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Closing Bell

2 Nov 2026 · 20m · 8 chapters

Episode artwork

CNBC Investigations: Gamble on Democracy

In short

How prediction markets (Kalshi, Polymarket) may distort election odds and undermine trust in voting, with evidence from the 2026 Los Angeles mayor race and multiple congressional markets.

Guests and backgrounds

Michelle Kenler Kretsch (researcher, Anti-Corruption Data Collective, ACDC). Jared DeMarinis (state administrator, Maryland State Board of Elections). Robert Dinault (head of enforcement, Kalshi). Machana Bautista (head of global intelligence and investigations, Polymarket). Adam Hart (senior product manager, Chainalysis). Olivia Chalos (deputy chief legal officer, Polymarket).

Key claims

ACDC found Kalshi/Polymarket “price spikes” that made outcomes look more likely than votes supported; spikes can be driven by large buys and may be used for influence. Platforms say they detect manipulation and markets self-correct.

Notable examples

Spencer Pratt LA mayor race (Kalshi showed anomalies; ACDC cites a $56,000 spike to 99 cents). Illinois Senate market for Juliana Stratton (price jumped after $5,000 then $3,000 buys; she later won). Congressional markets: 38 of 167 over $100k saw spikes (ACDC). Polymarket case: Gannon Van Dyke insider-trading indictment; Polymarket says systems flagged activity. DeMarinis argues for bans and restricts election staff trading.

Written by AI. May contain mistakes.

Chapters

0:45

The Rise of Prediction Markets

Discussion on prediction markets and their impact on election integrity.

“Michelle Kenler Kretsch is a researcher at ACDC.”
3:36

Anomalies in Market Predictions

Exploration of price spikes and anomalies in prediction market data.

“I only got into the race because nobody else was going to run.”
6:45

Market Manipulation Concerns

Concerns about the potential for manipulation in prediction markets.

“On March 3rd, a buyer spent$5 ,000 on contracts, taking the price from 47 cents to 79 cents.”
10:00

Transparency in Prediction Markets

Discussion on the transparency and regulation of prediction markets.

“And even if there are price spikes for candidates, whether caused by enthusiastic backers or bad actors, the market will self-correct.”
12:16

Investigating Suspicious Trading

Insight into investigations of trading behaviors and market data analysis.

“But the outside world has no insight into who is behind each trade.”
14:01

Tracking Blockchain Trading Activities

Learn how blockchain analytics firms monitor trading activities and identify anomalies.

“most of the time in most of the cases that we see originate from on-chain exchanges or centralized exchanges, that enables us to continue and work collaboratively with the private sector in this regard, too.”
14:41

The Case of Insider Trading by a Soldier

Discover the investigation surrounding a soldier charged with insider trading using classified information.

“Hart also walked us through an investigation that his team worked on in collaboration with Polymarket.”
17:17

Election Betting and Market Integrity Concerns

Explore the implications of election betting on market integrity and election outcomes.

“Bubble Maps was one of the on-chain analytic firms to trace Theo's approximately$60 million in wagers across at least 10 Polymarket accounts.”
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Transcript

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0:00The race for mayor of Los Angeles was unconventional in every way. Former TV reality show star Spencer Pratt versus a city council member and the incumbent mayor in the June primary. I know what the consequences of failed leadership are. That's why I'm running for mayor. AI-generated campaign ads and prediction markets buzzing with activity. In fact, it is the highest traded mayoral race in 2026, surpassing$47 million in bets. A highly liquid market that theoretically should reflect the will of the people. Raman overtook reality star turned wannabe politician Spencer Pratt. Except it didn't. The prediction markets not only got it wrong leading up to the election, but during the race, there were numerous unusual instances of price spikes on Calci and Polly Market International that pushed the odds in Pratt's favor, according to an exclusive analysis for CNBC by the Anti-Corruption Data Collective, or ACDC, a nonprofit that brings together journalists, academics, policy experts, and data scientists.

1:04who work to expose corruption. Michelle Kenler Kretsch is a researcher at ACDC. I feel extremely worried that we don't have enough information, we don't have enough data in order to truly know what may happen come November. In the L.A. elections, the discrepancy between the prediction market odds and the actual outcome fueled voter doubt about the integrity of the election itself, a precursor of what could come this November. Polymarket and Calci are the two largest prediction market platforms. They let people trade on almost anything, from what team will be the 2027 NBA champion, to will the U.S.

1:44confirm that aliens exist, to who will win the upcoming midterm elections. Users can buy and sell contracts valued between$0.01 and$0.99. The higher the price, the more likely traders think the event will happen, but the lower the payout. For instance, if a trader buys a contract for 80 cents, that means they think there's an 80 % probability the event will happen, but only a 20 cent payout. I'll check the live results on calcium.

2:14Already on these platforms, the amount wagered on contracts related to the 2026 congressional elections has more than triple total bets on the 2024 races. And people are increasingly using the platforms as a source of information. For midterm election markets specifically, Calci reports viewers outnumber actual traders by a 5-to-1 ratio. And as election wagers become more and more part of the national discourse, the concerns are growing about the impact the odds can have on voter behavior and whether those odds are vulnerable to manipulation. The stakes are high. Prediction market odds can be fuel for a campaign.

2:54a favorable mention in a news article, or even a pitch for a campaign contribution. Jared DeMarinis is the state administrator for the Maryland State Board of Elections, which is overseeing dozens of contests on the ballot this election day. My job is to make sure the right person was elected. How worried are you that there will be questions about the validity of any of those races because of the prediction markets? I think that the prediction markets will amplify heightened scrutiny as well as apprehension regarding the current election landscape. There's distrust. Right.

3:39I only got into the race because nobody else was going to run. On the eve of the June primary, Calci gave Pratt a 78 % chance of advancing to November's runoff. Ultimately, he finished third and did not advance. Despite it being a heavily traded liquid market, ACDC found anomalies on Calci. Across May, every time the market said, okay, let's drop the price, there's negative news, there was also part of the market that said, hang on, let's increase this price. Could it be that Pratt's campaign was just better at countering negative news? Ultimately, all of it's possible. We can't ascribe intent to any trading behavior.

4:18All we can say is overall for the dips, we saw recoveries, and we didn't see that in the other candidates. On Polymarket International and CalSHI, ACDC also found price spikes, temporary but large price jumps that can make outcomes look more likely to happen. Price spikes can happen for a variety of reasons, such as new information changing trader expectations, or a trader buying a large number of contracts and driving up the prices as cheaper contracts get bought up. In the Pratt race, the group found in one series of trades on Calci,$56 ,000 in contracts were purchased at once, ranging from 73 cents to 99 cents, temporarily pushing the price up to 99 cents.

4:59With every tick higher, the potential payout on those contracts went lower. All in all, the trader or traders spent$56 ,000 and lost out on about$8 ,000 in potential profit. So then there's a question of why would a trader do something like this? We simply don't know. But spiking to 99, losing that profit margin, there's many questions on why someone would do that. So to you, that's a red flag. A price spike doesn't have a profit motive. And if the theory is that prediction markets are accurate because of a price motive, it begs the question of what type of goal does someone making a trade like that really have for themselves?

5:38A spokesperson for Calci told CNBC,

5:49In a statement, the L.A. County Clerk's Office wrote that

5:56generated significant online criticism, speculation, and questions about the integrity of the process. Prediction markets can add to that confusion when people treat their projections as more authoritative than the actual votes being counted. ACDC says election contracts can be vulnerable to unusual price spikes, similar to those in the Pratt race, and that it identified price spikes happening in midterm races on Polymarket International and Calci. In data shared exclusively with CNBC, ACDC found that of 167 congressional markets worth more than$100 ,000, 38, or about 23%, experienced price spikes, moving the contract price 30 cents or more.

6:40One example, will Juliana Stratton be the Democratic nominee for the Senate in Illinois? On March 3rd, a buyer spent$5 ,000 on contracts, taking the price from 47 cents to 79 cents. The price normalized after three seconds, going back down to 47 cents. But about one minute later, it shot back up to 99 cents after$3 ,000 of additional contracts were purchased. The price eventually traded back at 52 cents, 5 cents more than where it started. That means a person or persons spent$8 ,000, resulting in a push-up in price that made a Stratton victory look more likely. Two weeks later, Stratton won the Democratic primary.

7:25In a statement to CNBC, a spokesperson for Calci wrote, as is common on Calci, the market corrected quickly to a price near fair value. Stratton declined to comment on this story, but a spokesperson from her office pointed to a poll published the same day as this price spike that showed Stratton leading. Data shows moving the odds may be easier and cheaper than you might think, especially when liquidity is thin, meaning not many wagers are placed. Across more than 18 ,000 active congressional markets on Polymarket International, Polymarket U.S., and Calci, 88 % could have their prices move by 10 cents with a single bet under$1 ,000.

8:06In August, Calci published a study that analyzed more than 2 million markets. It found deeper participation may sharpen prices rather than distort them, but even markets with as few as 20 traders can be accurate. In a statement to CNBC, a Polymarket spokesperson wrote,

8:35When you look at actual trading behavior, a manipulator and a really enthusiastic voter will look exactly the same, right? They're putting lots of money on a candidate. They're moving the price. What we're relying on is the platforms to be looking for and monitoring manipulation. Calci gave us an exclusive inside look at how it combats suspicious trading, from its daily morning meeting where teams discuss unusual trades to the dashboards it uses to identify those trades. Prediction markets are now forecasting a democratic majority. CNBC has a commercial partnership with Calci and uses the company's market data across its TV, digital, and subscription platforms.

9:13Robert Dinault is a head of enforcement at Calci. He's tasked with tracking unusual activity on the platform. Are you worried, especially as we approach the terms, about the incentive of influence, of influencing outcomes, influencing voter behavior? We watch elections markets with a particular care at Calci, not just because we have to from a regulatory perspective, but because there's such a unique characteristic and role that these markets are going to play in terms of how people ingest information about elections. In fact, Calci says its track record shows how accurate its markets are. Across U.S.

9:52elections since 2024, when Calci's markets favored a candidate to win, that candidate went on to win roughly nine times out of ten. And even if there are price spikes for candidates, whether caused by enthusiastic backers or bad actors, the market will self-correct. We saw that happen in the L.A. mayor's race. We did see a person who spent a great deal of money in a single day over a million dollars on Spencer Pratt, a candidate for mayor there. The price corrected in about nine seconds because other traders see that as an opportunity. You can absolutely guarantee there are rational traders in that market willing to take those trades and bring that price right back down to where it belongs.

10:33And by the end of the day, his price was lower than when it began. Kalshi published a case study on the Pratt race. The title is called Price Distortion in LA Mayor's Race Corrects Within Seconds. Based on your findings, what actually happened? Was that true? Didn't it correct within seconds? In the snapshot that they show, yes. Seconds later, someone else is paying a reasonable price for the contract. But what we see afterwards, Kalshi tells us that it's the same trader who's continuing, we can't see that, but this is what CalShie is telling us, they continue to buy and buy and buy. And that actually elevates the price when you look at not a half hour window, but a three hour window.

11:16So they left out the three hour look. They were looking at what happened immediately after. And that's the vulnerability in price shifts. So take that three hour window. It's up three cents. That's a three percent chance. This is on whether Spencer Pratt wins the November election. But a trader could look at that and say, Spencer Pratt's doing well on November. I think he'll also do well in the runoff. I think he'll also do well on advancing. Pratt did not respond to CNBC's request for comment. And there's a Wild West sort of perception of predictions markets. How much of that is true in your view?

11:51It's untrue. So much of this information is public. On derivatives exchanges, the entire order book is available to people to look at. And they're able to actually escalate and flag trades to exchanges themselves. CalSHI is federally regulated by the Commodities Futures Trading Commission, meaning it must follow rules designed to prevent market manipulation in insider trading. Trading prices and activity are publicly visible, and CalSHI internally collects and enforces know-your-customer or KYC information. But the outside world has no insight into who is behind each trade. We're putting a lot of trust in CalSHI to use their KYC system to find, whether that's insider tradings, whether that's possible market manipulation, all of that we're entrusting into CalSHE because we don't have the user-specific information.

12:40And in an effort to increase transparency, CalSHE added new features to its midterm election markets to show market liquidity, accuracy forecasts, and real-time individual trades. While Polymarket US is a CFTC-regulated platform available to Americans and has the same KYC requirements as CalSHE, its bigger, more popular platform is Polymarket International. Its users are not required to provide any identifying information. Machana Bautista, the head of global intelligence and investigations at Polymarket, says the international platform is inherently transparent because the time, the size, and the wallet of every trade is publicly visible on the blockchain.

13:21The international platform does not require users to submit know-your-customer sort of information, so identifying features. Wouldn't it be a lot easier if the platform required that? I would argue, honestly, the opposite. So, for reference, I formerly worked at the FBI and in centralized finance off the blockchain, if you want to get information on a case or a certain transaction, you have to serve either a subpoena or a search warrant to be able to get that information. Isn't it difficult, though, to attach a wallet to an individual? You would think, but no. About 95 % of the volume on our platform is attributed to known KYC sources.

14:00In order to participate or gain funds on the blockchain, most of the time in most of the cases that we see originate from on-chain exchanges or centralized exchanges, that enables us to continue and work collaboratively with the private sector in this regard, too. In April, Polymarket International announced a partnership with blockchain analytics firm Chainalysis, which helps the platform track suspicious trading. Adam Hart is a senior product manager at Chainalysis. He gave CNBC an exclusive look at some of the data the firm sees about each trader. We can see the total number of trades, how many buys are they making, how many sells are they making, How much profit and loss are they making?

14:40These are all kind of key factors that feed into the larger model that decides, is this normal or is this anomalous? Hart also walked us through an investigation that his team worked on in collaboration with Polymarket. The case of Gannon Ken Van Dyke, the U.S. soldier the DOJ charged with using classified information to make bets that Venezuelan President Nicolas Maduro would be removed from office and that U.S. forces would enter Venezuela, Van Dyck has pled not guilty. This wallet would have been flagged by our system for making highly, highly profitable bets and never losing. And then if we investigate their activity, we can kind of see they received their funds from basically two wallets that were both funded out of a mainstream, fully compliant U.S.

15:28exchange. And then the winnings, the$400 ,000 or so of winnings plus the initial investment, was cashed out also to that same mainstream exchange. So this is a very straightforward case because there's no effort to hide anything. Yes. Olivia Chalos is a deputy chief legal officer at Polymarket. Part of her role includes working with regulators on cases involving suspected insider trading. In the soldier case in April 2026, the DOJ indicted the soldier for insider trading on Polymarket. According to the indictment, the unusual trading activity was flagged by journalists and social media. Did Polymarket miss it?

16:07So I can't speak to any particular cases, but we are regularly identifying activity in this case. And it's been recognized by the prosecutors in this case. We provided information to them. We flagged it affirmatively. So our systems did not miss it. Even though it was social media and media reports that were attributed to finding the suspicious activity? Our systems did detect this trading activity. How high of a priority for you is suspicious activity related to the midterm elections? Very high priority. One of the interesting pieces about election market is that you could anticipate potential activity that looks different from insider trading.

16:54For example, trading that might be designed to skew the odds to look a particular way for a candidate, a particular candidate for it to seem like a candidate's winning or losing. So we have to design controls to account for that as well. And even trades that may look suspicious could just be the wagers of a sharp trader or enthusiastic backer. That was the case of Theo, or the so-called French whale, who made about$85 million betting on contracts favoring Donald Trump in the 2024 elections. Bubble Maps was one of the on-chain analytic firms to trace Theo's approximately$60 million in wagers across at least 10 Polymarket accounts.

17:34The activity pushed up Trump's odds, but bubble maps traced the activity to two crypto exchanges deposit wallets owned by Theo, who said he made the bets based on his own neighbor polling and calls to battleground states. Still, for DeMarinis, the only way to protect election integrity is an outright ban. In July, he asked the Office of the State Prosecutor to investigate whether prediction markets violate state laws prohibiting wagering on election outcomes. In September, he also prohibited election staff from trading in election markets. We employ 26 ,000 election judges that are poll workers.

18:12They have access to information right before it's getting tallied officially and counted. They'll know certain things. This is all problematic because it goes to the legitimacy, integrity of the electoral process. More than half of all states have laws making election betting illegal in some or all circumstances, according to Pew Research Center. But there are questions about whether these laws apply to prediction markets. Polymarket U.S. and Calci argue they are federally regulated financial exchanges governed by the CFTC and buying a contract is akin to trading. States argue they are unlicensed gambling entities and participants are betting.

18:52New Jersey, backed by dozens of states, has asked the Supreme Court to weigh in. In the meantime, more and more bets continue to be placed, increasing the potential influence on the elections themselves. So if there was manipulation of the odds and it had an impact on the public, we won't know that until afterwards, until it's all done. That's inherently what the risk is here. We're doing something new. We don't have a lot of information on whether prediction markets are accurate. And what concerns us is when it doesn't go the way of an election, instead of sowing doubt in prediction markets and their accuracy, it's sowing doubt in the election itself.

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From the publisher

Kalshi and Polymarket are the major online prediction markets where people bet on future events, everything from election results to who will win the 2027 NBA Championship. But do those bets influence election results? And how are the companies protecting gamblers from manipulating the market? CNBC’s investigation team explores. Disclosure: CNBC has a commercial partnership with Kalshi and uses the company’s market data across its broadcast and digital platforms. Hosted by Simplecast, an AdsWizz company. See https://pcm.adswizz.com
for information about our collection and use of personal data for
advertising.

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