content is otherwise finished — it's much easier to spot jargon once you're reviewing rather than while you're still drafting.
A good analogy makes a technical concept click instantly — comparing a firewall to a security guard checking IDs at a building entrance, for example. Before using an analogy, double check it doesn't imply something incorrect about how the actual system works, since a flawed analogy can create a wrong mental model that's hard to correct later, even after you've moved on to other slides.
A short demo, screenshot sequence, or before/after comparison communicates far faster to a non-technical audience than a verbal explanation alone. If you can't do a live demo, a few well-chosen screenshots in sequence is the next best option, and it carries much lower risk than a live demo failing in front of your audience.
If your audience has a mix of technical and non-technical people, structure your main explanation for the non-technical majority, and put deeper technical detail in an appendix or "for those interested" section at the end, rather than in the main flow. This way, no one in the room feels either talked down to or left behind.
Questions from a non-technical audience often reveal exactly where your explanation wasn't clear enough — treat them as useful feedback rather than a sign you failed to explain something. If a question suggests a misunderstanding, it's worth briefly re-explaining that specific point using a different analogy before moving on, since the same confusion is likely shared by others in the room who didn't ask.
Explain your topic out loud to someone genuinely outside your field — a friend or family member — before your presentation. If they can repeat the core idea back to you afterward in their own words, your explanation is working. If they can't, that's valuable information you want before your actual presentation, not during it.
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