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RESEARCH · EVIDENCE & UNCERTAINTY

What If Two Sources Disagree?

Sometimes research gives me two answers instead of one.

Ahaan Deshmukh · Grade 7 · Nita Mukesh Ambani Junior School

Builder's note: I am building Culture Atlas while learning to code with AI. These are my ideas, research and build notes, lightly edited for clarity.

I thought research would reduce uncertainty

Usually it does. I look for better sources, compare them and understand the subject more clearly.

But sometimes I end up with two serious sources that do not say exactly the same thing.

That creates a difficult question for Culture Atlas: which answer should I publish?

The neatest answer can be the least honest one

A website often looks more confident if it gives one clean answer.

But if the evidence is genuinely uncertain, choosing one version just because it makes the page simpler would hide something important.

Sometimes the disagreement is part of what a visitor needs to know.

Not every disagreement is equal

This does not mean I should treat every random webpage as equal to careful research.

I still need to ask who created the source, what evidence it uses, when it was produced, whether it is close to the subject, and whether other reliable material supports it.

Two claims can disagree without having the same amount of evidence behind them.

Different kinds of sources can answer different questions

An archive may help establish when something was documented. A practitioner may explain how a tradition is understood or practised. An oral history may preserve a family's or community's memory. A research paper may compare evidence across a longer period.

One does not automatically cancel the others. They may be telling me different parts of the story.

“We don't know yet” is useful information

I keep returning to this idea.

If an origin is disputed, the Atlas should eventually be able to say that. If evidence is incomplete, it should be able to show that more research is needed.

I would rather make uncertainty visible than turn it into a confident sentence just because databases prefer neat answers.

This changes how I think about trust

I used to think a trustworthy knowledge project should always sound certain.

Now I think trust can also come from showing the limits of what I know.

For Culture Atlas, that might mean showing sources clearly, explaining when accounts differ, and making it possible for a visitor to continue reading rather than asking them to trust the Atlas blindly.

Disagreement does not always mean “both sides”

I also need to be careful not to treat every disagreement as fifty-fifty. One source may have stronger evidence, better access to the subject or more careful research than another.

Showing uncertainty should not mean refusing to judge the quality of evidence. It means explaining why I trust one claim more, or why I am still not sure.

History rarely gives me a perfect camera

When I study history, I am not watching the past happen. I am working from evidence left behind and from later interpretations of it. That means two accounts can differ without making the past unknowable. I can compare proximity, purpose, evidence and corroboration. In English, I then have to explain why one interpretation is stronger without pretending the uncertainty has disappeared.

Uncertainty needs reasoning, not a shrug

The job of Culture Atlas is not to win every argument between sources.

Its job is to represent the evidence carefully enough that a visitor can understand what is well supported, what is debated and what still needs research.

What I'm figuring out next

I want to follow one real cultural record through the whole process—from a research question, to sources, to connections, to review, and finally to what a visitor sees.

That will be the best test of whether all these rules actually work together.


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