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UCF Receives $50 Million Gift to Establish the Barry S. Miller College of Business
The largest gift in university history positions UCF to lead the future of technology-driven business education.
Every Gift Counts: UT Health Sciences Giving Day Returns April 21
“Travis was bigger than life but loved by all.” For Jeff Adams, MD, that memory of his late classmate Travis Brannon, MD, still captures what made the College of Medicine’s Class of 1986 so close.
Trump recalls how Ginsburg’s death affected the Supreme Court as he discusses whether Alito should retire
President Donald Trump complimented Supreme Court Justice Samuel Alito but when asked about him stepping down while Republicans are in control, he pointed to how Justice Ruth Bader Ginsburg’s death shifted the court.
AAAS Mass Media Science & Engineering Fellowship welcomes 2026 fellows | American Association for the Advancement of Science (AAAS)
Fifteen early career scientists — spanning research areas from medical artificial intelligence to exoplanets to bug science — will join newsrooms around the country and in Puerto Rico this summer to contribute their skills towards increased public understanding of science and technology.
Windows 11 Speeds Up Storage, Lifts 32GB FAT32 Limit After 3 Decades
This should help storage management feel faster and more user-friendly.
See Microsoft's rise from garage idea to tech giant in 50 years
Fifty years after Bill Gates and Paul Allen gambled on a piece of software, Microsoft has become something bigger than a brand. It runs business, lives.
Inside Saks Fifth Avenue’s last days of business in New Orleans: ‘Sad to see it go’
After decades as an anchor tenant and supplier of luxury goods at Canal Place, here’s what it was like inside the store during its final days in business.
How Ardent Health (ARDT) Narrative Is Shifting As Valuation Resets And Operations Steady
Ardent Health is back in focus after analysts trimmed their fair value estimate from $12.73 to $12.44, a small reset that still reflects largely unchanged assumptions on the core business. The shift comes alongside Street commentary that balances slightly lower targets with improving Q4 execution, steadier payer denials, solid patient volumes, and views that the current share price may look undemanding to some. Read on to see how to track these evolving signals and what they could mean for...
Jarren Duran explains obscene gesture after fan’s mental health heckle
The incident occurred in the fifth inning of the Sox’ 6-0 loss to the Twins.
UW Football Spring Preview: Running Backs
Who’s Gone Jonah Coleman has been the keystone of the UW running back room for the last two seasons. While nagging injuries prevented him from consistently hitting fifth gear, he still rushed for 1811 yards (5.2 yards per carry) and 25 TDs over his two years in Seattle. He also proved himself an adept pass-catcher, […]
Virginia Tech lands a commitment from DL Xavier Perkins
Xavier Perkins trusted the feeling — and it led him to Blacksburg. The versatile defensive lineman out of Durham (N.C.) Jordan has committed to Virginia Tech, giving the Hokies a key piece in the trenches after a spring filled with visits and momentum shifts. “It came down to that feeling, and I felt it the […]
Swalwell and Gonzales resign from Congress under threat of expulsion
Reps. Eric Swalwell and Tony Gonzales resigned from Congress Tuesday, moments before their House colleagues were prepared to set in motion their swift removal.
Businesses shift to lower-regulation states as costs mount
Outer Realm CEO Dhara Patel relocated from New York to Florida, citing heavy compliance costs and tax savings as key factors in her business move.
Beyond the Algorithm: The business of fun
Depending on the setting, Chris Davenport might describe his career in a number of ways, but if he had to distill it into a single phrase, he would probably say: professional risk manager. Over decades in the mountains...
American Music Awards 2026: Taylor Swift Leads Nominations With 8
Find out how you can vote.
I'm 87 and lift weights, do yoga, and cycle weekly
Peter Brenner, 87, says cycling, yoga, weights, and a simple diet have helped him stay fit after a childhood marked by war, loss, and hardship.
Welcome to Half Moon Grey
At Rivian, our paint palette has always been an extension of the places we explore, from the deep woods of Forest Green to the vibrant sunset warmth of Red Canyon. Half Moon Grey is the newest color in our lineup, carrying a similar depth to El Cap Granite that it replaces, while introducing more warmth and a finer metallic that is a more natural expression of grey. It is subtle in tone and designed to shift with its surroundings. But this is more than just another shade of grey; it’s a masterclass in color science and organic inspiration.
Cox Science Center and Aquarium Announces the Judy and Leonard Lauder Hall of Science
/PRNewswire/ -- The Cox Science Center and Aquarium (CSCA) announced a $10 million gift from longtime Palm Beach residents and philanthropists Judy and the...
VA announces intent to reorganize the Veterans Health Administration
The Department of Veterans Affairs is restructuring the Veterans Health Administration (VHA) to eliminate administrative hurdles and grant local hospital directors greater autonomy, the VA said in an announcement on Dec. 15, 2025. The shift aims to modernize the system, ensuring veterans receive consistent, high-quality care regardless of the VA facility they visit. The VA said this isn’t a reduction in force or an attempt to reduce VHA staffing levels. The department said the goal is to improve veteran health outcomes and ensure policies are applied consistently throughout all facilities. As part of the reorganization, the VHA Central Office will have responsibility for setting policy goals and conducting financial management, oversight and compliance, and operation centers and Veterans Integrated Service Networks (VISNs) will take policy direction from the VHA Central Office to develop operational, quality and performance standards. The changes aim to provide clearer guidance for delivering health care throughout the VA. For DAV’s statement on VHA reorganization, scan the code or visit qrs.ly/q9h7shd. For DAV’s statement on VHA reorganization, visit dav.org/learn-more/news/2025/dav-statement-on-vha-reorganization/.
Major gift promises to accelerate Princeton University’s leadership in quantum science
The gift from Andy Florance ’86 and Heather Florance will support the Princeton Quantum Initiative and will accelerate the next generation of quantum science research and discovery at the University.
New Rules Hinder Foreign Firms From Moving Supply Chains From China
Multinationals in China are concerned that the regulations could allow authorities to penalize companies and executives for shifting supply chains away from the country.
Scientists Discover Bizarre Crocodile Relative That Walked on Two Legs
A strange crocodile relative that may have shifted from four legs to two is shedding light on convergent evolution and the hidden diversity of Triassic ecosystems.
Animal Crossing: New Horizons 3.0.2 update out now, special gift available
Animal Crossing: New Horizons just released a version 3.0.2 update, and it includes a special item to celebrate the series' 25th anniversary.
Scientists finally know where the Colorado River’s missing water is going
For years, water managers have been puzzled as the Colorado River kept delivering less water than expected—even when snowpack levels looked promising. New research reveals the missing piece: spring rain, or rather, the lack of it. Warmer, drier springs mean plants are soaking up more snowmelt before it can reach rivers, fueled by sunny skies that boost growth and evaporation. In fact, this shift explains nearly 70% of the shortfall, tying the mystery directly to the long-running Millennium drought.
Swalwell out, new poll could alter April 22 debate lineup
The field for the upcoming Inside California Politics gubernatorial debate is likely to shift following the sudden exit of Rep. Eric Swalwell, who dropped out of the race over the weekend amid alle…
Rep. Eric Swalwell of California says he will resign from Congress after sexual assault allegations
The decision caps a swift political fall for the seven-term lawmaker, who had been seen as a frontrunner in California’s gubernatorial race.
ESPN's Dick Vitale announces he's been diagnosed with cancer for a fifth time
"I'm four for four and I'm fully confident I'm going to make it five for five."
Snowmass Mountain reopened for National Disabled Veterans Winter Sports Clinic
Participants of the 40th annual National Disabled Veteran Winter Sports Clinic were able to experience Snowmass last week despite the mountain having closed early for the season Sunday, April 5.
Swimming becomes the first major Olympic sport to lift restrictions on Russian athletes
The governing body for international swimming and aquatic sports will allow athletes from Russia to compete without restrictions and with their national flag and anthem.
Cook Political Report shifts four Senate races toward Democrats
The Cook Political Report shifted four Senate races to the left on Monday but noted that the GOP is still favored to maintain its majority in the upper chamber this November. “With an increasingly…
Get on ‘board’ with Aspen’s newest charcuterie board business
Borde + Kurv offers handmade boards, along with baskets, spanning everything from brunch to charcuterie to dessert — with thoughtfully sourced and mostly local produce evoking European flavor and tradition.
Poll: Democrats gaining ground, key races tighten in Florida as Donald Trump drags GOP
Independent voters are breaking sharply toward Democrats, a shift pollsters say could reshape Florida’s political map after years of Republican dominance.
Sperm quality is at its peak in the summer, study finds
Seasonal shifts in behavior — not temperature — may subtly influence sperm motility. Whether this variation in sperm quality influences fertility remains to be seen.
How Orban Lost His Touch, and Hungary’s Election
The election defeat for Prime Minister Viktor Orban is less the result of an ideological shift in Hungary, and more the playing out of a fundamental rule of politics.
How to spot and help someone in a mental health crisis
Experts wish more people spotted the signs earlier: feeling overwhelmed, not feeling “like yourself,” shifts in sleep, behavior and mood.
College football best- and worst-case scenarios for every team in the top 25 ahead of 2026
Sifting through rosters and schedules to determine the ceiling and floor for 2026 contenders
NYC Mayor Mamdani touts ‘pothole politics’ wins in first 100 days in shift of focus from campaign
Mayor Zohran Mamdani touted his administration’s early wins at a campaign style rally in Queens Sunday to mark his first 100 days in office.
Fifteen bucks a signature: the crisis of money in US politics is growing
The fight over California’s billionaire tax is just the latest symptom of a crisis that has escalated since 2010
Tractor-trailer careens into building in Clifton, NJ
The big rig driver careened into Limo Ride, a business along Kensington Avenue and Route 3, just before 2:30 a.m.
Lauder gift of $10M to aid science center's expansion in W. Palm Beach
A $10 million gift in the name of the late cosmetics billionaire Leonard Lauder and his widow, Judy, will help expand a West Palm Beach science center.
New law may delay Knoxville elections a year. What do candidates think?
A bill in the Tennessee legislature would force some officeholders to stay in office a fifth year and others to wait their turn.
‘We Are Growing’: Fresh Designs Lift Raymond Weil
Elie Bernheim, the chief executive of Raymond Weil, has confidence in his “accessible luxury” business model.
Cyberattacks, Tariffs, Geopolitics Loom Over Business Executives
Geopolitical uncertainty, rapid policy shifts, and mounting security risks are ratcheting up the threats facing US companies.
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
Ska Brewing sale breathes new life into 30-year-old business
Ska Brewing Co. in Durango has survived more than 30 years of shifting economic landscapes, a pandemic, a multiyear decline for craft breweries on the whole and a recent change of ownership after deca...
Trump’s strait blockade risks another serious blow to the global economy
The failure of US-Iran peace talks leaves President Donald Trump with a set of unattractive options that are unlikely to hand him a decisive or swift victory.
AVAC: Abrupt shutdown of US global health supply chain raises risks for HIV, TB and malaria programs
Two hundred and fifty civil society organizations signed on to a letter to the US Secretary of State calling for immediate reversal of this decision.
End of the Orban Era: The Party Is Just Starting for Hungarians
In the end, the biggest surprise wasn’t just how resoundingly Viktor Orban was ejected from power but how swiftly the Hungarian prime minister conceded the termination of his 16-year reign.
How Golden Entertainment (GDEN) Narratives Are Shifting As Analysts Recut Targets And Takeover Nears
Golden Entertainment’s fair value estimate has been nudged from US$30.50 to US$30.00 per share, a small adjustment that still keeps the story focused around a US$30 mark. Some analysts view this US$0.50 trim as an incremental shift that reflects updated valuation inputs rather than a major change in the underlying outlook, while more cautious voices see it as a signal of reduced conviction at recent prices. As you read on, you will see how this updated target fits into the evolving analyst...
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....
CVS Health Corporation (CVS): Legal Clarity and Core Strengths Support the Bull Case
CVS Health Corporation (NYSE:CVS) is one of the undervalued large cap stocks to buy. On March 25, UBS analyst Kevin Caliendo reiterated a Buy rating and $97 price target on CVS Health Corporation (NYSE:CVS). Caliendo said that CVS’s proposed settlement with the Federal Trade Commission (FTC) over insulin pricing could lift a major cloud that […]
Health expert explains link between women's hormones, stress
Functional medicine practitioner Jennifer Gularson highlights how physiological shifts like menopause can trigger significant stress and hormone imbalances.
North Tahoe Chamber selects Cory Hunt as its new Business Development Manager
KINGS BEACH, Calif. – The North Tahoe Chamber announced that Cory Hunt has been hired as its new Business Development Manager. Responsible for cultivating opportunities for new and emerging businesses in North Tahoe, Hunt will...
Health expert explains link between women's hormones, stress - and what to do about it
In honor of National Stress Awareness Month, health experts are drawing attention to the internal physiological shifts that contribute to rising stress levels in women, specifically menopause and perimenopause.
Hearing aids can seem like a big step. This NYC Ballet principal dancer doesn't regret taking it.
According to the National Institutes of Health, less than a fifth of American adults aged 20 to 69 who could benefit from wearing hearing aids have ever used them.
2026 Greenville Heart Walk shines spotlight on survivors and heart health
The Heart Walk will be holding their first walk in Spartanburg County on Friday, April 17, at Fifth Third Park.
Galaxy Z Roll 5G: Samsung’s Motorized Display Solves the Foldable Crease
Samsung Galaxy Z Roll 5G leak cites 100W wired charging with an 8,000 mAh battery, shifting past Samsung charging limits.
Politics: Iowa gubernatorial race shifts to 'toss-up'
The nonpartisan political prediction source Cook Political Report has classified Iowa’s 2026 gubernatorial race as a “toss-up” ahead of this November’s midterms.
Michigan’s strong third inning helps secure win over MSU
EAST LANSING, Mich. (WLNS) – Michigan State’s late comeback fell short against rival Michigan, as the Wolverines came away with the 6-4 win. The win on Saturday was the Wolverines’ fifth straight. Nick Williams hit an RBI single to right field in the second inning, allowing Ryan McKay to score and give MSU an early 1-0 […]
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’
How The Narrative Is Shifting For Flutter Entertainment (FLUT) After Guidance Reset And Target Cuts
Flutter Entertainment’s fair value estimate has been reduced from US$207.44 to US$197.35, lowering the modeled upside by about 4.9%. That change aligns with more cautious research following weaker Q4 results and lower 2026 guidance. At the same time, analysts continue to discuss long term execution and valuation questions from both bullish and bearish perspectives. Read on to see how these revised targets fit into the evolving story and what to watch as new data emerges. Stay updated as the...
Denver defeats Wisconsin to win 11th Frozen Four title
A late goal from Kyle Chyzowski lifted the Pioneers over the Badgers in the NCAA men's hockey championship.
Bridging Oral Health and Integrated Care: A Scientometric Study of Integrated Care for Older People (ICOPE) and Removable Prosthodontics in Older Adults
Population aging has shifted healthcare priorities from disease-centered models towards functional ability and quality of life. The WHO Integrated Care for Older People (ICOPE) framework operati...
Late-Inning Pushes Lift Shenandoah Past Lynchburg in Doubleheader Sweep
The University of Lynchburg softball team dropped both ends of an ODAC doubleheader against Shenandoah on Friday at Moon Field, falling 11-7 in game one and 6-5 in game two.
Get on ‘board’ with Aspen’s charcuterie board business
Borde + Kurv offers handmade boards, along with baskets, spanning everything from brunch to charcuterie to dessert — with thoughtfully sourced and mostly local produce evoking European flavor and tradition.
Small business marketplace opens up in Warren
Helping bring communities that are drifting apart back together. That was the push behind the launch of Hands and Heart United’s spring market Saturday afternoon.
Nearly 100 Colorado businesses have left or scaled back operations since 2019, report finds
A new report from the Colorado Chamber Foundation suggests the state’s weakening competitiveness is driving businesses out of state. Companies are blaming factors like increasing regulations and cost of living for why they’re choosing to...
April 16 Vallejo-Vacaville Arts/Entertainment Source: Activities
April 16: The Drifting Cowboys, 6:30 p.m., Empress Marquee Club, 324 Virginia St., Vallejo. April 17: Rise Vallejo Ribbon Cutting Ceremony and Family Carnival, 11 a.m., Rise Vallejo Early Learning Center, 1450 Coronel Ave.,…
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.
State floats major mental health funding shift that could jeopardize North Bay mobile crisis teams
The proposed shift would shoulder counties with as much as $130 million annually to sustain the programs. For many, it would open a gap they can’t fill.
Randolph Elementary holds annual Science Fair
Here are the Science Fair's fifth grade winners. Pictured, from left to right, are Emma Wernimont, Hunter Bussian, Riley Irrthum, Emmett Endres, Jude Quinnell and Finley Garner. Submitted photo
“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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President Donald Trump's efforts to exit the war in Iran are causing tension within the Republican Party | 830 WCCO
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