Engaging Critical Thinking When Digestin ...

Engaging Critical Thinking When Digesting Artificial Statistics on Social Media

Mar 20, 2026

Taking the long wander to understanding a seemingly simple screenshot.

Contents:
I ) The Social Media Content
II ) The 'Source'
III ) The Origin
IV ) Echo Chamber
V ) Things Taken Too Far
VI ) The Wrap

I ) The Social Media Content

Let's start with this social media blarg. Note the graph in the lower left corner:

imageCertainly appears fascinating. But, what's it really mean? "Leading Report" suggests clearly in the headline that democrats are favored to win the senate in 2026, and the graph seems to support this statement.

What is the graph showing, though? Voter registration? Poll results? What data is backing "Leading Report"?

Nothing quite that scientific, unfortunately.

II ) The 'Source'

As clearly labeled, the graph is from Polymarket [0]. Most people will not know what this watermark is, and why it's important for this exercise, and future examinations of data found floating around social media.

Polymarket dubs itself as "The World's Largest Prediction Market™". It's a betting site, where members engage in wagers on 'event contracts' or 'binary options contracts' describing the likelihood of an event occurring. Bets may be on sports, finance, weather, geopolitics, etc. Example of a contract:image

So, Polymarket: betting. That's it. No polls, no analysis of voter alignment as in our first graph, it's all speculative wagering. The above "20% chance" has no bearing on what the US government does, or intends to do. This is not geopolitical analysis, it's only the odds, not entirely unlike betting on horse racing. And in our first screenshot, "Leading Report" uses merely the speculation of bettors as justification for their assertion that democrats are likely to win the senate. Okaaaay. What's "Leading Report"? Should we expect them to do better?

III ) The Origin

"Leading Report" carries the tag line "Your trusted source for breaking news and insights across technology, economy, and politics." but it is considered to be a fake news website, and a large portion of its 'articles' link to not just one, but multiple Polymarket contracts. The site has been known to promote false and sometimes conspiratorial theories around topics such as COVID19, climate change, etc. You know the type, we've seen it before.

Ranking site "Media Bias / Fact Check" marks "Leading Report" as extreme, to the right. [1]

image"Media Bias / Fact Check" continues with datapoints, such as:

Reasoning: Propaganda, Conspiracy, Pseudoscience, Fake News, Failed Fact Checks, Poor Sourcing, Lack of Transparency
Bias Rating: EXTREME RIGHT (9.8)
Factual Reporting: VERY LOW (10.0)
[...]
MBFC Credibility Rating: LOW CREDIBILITY

"Science Feedback" has linked one of the principles behind "Leading Report" as being an admin of the Facebook group "Patriots for Trump". [2]

IV ) Echo Chamber

Either not exercising critical thinking skills, or not caring that this is made-up content rather than actual fact-based reporting, or some combination thereof, we see one Mike Lee forward this misleading content and use it as content to promote the passing of the SAVE America Act.

V ) Things Taken Too Far

Let's step well outside this specific example and look at Polymarket from the 30k' view. Reasonable allegations exist that Polymarket is being used for personal profit by people who are, broadly speaking, pulling global strings behind the curtain.

Example: A new account appeared on Polymarket just weeks before the United States invaded the sovereign state of Venezuela to kidnap it's leader, Nicolás Maduro. A wager was made by this account of ~US$32k, just hours before the operation was ordered to begin. The payout was in excess of US$400k. [3] Almost half a million United States dollars in payout from a bet placed shortly before the US made an unannounced incursion into a sovereign country. It's entirely possible this was a huge coincidence, or a perhaps a very lucky bet. It's perhaps worth noting the son of the US' president is an advisor to Polymarket, as well as another speculation marketplace, Kalshi.

In another case, bets made on the year's most-searched terms on Google hit at a rate Las Vegas never sees (22 of 23), and also when an update to Gemini would be released [4]. An insider at Google would know these things. A bettor on the outside nailing all of these? Anything can happen, but the probability is infinitesimally tiny.

From there, things take a darker turn. Of course.

On 2026.03.10, Emanuel Fabian, writing for the Times of Israel, detailed what was almost certainly an Iranian missile striking inside Israel, hitting open space in the city of Beit Shemesh, outside Jerusalem. [5] So far, so good.

Except... a lot of people had bets, on Polymarket, that this would not happen. They stood to lose a lot of money if a missile did indeed impact on Israeli turf. So, then the threats started coming in to Fabian, cajoling and urging him to update the article, suggesting that perhaps it was debris from an Iranian missile after being intercepted by Israel, which would satisfy their side of the contract, netting them a payout. (Ignore for a moment the explosion on the ground... and that debris, after exploding in air, isn't know for exploding a second time on impact with terra firma.) After these came the threats to him and his family. [6] Of course.

What we're seeing are two things:

  • The manipulation of markets, for profit.

  • Insider information traded on, for profit.

And possibly a third: The manipulation of factual truth, for profit.

All three of which represent where the current United States government, all three branches, is today.

VI ) The Wrap

Similarly to how Russian troll farms on Facebook and Twitter are possibly influencing what your grandparents, neighbors, coworkers think, we now have legitimate media being threatened and bribed to change the reality to a somewhat more convenient and preferable, if false, "truth".

Question Everything. When you see graphs, data, anything: research it. Real research. Not the bullshit "I did my own research" like people claimed during COVID (how many of them ran a randomized double blind trial in their home? Zero, was it?). That level of "research" is merely confirmation bias shopping. Don't look for what suits your mindset, look for what the data presents. Recently some otherwise reasonable left-leaning social media accounts were forwarding the same quote from a politician, the source of which was a satire site.

Don't be easily mislead. And, don't be manipulated. It's a bad look.

Don't go having bad looks.

[0] https://polymarket.com/
[1] https://mediabiasfactcheck.com/leading-report-bias/
[2] https://science.feedback.org/who-is-behind-the-misleading-leading-report/
[3] https://www.npr.org/2026/01/05/nx-s1-5667232/polymarket-maduro-bet-insider-trading
[4] https://finance.yahoo.com/news/polymarket-trader-makes-1-million-090001027.html
[5] https://www.timesofisrael.com/liveblog_entry/no-injuries-in-latest-iranian-salvo-missile-hits-open-area-outside-beit-shemesh/
[6] https://www.timesofisrael.com/gamblers-trying-to-win-a-bet-on-polymarket-are-vowing-to-kill-me-if-i-dont-rewrite-an-iran-missile-story/

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