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Masters action shows ongoing sports-betting growth of prediction markets
Sports books are in danger of taking a backseat to prediction markets.
Health Sciences Teams Show Off Their Knowledge at Game Night
Eating too much protein can stiffen vessels.
Health Sciences Teams Show Off Their Knowledge at Game Night
Eating too much protein can stiffen vessels.
Fluoride in drinking water has no effect on IQ or brain function, major study shows
The new research is the first to measure community water fluoridation exposure during childhood in the U.S. and any potential impact on cognition up to age 80.
Will Rogers Stand-up Comedy Show is May 2 in Claremore
Get ready to laugh! On Saturday, May 2 the Will Rogers Memorial Museum will bring together some of the brightest comedic minds in the Will Rogers Stand-up Comedy Show.
Showing the math for Earth’s first — and sudden
Inspired by a Yale undergraduate science class, a new study uses math to suggest that the spark of life on Earth happened quickly — once the conditions were right.
'Phantom of the Opera' Global Expansion for 40th Anniversary
LW Entertainment unveils plans to transform the iconic musical into a multi-generational entertainment franchise.
Morgan Wallen’s Tuscaloosa show is this weekend: Secure last-minute ticket deals before they sell out
Country music star Morgan Wallen will be in Tuscaloosa, Alabama this weekend for the next stop on his Still The Problem North American tour. Concertgoers still looking for tickets can find limited seats available.
Analysis shows aggressive Republican redistricting in Florida would put more GOP seats at risk
Will a redraw backfire on the Florida GOP? A study by Alex Alvarado suggests so.
Public hearing set for Tuesday on trans ballot initiative
The measure requires schools to designate all sports teams as male, female or co-ed. It also requires public schools to maintain separate restrooms, locker rooms and shower rooms for girls and boys.
'Beatles vs. Stones' Tribute Show Coming to Rome's Capitol Arts Complex
The Beatles vs. Stones—A Musical Showdown is bringing the ultimate British Invasion tribute to the Capitol Arts Complex in Rome.
Dave Chappelle stands firm through backlash and considers revisiting ‘Chappelle’s Show’
Dave Chappelle finds clarity away from the spotlight in the Ohio village where he lives. In an interview, he reflects on his comedic voice, which has sparked debate and criticism,
Rock stars to car culture showcase highlight Grand Prix of Long Beach entertainment
Kings of Chaos and Lupe Fiasco bring the music while car culture and Lifestyle Expo are family-friendly festivities at the Grand Prix of Long Beach.
Huawei kicks off the wide foldable trend with Pura X Max ahead of iPhone, more
Huawei has shown off its next foldable, the Pura X Max, which has a super wide form factor we’re expecting...
'Metro 2039' confirmed for "Xbox First Look" show: New format will spotlight games throughout the year.
Xbox's showcase production team has been on a big tear this year, and another new format is on the horizon: starting with the return of Metro.
The Strokes line up band's first area headlining show in 20 years
Tickets for the band's June concert go on sale Friday.
Opinion: I was recruited to play a sport here, but first, my family had to pay for it
It was a hot summer day in east Long Island. Hundreds of kids and parents from across the country piled into a sports complex consisting of four adjacent turf baseball fields. The gates were manned by a brigade of staff who were commandeering the large crowd. “Are these credentials right?” they asked as they showed...
‘The Pitt’s Noah Wyle Reacts to Supriya Ganesh’s Shocking Exit
Wyle also explained why the decision was made to write Ganesh out of the show.
OPEC lowers second-quarter global oil demand forecast on Iran war
OPEC on Monday lowered its forecast for world oil demand in the second quarter, citing the impact of the ongoing war in the Middle East, a copy of its monthly oil report seen by Reuters showed.
Men and women with obesity face very different hidden health risks
New research reveals that obesity affects men and women in surprisingly different ways. Men are more likely to develop harmful abdominal fat and signs of liver stress, while women show higher inflammation and cholesterol levels. These differences could help explain why health risks vary between sexes. Scientists say this could lead to more tailored treatments for obesity.
5 live shows bring big‑name entertainment to Northern California
From Bollywood fusion to pop‑punk, reggae and comedy, here some of the top shows coming to Northern and Central California this month.
Column | Where have all the computer science majors gone?
Computer science has been one of the hottest college majors for 15 years. Enrollment data suddenly shows a big drop.
How the AI and crypto industries are pouring tens of millions of dollars into elections
An analysis of campaign finance reports shows the web of super PACs backing — and going negative — on candidates with funds from big-name executives and companies.
Sand, science and strategy: Strengthening the shores of Presque Isle
The U.S. Army Corps of Engineers, Buffalo District, has just released a very interesting video named ‘Sand, science and strategy: Strengthening the Shores of Presque Isle’. This video shows how the Buffalo District – using modern technology and hands-on expertise – fights erosion and protects the coastline of Presque Isle for the future: This content […]
Commanders showing interest in All-SEC cornerback
Texas Longhorns cornerbacks could be a steal for the Commanders on Day 3 of the NFL draft.
The Science of Strength: New Study Casts Doubt on Training to Failure
New research shows going all out may limit strength gains. Here’s the smarter way to build strength and muscle
Britney Spears posts racy dance video before voluntarily entering rehab
On the heels of a DUI arrest in Ventura County early last month, pop icon Britney Spears voluntarily checked herself into rehab over the weekend, but not before donning a sheer bodysuit and showing…
Nish Kumar on racism, technology, and politics in comedy show at McCarter Theatre
Staff writer for The Prospect Annika Plunkett reviews Nish Kumar's politically-focused comedy show at McCarter Theatre.
2026's Top 5 Public Couples Mark Entertainment's 'Open Love' Era
2026s Top 5 Public Couples Mark Entertainments Open Love Era From idols to actors, industrys top couples showcase love across genres, sparking fan celebrations
Trump Attacks Pope Leo as Too Liberal and ‘Weak on Crime’
President Trump’s lengthy post on social media showed there were really no boundaries when it comes to people he might target, including the leader of the world’s 1.4 billion Catholics.
Black hole wakes after 100 million years and erupts like a cosmic volcano
A colossal “cosmic volcano” has erupted in deep space, as a supermassive black hole in galaxy J1007+3540 roars back to life after nearly 100 million years of silence. Astronomers captured stunning radio images showing fresh jets blasting outward while crashing into the intense pressure of a surrounding galaxy cluster, creating a chaotic, distorted structure stretching nearly a million light-years.
Making light spin with a gold nanorod
Controlling photon spin, or the handedness of light, is useful for storing and transmitting information. However, generating circularly polarized light typically requires complex or chiral structures. Researchers from the Tokyo University of Science show that hitting a gold nanorod slightly off-center with an electron beam causes the light around it to rotate. This method offers a simpler way to control photon spin and could accelerate the development of smaller, more efficient optical and quantum devices.
Memorial Health Foundation fashion show raises over $142K
The Memorial Health Foundation 21st annual Fashion Show, this year with a Masquerade Ball theme, drew a large crowd and raised more than $142,000, with proceeds supporting local cancer patients and related health initiatives. The annual fundraiser supports the foundation’s cancer patient emergency fund and breast health initiatives, helping individuals undergoing treatment with expenses such […]
Memorial Health Foundation fashion show raises over $142K
The Memorial Health Foundation 21st annual Fashion Show, this year with a Masquerade Ball theme, drew a large crowd and raised more than $142,000, with proceeds supporting local cancer patients and related health initiatives. The annual fundraiser supports the foundation’s cancer patient emergency fund and breast health initiatives, helping individuals undergoing treatment with expenses such […]
Florida State freshman linebacker shining at spring practice
Florida State true freshman linebacker Karon Maycock has been putting on a show during spring practice.
Xbox Showcase Reportedly Coming Next Week, Metro 2039 May Be Revealed
NateTheHate provides an update on when players can expect the next Xbox Games Showcase. Supposedly, it's coming next week
Comedian Sebastian Maniscalco set for Turning Stone show
Comedian Sebastian Maniscalco will perform April 18, 2026, at Turning Stone Resort Casino in Verona as part of his national tour.
Oppo officially reveals Find X9 Ultra days before global launch
The Oppo Find X9 Ultra is an upcoming flagship smartphone set to launch globally on April 21. The company's official Weibo account has revealed the device's design ahead of launch, showcasing it in three color options.
Analysis: Rogers still has more to prove
Morgan Rogers is attracting a lot of attention and the growing expectation is he will leave Aston Villa in the summer. Villa will likely need to sell a star player, regardless of whether they qualify for the Champions League, and Rogers is their best asset - especially with Boubacar Kamara out injured. An impressive World Cup would also strengthen Villa's hand but the England forward needs to show more of a clinical nature throughout the pitch.
Winners of the 2026 Olivier Awards Celebrating Work on the London Stage
LONDON (AP) — The winners of the 2026 Olivier Awards handed out Sunday for achievement in London theater, opera and dance: New Musical: “Paddington The Musical” New Play: “Punch” New Entertainment or Comedy: “Oh, Mary!” Family Show: “The Boy at the Back of the Class” Revival: “All My Sons” Musical ...
Connections: Build My Future comes to Rogers - Talk Business & Politics
More than 2,000 students from Northwest Arkansas were expected to attend the fifth annual Build My Future NWA Construction Career Day and Industry Showcase from 8:30 a.m. to 2 p.m....
Man City must respect Arsenal in title showdown: Guardiola
Pep Guardiola insisted Manchester City must respect Arsenal when they face the Premier League leaders in a seismic title showdown next weekend."The respect I have for Arsenal, what they have done the last few years.
Early results in Hungary's election show opposition party leading and Prime Minister Orbán's trailing
Hungarians cast ballots Sunday in Europe's most consequential election this year, setting a record turnout in a vote that could unseat populist Prime Minister Viktor Orbán after 16 years in power.
It's music festival season. How to stay safe and healthy while enjoying the show
Music festival season is here, bringing outdoor fun, music and dancing | Talk 1370
It's music festival season. How to stay safe and healthy while enjoying the show
Music festival season is here, bringing outdoor fun, music and dancing | WWL
It's music festival season. How to stay safe and healthy while enjoying the show
Music festival season is here, bringing outdoor fun, music and dancing | KCBS All News 106.9FM and 740AM
Fallout from Eric Swalwell scandal grows as lawmakers eye House expulsion votes
The political crisis surrounding Democratic Rep. Eric Swalwell is rapidly escalating into a broader bipartisan showdown that could reshape the makeup of the House.
Virginia Business photographer wins Best in Show
Virginia Business won nine awards in the Virginia Press Association‘s 2025 News & Advertising Contest, including a Best in Show award for Specialty Photography to contributing photographer Norm Shafer, the state organization announced during its April 11 annual awards banquet held at The Virginian hotel in Lynchburg. Shafer won the VPA Best in Show award […]
GSK sees blockbuster potential in targeted cancer therapy after promising early data
British drugmaker GSK's experimental targeted cancer drug Mo-rez has blockbuster potential, its head of oncology research has told reporters, after early data showed the drug helped shrink tumors in patients with advanced, hard-to-treat cancers.
Park inequality in Southern California creates health risks, especially during the heat
Park-wise, the region has long been a land of haves and have nots. But a new study from researchers at UC Irvine and Chapman University shows that not all parks are created equal.
Charlie Crist's humanity laid bare by, wait for it, the Tampa Bay Times
Crist is shown as something he’s not often been accused of: entirely relatable.
Heartland Sports on The Breakfast Show 4/12
Heartland Sports on The Breakfast Show 4/12
‘Euphoria’ has outgrown itself, on screen and off
Everything was different when “Euphoria” premiered in 2019. Now, as the series makes its long-awaited return Sunday, the third and final season of the show is emerging into a drastically different world, both in terms of the story being told on screen and the generation of stars the show helped launch off screen.
'Efficient' Dodgers showing Rangers their pitching, hitting prowess
'Efficient' Dodgers showing Rangers their pitching, hitting prowess
Joe Gibbs shows family's importance in Victory Lane
Joe Gibbs stresses the importance of God and family before he's happily interrupted by his grandson, race winner Ty Gibbs, in Victory Lane.
FULL SHOW: Inside INdiana Business 4/12/26
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Early data promising on RI's evolving behavioral health model
Rhode Island's certified community behavioral health clinics are showing promising results, increasing access and improving outcomes, the author says.
Tencent Music Entertainment Group (NYSE:TME) Valuation Check As Options Volatility Climbs And Analyst Caution Grows
Recent trading in Tencent Music Entertainment Group (NYSE:TME) options has shown unusually high implied volatility. This points to expectations of sharp share price swings, while analyst sentiment on the stock and sector remains cautious. See our latest analysis for Tencent Music Entertainment Group. The latest share price of $9.36 sits against a 30 day share price return of 34.04% and a year to date share price return of 47.59%, while the 1 year total shareholder return of 21.48% contrasts...
Health Secretary Wes Streeting to face questions on Sunday with Laura Kuenssberg
This week, Victoria Derbyshire is stepping in for Laura Kuenssberg. Tory MP James Cartlidge and Liberal Democrats leader Ed Davey will also be on the show.
Young Republicans more skeptical of Iran war, dividing Trump base
Even within Trump’s GOP base, cracks are showing when it comes to the Iran conflict. Younger Republicans are much less likely to support the war.
Let’s all go to the science fair
“While participation was down this year, I believe the changes in the judging and awards element allowed us to focus on the most important things which were the students and their projects,” said Sara Milner, pre-K through fifth grade curriculum supervisor for Duxbury Public Schools. “We wanted the event to be about showcasing the students’
Southern Illinois Earth Science Club hosts 56th annual Gem Mineral Fossil and Jewelry Show
Click here to view this video from wpsdlocal6.com.
10 minutes backstage with David Lee Roth at Coachella
INDIO, Calif. — David Lee Roth popped out at the Coachella Valley and Arts Festival on Friday to sing Van Halen's classic "Jump" with Teddy Swims. After the show, we
Scientists rethink DNA after discovering it can be built from scratch in a process they call 'doodling'
Scientists show DNA polymerases can build long, patterned DNA without a template called "doodling," opening new paths for synthetic biology.
Black doulas work to bridge health disparities for Black mothers
Saturday marked Global Black Doula Day and the start of Black Maternal Health Week. Pregnant and postpartum parents gathered on the West Side for a community baby shower.
Seniors: Carol Watson, 72
Owner of Carol Watson Greenhouse and Landscaping in LaFayette enjoys her growing business — still puts in six-, seven-day weeks By Mary Beth Roach Carol Watson, the owner of Carol Watson Greenhouse and Landscaping, has been in gardens since she could walk. Literally. She said she learned to walk in her grandfather’s garden, which was next door to her current home and business in LaFayette. Today, at 72, she is running the business that her mother, Claire, opened in 1981 as Watson Greenhouse. Watson worked part-time for her mom until 1990, when she joined her full time. While she may not have had any formal horticultural experience, she said she learned so much about growing and raising plants from her mom, who had an abundance of energy and talent. Now, after 35 years in the business full time, Watson has no plans to retire, although she joked that she’d like a couple of days off a week. On her seven-acre site, complete with four greenhouses, Watson said her favorite parts of the job are working with and educating her customers; helping some of her young customers build terrariums; conducting occasional class field trips; and supporting local art by decorating the shop with an eclectic mix of pottery from at least four area craftspeople. A one-time employee of the former Dey Bros. department store in Syracuse, Watson said she loves merchandising and enjoys displaying unique pieces of art on shelves and even suspending from ceilings. “We’re creative. We also had top quality plants. We got a reputation of quality plants and unusual products,” she said. It’s tending to her customers and her plants, showcasing the unusual products, and hosting special events to benefit the community that keep her motivated to work six to seven days a week. “I just love it. I love taking care of the plants. I’m one of the few people that really enjoys watering,” she said. And while she has cultivated a solid customer base over the years, she remains savvy in her marketing efforts to draw in new customers. For example, she does a gardening segment on CNY Central television; her active Facebook page has thousands of followers; and she hosts a number of unique events and classes that not only introduce her shop to potential new clients, but some benefit nonprofits as well. About 13 years ago, when the local symphony orchestra was struggling, she said she wanted to help. So, partnering with the group, she began offering concerts, called Soirees, featuring the Syracuse Orchestra’s string quartet. Following up on a suggestion from a customer whose brother is a deejay in retirement, specializing in sock hops, she hosted the greenhouse’s first sock hop. Plants got moved back toward the walls to make room for dancing; a caterer was brought in, offering diner-like food; guests came in period outfits; and proceeds went to the Food Bank of CNY. She is excited about doing it again in October. Via her website, she promotes the greenhouse as an “oasis in the snow,” offering visitors the opportunity to pick up some decorating and gift ideas while taking in the floral and citrus scents. And she also caters to her four-legged friends. Over this past winter, she said, she came up with a “brilliant idea,” although at the time she didn’t appreciate just how brilliant it would become. Feeling it too cold outside to take her dog for a walk, she opted to bring it into the greenhouse. And before long, she was inviting people to bring their dogs into the big greenhouse as well. She looks forward to extending that invitation again this upcoming winter season. For Watson and her customers, the greenhouse is always in season.
Tribute show to feature Beatles, Stones
Beatles vs. Stones tribute show will take the stage April 16 at the Capitol Arts Complex in Rome with music from both iconic bands.
Takeaways From the First Big Gathering of Potential 2028 Democratic Candidates
The National Action Network convention showcased similarities and some differences in a wide open field of possible contenders.
Sun ’n Fun returns, boosting local businesses and adding shuttle service
The vice president of the Aerospace Center for Excellence says the airshow generates more than $60 million for Central Florida.
Android has a Secret Update Menu You Likely Didn’t Know About
Keeping your Android phone up-to-date should be a straight-forward task. You have updates for apps in the Google Play store and system updates that show up at some point in most... #Apps #Google
Entertainment venues keep packing Fresno-area calendar. 10 (more) shows to watch
Among a slew of announcements, Broadway in Fresno put out its next lineup: We’re getting the Neil Diamond musical and a return of “Jersey Boys.”
Entertainment venues keep packing Fresno-area calendar. 10 (more) shows to watch
Among a slew of announcements, Broadway in Fresno put out its next lineup: We’re getting the Neil Diamond musical and a return of “Jersey Boys.”
Coaching search shows UNC Basketball still an elite job
The extraordinary events around the search Hubert Davis’ replacement reveal just how unique the UNC job is.
New to The Street to Broadcast on Fox Business on Monday, April 13, Featuring Virtuix Holdings...
The show will air as sponsored programming nationwide at 10:30 PM PST on Fox Business Network
New to The Street to Broadcast on Fox Business on Monday, April 13, Featuring Virtuix Holdings...
The show will air as sponsored programming nationwide at 10:30 PM PST on Fox Business Network
New to The Street to Broadcast on Fox Business on Monday, April 13, Featuring Virtuix Holdings...
The show will air as sponsored programming nationwide at 10:30 PM PST on Fox Business Network
Scientists Baffled by Bizarre “Living Fossil” From 275 Million Years Ago
Tanyka amnicola is a newly identified ancient tetrapod known from unusual twisted jawbones adapted for grinding plants. This rare herbivorous “living fossil” helps scientists better understand early evolution and ecosystems in Gondwana. In a dry riverbed in Brazil, deep within a forest near the A
Boom Ball blends baseball, high-energy entertainment for night of family fun in Birmingham
The touring baseball show announced Friday that they’re brining their one-of-a-kind family entertainment to Regions Field.
“AI polls” are fake polls
A few weeks after Donald Trump’s second presidential win, I took the train up from London (where I was living at the time) to Oxford to attend a conference on polls and forecasts of the 2024 election. Most of the attendees were pollsters or academics, but I also watched presentations from Aaru and Electric Twin, two companies that do what is interchangeably called synthetic sampling, silicon sampling, or synthetic audiences. Stripped of startup jargon, that means they use large language models (LLMs) to simulate responses to public opinion polls by having AI agents take on the role of survey respondents. I had already heard of Aaru thanks to some articles with eye-catching headlines like “No people, no problem: AI chatbots predict elections better than humans” in the months leading up to Election Day. The founders were making some big, some might even say far-fetched claims, such as: “within two years, we will simulate the entire globe — from the way crops are grown in Ukraine to how that impacts production of oil in Iraq, trade through the strait of Malacca, and elections for the mayor of Baltimore.” When Semafor asked Aaru’s cofounders — Cameron Fink and Ned Koh — about my boss, they said “we respect all those who came before us.” Nate (as he so often does) shared his thoughts on Twitter: Fink and Koh were relatively good-natured about this back-and-forth when we spoke at Oxford. They even offered to mail me one of the t-shirts featuring Nate’s quote they apparently had made. I never took them up on the offer, which I now somewhat regret. These synthetic sampling companies fell off my radar for a while, but they do still exist. In fact, Aaru recently received a $1 billion valuation. Is what they’re doing anywhere close to the most important frontier in AI development? Not by a longshot, especially when Anthropic just developed a model so adept at exploiting software vulnerabilities that it’s only being released to 40 companies. Still, silicon sampling is increasingly finding its way into public polling. Axios reported in March that “a majority of people trust their own doctors and nurses” based on findings from Aaru — without mentioning that the “people” in that sentence were actually LLMs. Around the same time, the Public Sentiment Institute “boosted” their online sample of 373 real survey respondents with 114 AI agents.1 (Spoiler alert: even the co-founder of Electric Twin doesn’t think that’s a particularly defensible approach.) Polling companies like Qualtrics and Ipsos are also developing synthetic data panels. So, what should we make of these … “polls”? Let’s get one thing out of the way: whatever they are, they’re not polls in the way that term is usually defined. Subscribe You can’t replace polls with AI On one hand, using LLMs to essentially make up fake survey respondents sort of sounds like the dumbest idea ever, one that will at best imperfectly replicate real polls while introducing all sorts of biases. On the other hand, with LLMs improving at a remarkable, perhaps even alarming rate, maybe that means I’m a dinosaur at the ripe old age of 24 because I still want to rely on polls that talk to actual people. I’m not going to argue that synthetic samples are completely useless. In fact, as I’ll return to later, there is evidence that some techniques can replicate topline survey results quickly and cheaply. But the marketing from certain companies can be slightly optimistic. “No traditional poll will exist by the time the next general election occurs,” said Fink in 2024. We’re just 206 days away from the midterms, and based on the fact that I still have to collect a bunch of polls every day, I’d say he should have run that prediction by a sample of AI agents before the interview.2 To see why synthetic samples can’t replace polls, here’s a quick primer on how they work. The simplest version of these models involves taking a LLM (like ChatGPT or Claude), giving it a demographic profile (e.g., a white, college-educated woman who lives in Utah and makes $70k a year), and then asking it to respond to a survey question. You repeat that process a few thousand times using different demographic profiles and end up with a sample of synthetic survey responses. The actual models used by private companies are more sophisticated than this, usually because they incorporate more hypothesized demographic characteristics for each agent and provide them with extra information. Aaru, for example, feeds agents a diet of news and information they’d be likely to consume, while Electric Twin incorporates their customers’ proprietary data about the audience they’re trying to replicate. The way Ben Warner, the co-founder of Electric Twin, explained it to me was “we have a large amount of data on […] for instance, 5,000 people. Can we make an accurate prediction of how they would respond to another question?” Still, it should be obvious why synthetic samples can’t replace polls. Polling is fundamentally a data collection process. We might use surveys to make predictions by feeding them into election forecasts, but the main purpose of a poll isn’t prediction, it’s gathering new data about what people think and how they feel. Silicon sampling, on the other hand, produces no new data. It’s simply a model: you input LLM training data, demographic prompts, and a bunch of other information, and it spits out a prediction for what a poll would say. We love models here, but models aren’t polls. That difference is an important philosophical sticking point for most pollsters I talk to. “I think politics should stay away from [synthetic sampling], because we’re trying to […] represent the voice of the people,” said Natalie Jackson, a vice president at GQR Insights. Democratic pollster John Hagner told me: “I think I’m just incredibly skeptical of this idea. I don’t think it’s research. At that point, you’re asking the machine to tell you what you already believe.” Hagner has seen some presentations of early synthetic sampling experiments, but so far, “if it’s being used in a campaign, people are keeping it incredibly quiet.”3 But Eli, I hear you saying, aren’t polls themselves increasingly governed by modeling decisions? Indeed they are: pollsters’ choices on which sampling method to use, how to define their likely voter models, and how to weight their samples can and do lead to dramatic differences in the results they publish. Aaru even referenced these limitations in the methodology statement included with that maternal mortality “poll” — although I’m using the term “methodology statement” loosely here, because it doesn’t really explain how the model works at all. We can ignore the (frankly preposterous) implication that synthetic sampling isn’t subject to a separate set of biases. The important point is that there’s still a meaningful difference between using weighting and other statistical techniques on actual polling data and using a model to predict what a poll would say. The latter is far closer to election forecasts or techniques like MRP — potentially useful models, but not a replacement for polls.4 To be fair, other synthetic sampling companies are perfectly happy with the distinction between polls and models. Warner compared polling and synthetic sampling to different tools in a toolbox. “The mistake I think we make is we think that these new tools should either work in exactly the same way or somehow replace these old tools,” he said. “Rather than thinking of it as, okay, so we’ve always had the hammer, we’ve always had the screwdriver, now we’ve got a saw. But don’t use a saw to try [to] do the job of a hammer.” A quick comment from Nate Eli didn’t ask me for a comment — rather rude of him, don’t you think? But since I’m editing this story, I figured I’d add a few quick thoughts rather than putting words in his mouth. Beyond the frequently misleading marketing, what bothers me about the AI “poll” hype is that as AI tools make statistical inference cheaper and/or better (note that these are not synonyms) that actually increases the comparative value of collecting original data. You might be able to train a model to make a reasonable estimate of what some hard-to-reach poll respondent would say — say, a young Black man who voted for Trump. (Such a person checks a number of boxes for a voter who is usually hard to reach in surveys.) Indeed, this is closely related to what models like the Silver Bulletin forecast already do. They essentially smooth out the kinks in noisy survey data by making inferences based on past voting patterns or national polls or surveys of other states. But you don’t actually know what these voters think unless you’re reaching them directly. If there’s a shift in opinion among this subgroup, you’re not going to detect it. So if I were running a campaign, I’d invest more in going the extra mile to find a representative sample of those voters. And then I’d hire some smart quants — or Claude? — to figure out the implications for campaign strategy based on proprietary data that my competitors didn’t have access to. -Nate Silver Are these models any good? If synthetic surveys are just a new type of model, the next obvious question is whether the models are at least accurate. The answer very much depends on who you ask. On one end of the spectrum, you have the maximalist argument that synthetic sampling is more accurate than actual polls. “It’s an incredibly challenging problem to go to someone and say ‘hey, we’re going to be more accurate at predicting human behavior than you, even when you talk to your customers directly’,” Koh recently told CNBC. In his view, synthetic sampling isn’t a saw to polling’s hammer, it’s “magic.” There’s certainly evidence that synthetic samples can replicate certain survey toplines. But if Aaru does have any examples of their approach outperforming the polls, they’re keeping those to themselves.5 Aaru’s 2024 election model, for example, had Kamala Harris leading in Michigan, Nevada, Pennsylvania, and Wisconsin on November 4th. And although they’ve since taken down their forecast page, they gave Harris a 50.5 percent chance of winning the race on November 2nd.6 After the election, Fink told Semafor he was happy enough with those results because they were “within margin of error,” a term that is completely meaningless when applied to a “sample” of AI agents. And of course, Aaru says their models have improved since 2024, so supposedly now they’d be more accurate than the polls? Still, their stronger argument is on cost: “We are significantly faster and cheaper than traditional polling, and still more accurate,” said Fink. The first two claims are undeniably true, but the third brings us to the opposite end of the spectrum. Both Jackson and Hagner are skeptical that these models are reliable for anything beyond replicating common survey toplines. “I just […] don’t think the machines are what we want when we’re looking for nuanced views. My example on this is people in Arizona and Nevada in 2024 who voted for Trump and voted for expanding abortion in their states on ballot initiatives,” said Jackson. Hagner identified another issue. Maybe the synthetic respondents, like sycophantic LLMs, are inhuman in one important way: they’re too nice. “The reports that have come through at the meetings that I’ve been at are that the early experiments on this, they cannot get respondents to be as racist or sexist or, frankly, as negative as human respondents,” he said. Academic research mostly agrees on this point. While there are some papers that show promising results when using LLMs to replicate polling data, most show that LLMs suffer from various quirks like producing too few “don’t know” responses and can seriously overpredict the favorability of politicians like Donald Trump and Kamala Harris. They also seem to struggle with too little variation between demographic subgroups, so the difference in predicted opinion between Democrats and Republicans, for example, is too small. When I asked Warner about these studies, his response to these papers was that just because academics can’t get synthetic sampling to work doesn’t mean that the technique doesn’t work in general. “Actually, the argument is, okay, yours does not [work]. That does not mean […] for this complex set of machinery, which uses a lot of investment, a lot of time, a lot of money, you can’t get it to work.” Cards on the table, I’m somewhat sympathetic to this argument because academics aren’t exactly great at making election forecasts. Usually, the people with skin in the game are the most accurate. Warner’s argument is that the approach Electric Twin takes — which includes, for example, making multiple predictions for each synthetic respondent using different models and prompts and subsequently averaging those to get a final prediction in a sort of ensemble forecast — produces better results than the simpler academic models. Warner shared a comparison between his method and the method from a recent academic paper with me, and Electric Twin was indeed able to get more accurate replication. But even still, he acknowledged that synthetic sampling “is not a crystal ball.” “If you asked me, do I think using other data sources will be more accurate than asking somebody who they will vote for, I would probably say no. But if you asked me ‘would your system be useful for our turnout modeling today?’ I would say yes.” For better or worse, it looks like the method is already getting more popular in the market research world. Most of the clients Aaru touts these days are businesses like EY and McDonald’s. And AI will probably begin to pop up in other parts of the political polling process. Pollsters are already using it to code open-ended survey responses, and some firms, like YouGov, are testing using LLMs to ask survey respondents questions. More worryingly, one danger to actual polls is that AI agents can be used to infiltrate online surveys. Most online polls use various checks to prevent that from happening, but there’s conflicting evidence on how effective those filters are and how prevalent AI agents currently are in online panels. If those agents ever become impossible to detect, it might spell the end of online polling, but the solution isn’t to replace all of your respondents with ChatGPT. Silver Bulletin is a reader-supported publication. To receive new posts and support our work, consider becoming a subscriber. Subscribe 1 That particular poll obviously doesn’t meet Silver Bulletin standards for aggregation. But we exclude all Public Sentiment Institute polls from our averages because we classify them as an amateur polling firm. 2 You could argue that Fink meant the next presidential election, but (a) I’m also confident we’ll still have real polls in 2028 and (b) in that case he should have asked an LLM to define “general election.” 3 Quick caveat: that’s reporting from a Democratic pollster. It’s possible that Republicans are more willing to use AI in political campaigns. 4 Indeed, Silver Bulletin does not include “polls” produced by MRP in our forecasts or averages, and we think it’s extremely misleading when their practitioners describe them in a way that suggests original data had been collected among a large number of states or Congressional districts. 5 A recent report from Aaru and EY did show two examples of a synthetic estimate being closer than a survey to a real-world benchmark — but I’d take those findings with a grain of salt because the report reads more like an ad and didn’t involve any sort of prediction being made ahead of time. 6 For comparison, our odds for Harris on the same day were 48.2 percent.
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In praise of popular science
As a kid, I was enthusiastically and unreservedly in favor of a manned space program. Our destiny lay in the stars, I figured. Get people out there. We need Star Trek here and now. As I got older, I became rather disenchanted with the idea. Humans are expensive, fragile, and inefficient as space cargo. We could flood the solar system with 100 robotic probes for the price of any single manned mission and get back just as useful data. Besides, it turns out space travel is dangerous. Tusk is a reader-supported publication. To support this work, please become a paid subscriber. Subscribe When it came to the recent Artemis II mission, my cynical side didn’t really see the point. Flying around the Moon and back is literally something we did before I was born, and I once owned a Members Only jacket. Apollo 8 circled the Moon ten times and returned to Earth safely the same month that “Chitty Chitty Bang Bang” was released. What was the point of repeating a feat that far braver people once did with tin foil and slide rules? Yet I’ve surprised myself with how moving I’ve found the Artemis II mission to be. The photos have been stunning. The crew has been professional and engaging. There have been modest but important milestones — the farthest humans have travelled from Earth; the first woman, person of color, and non-American to leave low-Earth orbit; innovations in communication, and more. One thing that really stood out is that this is really NASA at its finest. Not that this is the most important mission they ever pulled off, but they did this in a competent way that celebrated the achievements and kept the crew and the science at the forefront of the project. This wasn’t some billionaire throwing celebrities or cars into orbit as a vanity project — this was a collective effort to send experts in to do a job and come home safely. We don’t see that sort of thing much these days. I’m guessing few people would describe many government agencies as inspiring, but this one counts for me. We’re living through a profoundly anti-science era, in which pathbreaking, lifesaving discoveries like mRNA vaccines are routinely downplayed or even vilified. As I’ve noted previously, this era is something like that of the Red Scare in the 1940s and 50s, in which “egghead” professors were portrayed as out of touch or even hostile to regular Americans. One of the things that helped break that spell was Sputnik — the Soviet communications satellite that demonstrated that the United States was falling behind in crucial scientific research and applications. Its launch triggered a new appreciation for American science and goaded the federal government into supporting research universities and labs. I’m not saying that Artemis is the equivalent of Sputnik, but it potentially reminds people that there’s some value to scientific endeavors and the human faces attached to them. Despite my love for the show “For All Mankind,” I’m far from convinced that there’s any real value to putting colonies on the Moon or Mars that would justify the capital investment and the massive health risks to the astronauts. But sending scientific good will ambassadors on a trip into space once in a while? Bring it. Share
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