11 informational influence signs that are easy to recognize

Real information and its imitation feel the same while you are absorbing them. Both produce the small satisfaction of now knowing something. The differences are all on the outside: in where the claim came from, how it is phrased, and what happens when you push on it. Here are eleven you can check without any expertise in the subject.

What to take away

• None of these signs proves anything on its own. Two together are worth a pause; three are worth a check before you act.
• Most of them come down to a single question: is there a real observation at the end of this chain, and can I get to it?
• Counterfeit information is the most profitable thing to fake, because genuine information is the most legitimate reason to change your mind.

The eleven signs

1. The same phrasing in different places. Independent sources describe the same fact in different words, because they saw it separately. Identical wording across supposedly separate accounts means one account with copies, and the number of places you saw it tells you about distribution, not truth.

2. A precise number with no source. Specificity reads as rigour, which is why it is manufactured. A figure to one decimal place with nobody's name attached is more likely invented than a rounded one with a source you can reach.

3. The trail ends in a phrase. "Studies show", "experts agree", "it is well known". Follow the claim back and it stops at a formula rather than at a person, a document or an observation. Real chains end somewhere you can visit.

4. Repetition standing in for confirmation. Hearing a claim several times makes it feel truer, and the name for that is the illusory truth effect. How large it is, and for whom, is argued about; that it can be exploited by anyone with a budget for repetition is not. Ask whether you have heard this many times or from many people. They are different.

5. A credential from the wrong field. The speaker is genuinely expert, in something else. Expertise does not travel, and the distance between the credential and the claim is usually mentioned by nobody. The fuller test is under authority.

6. Disagreement treated as ignorance. "If you understood it, you would agree." An honest source engages with an objection on its merits. A counterfeit one reclassifies the objector, because the objection cannot be answered and the objector can.

7. Your confidence rose and nothing arrived. You started the conversation unsure and ended it certain, and if you try to say what new fact did the work, you cannot. Confidence that grew without evidence was grown by something else, usually delivery or numbers of voices.

8. Urgency attached to a fact. Facts do not expire in the next twenty minutes. A claim that comes with a clock is asking you to act before checking, and the clock is the part that needs examining; the mechanism belongs to scarcity, not to information.

9. Checking is gently discouraged. "You do not need to read the whole thing." "Take my word for it, it is all in there." The discouragement is friendly, and it is the sign. A source with real evidence wants you to look, because looking is where their case gets stronger.

10. Everything points one way. Real evidence about anything complicated is mixed, and an honest account includes the part that cuts the other way. A perfectly one-sided picture has usually been assembled, and what was left out is the thing you needed.

11. Many voices, one style. A chorus of apparently separate people who write alike, arrived at once, and have no history before this topic. The organized version uses sock puppet accounts, and the tell is that the accounts are more consistent with each other than any set of real strangers would be. This is the counterfeit of social proof, and it is caught the same way: ask what these people saw, and separately.

The question that tests each one

Sign	The question that tests it
Same phrasing everywhere	Where is the first version?
Precise number, no source	Who measured it, and how?
Trail ends in a phrase	Which study, which expert, known to whom?
Repetition as confirmation	How many separate people, not how many times?
Credential from the wrong field	What exactly is this person expert in?
Disagreement as ignorance	What is the answer to the objection itself?
Confidence rose, nothing arrived	What new fact did I learn?
Urgency on a fact	What happens if I check first?
Checking discouraged	Why would they rather I did not look?
Everything points one way	What is the best case against?
Many voices, one style	What did each of them see?

Most of the questions are versions of one: what is at the end of the chain? Genuine information has an observation there. The counterfeit has another claim, or a phrase, or a wall.

When you count three

Three signs together do not mean the claim is false. They mean the claim has not been established, and that acting on it means acting on trust in whoever delivered it, which is a different decision and should be made as one. The practical response is the set of habits described under manipulation resistance: delay, get it in writing, ask the disclosure question out loud, and see what the reaction is.

Apply the site's test directly. A source that genuinely knows loses nothing when you check, and is usually glad you did: the knowledge was the argument, and it is still there afterwards. A source whose case rested on the appearance of knowledge loses everything at the first tug on the chain, which is why the tugging was discouraged. The mechanism of the channel, honest and counterfeit, is set out in the pillar on informational influence.

Common questions

Which sign is the most reliable on its own?

The trail ending in a phrase. It is the easiest to check and the hardest to explain away. A source who cannot say where a claim came from does not have a claim; they have a rumour.

What if the claim turns out to be true anyway?

Then you were lucky, and the source was still unreliable. Signs are about how the claim was delivered, not about the world, and a source that delivers truths badly will deliver falsehoods the same way.

Is it rude to ask where something came from?

Only to a source who has something to hide. Honest people have been asked before and answer easily. The reaction to the question is itself a sign.

Do these apply to things I read as well as things I am told?

Entirely. Written claims are easier to check and therefore have less excuse. Sign three in particular is worth applying to anything that cites "research" without saying whose.