New technology like AI has fundamentally changed the classroom. But also, it hasn’t changed many core things.
Teachers are trying to balance innovation with integrity. Guidelines, where it exists, vary from place to place. Various studies report on shrinking attention spans among students, widespread AI use, and even outright distrust of it.
Scribd recently surveyed 1,500 “knowledge builders” – people who are researching online for school, work, or life – to find out how people actually get from information to understanding today. The findings of the Scribd Understanding Index were simultaneously surprising and obvious.
Ultimately, trust matters more than access – an instinct many educators have always taught. Answers are now extremely easy to find. But knowing an answer is right is not the same as being able to explain why. That’s the actual work of learning.
That distinction underscores all the findings.
- Trust is grounded in people, not platforms. Human-authored, expert-written sources consistently outrank AI-generated summaries and social media by a wide margin.
- AI use is mainstream, but it’s created a new step in the process: verification. Two-thirds (68%) of people spend 1-6 hours per week checking whether AI /search engine output is accurate.
- Original documents and primary sources provide validation: 60% call primary documents crucial or important to their research journey.
It’s a sign that the primary-source habit educators instill is holding up even as AI changes the front door.
What educators are actually doing
Educators face real pressure: not enough time, too many demands, and a need to quickly know that what they’re teaching is right. Confidence, more than speed, is what they’re optimizing for. About one-third (32%) say confidence is the top marker of a successful research session, higher than the general population.
They use AI in their journey, primarily early in the process. Educators are more likely to use AI for initial discovery and brainstorming. This is a starting point for their research journeys.
The verification instinct shows up with this group. Over one-quarter (26%) verify by finding the original primary document, 9 points above the total population.
Conditioned to cross their t’s and dot their i’s, educators bring eagle-eyed rigor to technology. Educators are more likely to catch AI getting something wrong, so they’re more willing to pay for a guarantee that it won’t:
- 90% would pay for a subscription platform, 12% higher than the general population.
- Access to an exclusive, centralized library of full documents is the primary benefit cited (36%).
This underscores the confidence this group is looking for.
What students are actually doing
Gen Z is famously tech-savvy, and they’ve folded AI into how they work and study. But the data shows they apply more scrutiny than other groups:
- Only 22% of students trust AI, compared to 42% of the total population.
- They are ~3x as likely to have reported experiencing hallucinations (42% vs. 15%)
Students are often thought to be cutting corners, and technology only fuels that perception. The data says they are applying more rigor to their research – including with tools like AI – than many give them credit for:
- 79% validate information always or frequently, versus 67% of the total population.
- 91% say verification is important (compared to 79% total).
- They are more likely to flag lack of cited sources and author credentials (30% vs. 23%) and are more sensitive to AI-generated form and tone (26% vs. 18% total).
And to validate information, they are turning to human sources:
- Original/primary sources are most likely to increase document trust (38% vs. 27% total).
- Students are the group most likely to prioritize primary, human-authored sources over AI tools outright.
- 61% use documents shared online or academic journals while researching, well above the 49% average.
Where Scribd comes in
For Scribd, this tracks with what the platform has been building for nearly 20 years: a collection of hundreds of millions of real, human-authored documents: lesson plans, research papers, primary sources. Educators say they use Scribd to find these materials to support their classwork: “To feel better in my field; get new things in my job oriented skills” and “Find material that I can use in my lessons.”
These are exactly the materials the research shows people trust most. As AI becomes a default, demand for these sources isn’t going away. If anything, it’s growing. The more AI sits on top of the process, the more people need the original document underneath it, the one that provides context and credentials to facilitate understanding.
The takeaway
Educators are not alone in figuring this out – nobody has a settled playbook yet. But the research is reassuring on one point: most people aren’t blindly trusting technological outputs. They are grounding them in trusted, human sources. That instinct is worth following.
About Scribd
Scribd is a knowledge platform with over 350M pieces of content uploaded by a community of real people, helping find information, build understanding, and finish what they came for.