A place to ask specific questions about digital life and show how we would investigate them. Methods, limitations and evidence belong beside every finding.
The protocol below demonstrates the research template. No participants have been recruited and no results are claimed.
Sometimes. But recent studies suggest viewers are only modestly better than chance in some settings, much better in others, and often become more suspicious of real footage at the same time.
Bad design can make a scam easier to notice. Good design does not make a website safe — and controlled phishing studies show how unreliable appearance-based judgments can be.
The blue check still changes how an account looks. But in 2026, the symbol no longer means the same thing from one platform to the next — and the research does not show a universal credibility boost.
Yes. Repetition can make a claim feel more true even when the claim is false — but the effect is modest, context-dependent and strongest before careful evaluation kicks in.
A disclosure that technically exists but arrives after the reader has formed a judgment is doing very little. Visibility is a design problem, not a checkbox.
Yes. Visual polish can raise initial trust in an unfamiliar website before a visitor has checked who runs the business, whether its claims are true or what happens if something goes wrong.
A proposed experiment to test whether a visible revenue number changes how trustworthy, expert and persuasive otherwise identical business advice feels.
The crowd does not need to turn bad work into good work. It only needs to tilt the uncertain middle.
The internet blames discipline. Research points to a messier mix: weak intent, time pressure, course design, lost momentum and too little structure.
