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100 Points: Breaking Apart Bruins’ Win Over Devils
BOSTON – The Boston Bruins reached 100 points on Tuesday, and so did David Pastrnak, just in a different way. […] The post 100 Points: Breaking Apart Bruins’ Win Over Devils appeared first on Boston Hockey Now.
JJ Redick on Lakers' preparation for playoff series versus Rockets
Lakers coach JJ Redick knows that one area in particular will be a big key and concern in the team's playoff series versus the Rockets.
Patrick Kane Leaves Door Wide Open For Playing Next Season
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, […]
Inside Iowa Politics: How Republican pushes for change but continue GOP leadership
Zach Lahn, a Republican from Belle Plaine running for governor, is pushing for changes as he hopes to continue Republican leadership in the state.
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 […]
LIVE SCORE UPDATES & ANALYSIS: Arkansas baseball vs. UAPB
Follow along as the Razorbacks play the Golden Lions at Dickey-Stephens Park in North Little Rock.
Cinergy Entertainment Group Partners with Unique X for Full-Circuit Technology Upgrade
Unique X has confirmed a new collaboration with Cinergy Entertainment Group to deploy its cinema software solutions across Cinergy’s entire estate. Through this agreement, Cinergy will roll out RosettaBridge TMS to every site, complemented by the implementation of RosettaNet CMS and BaseKey KDM. Together, these solutions will form a cohesive, circuit-wide platform designed to unify […]
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.
Industry Insight: See How Your Business Compares With Pay and Benefits for Key Roles
The Scoop’s annual salary survey offers benchmarking data to aid with recruiting and retaining ag retail employees.
Congress returns to a packed health care agenda
The key health care issues we're watching as Congress returns from recess.
Balloons Over Bend Brings Family Fun, Night Glows & High-Flying Entertainment to Central Oregon
The REMAX Key Properties Balloons Over Bend is set to return July 24–26, 2026, bringing a weekend of hot air balloon launches, live entertainment, and community celebration to Central Oregon. This signature summer event will feature free sunrise balloon launches each morning, vibrant Night Glow celebrations, and activities for all ages. “Bend is more than a […]
Mikel Arteta wants to see ‘no fear’ and ‘pure fire’ from Arsenal’s players and fans
Arsenal could be without several key players for their Champions League second-leg tie against Sporting on Wednesday.
Here’s Why JDP Capital Management Exited Its Position in Caesars Entertainment (CZR)
JDP Capital Management, an investment management company, released its “Survivor & Thriver Fund” first-quarter 2026 investor letter. A copy of the letter can be downloaded here. In the first quarter, the fund declined 15.1% net to investors compared to the S&P 500’s -4.3% return. Concerns about AI destruction fears and consumer softness impacted market sentiment in […]
How YouTube is helping Americans learn about U.S. history, science and innovation
Watch the America 250 celebrations and NASA Artemis II mission through our expanded partnership with C-SPAN and official NASA livestreams. Find educational playlists on YouTube Kids and explore the history of space flight through an interactive hub designed for students and families.
GoPro goes bigger and pro-er with support for Micro Four Thirds lenses
Larger sensors, still pretty small cameras.
Hightower names Roberto Stewart as president and chief business officer
The veteran operating executive joins from Engle Martin and will lead Hightower One, the mega-RIA's back- and middle-office platform, just as the firm deepens its push in the Signature Wealth channel.
Scientists just recreated a rare cosmic reaction never seen before
A breakthrough experiment has shed new light on one of astrophysics’ biggest mysteries: the origin of rare proton-rich elements. For the first time, scientists directly measured a key reaction that creates selenium-74 using a rare isotope beam. The results sharpen models of how these elements form in supernova explosions, cutting uncertainty in half. But the findings also reveal gaps in current theories, hinting that the story isn’t complete yet.
Key players miss training before Sporting clash
Five of Arsenal's key players were missing from the open part of training before the Gunners quarter-final second-leg match against Sporting in the Champions League. Arsenal have a 1-0 advantage from the first leg but have a number of injury issues in the squad. Declan Rice, who played 90 minutes of Arsenal's 2-1 defeat to Bournemouth at the weekend, was not seen in the first 15 minutes of the training session that was open to the media.
Orbán’s Election Defeat Resonates in Washington, Tel Aviv
Vance praised Orbán’s 16-year tenure as “transformational,” portraying him as a key ally who challenged European Union policies.
Sparks surprisingly get Latson in 2026 WNBA draft
LOS ANGELES— The Los Angeles Sparks added versatility to their impressive roster by signing three key playmakers who are expected to make game-changing plays this upcoming season.
Prince Harry and Meghan arrive in Australia for a low-key, privately funded visit
Prince Harry and his wife Meghan have begun their first Australian visit since their official royal tour in 2018 | KYW Newsradio
Prince Harry and Meghan arrive in Australia for a low-key, privately funded visit
Prince Harry and his wife Meghan have begun their first Australian visit since their official royal tour in 2018 | 1010 WINS
Insurance moves: CRC Group and Liberty Mutual
They include new members of a specialty division and a new board member
Flyers are Playoff Bound After Shootout Win vs. Hurricanes
PHILADELPHIA – Both teams picked up a point on Monday as the Philadelphia Flyers (42-26-12) beat the Carolina Hurricanes (52-22-7) […] The post Flyers are Playoff Bound After Shootout Win vs. Hurricanes appeared first on Philly Hockey Now.
Dickey Arctic innovation fellow Matthew Druckenmiller named International Arctic Science Committee president
Druckenmiller will lead the intergovernmental science organization for the next four years.
iPhone Ultra to beat competing foldables in one key aspect to win over customers
Apple waited years to perfect this one aspect of the foldable iPhone. It now appears that it pretty much has.
BUILDERS OF MINNESOTA | Inside FairPlay Entertainment: How Matt Allen and Ryan Hayes Are Rebuilding Access, Dignity, and Creative Power in Minnesota
FairPlay Entertainment builds an affordable St. Paul studio expanding access, supporting diverse artists, and strengthening Minnesota’s music scene.
Tourism, sports, and entertainment are key to DC’s downtown comeback, investors say
Ted Leonsis and Mark Ein, investors in team franchises, told Semafor World Economy that the US capital could be revived by investing in sports venues.
Tourism, sports, and entertainment are key to DC’s downtown comeback, investors say
Ted Leonsis and Mark Ein, investors in team franchises, told Semafor World Economy that the US capital could be revived by investing in sports venues.
White House says it’s boosting affordability through physician reforms
A new report distills the Trump administration’s strategy as officials jockey to shape health care messages ahead of this year’s midterm elections.
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.
Smart Adhesive Is Key to Crease-Free Foldable iPhone Display
Advances in optically clear adhesive (OCA) will be a key factor in achieving a near-invisible crease in Apple's first foldable iPhone expected later this year, according to TrendForce. The supply chain intelligence firm outlined the key technologies in a new report on foldable display innovation, explaining that creases form when layers within the display panel fall out of alignment, concentrating stress at the fold and causing micro-cracks or permanent deformation over time.
Internal OpenAI memo touts Amazon partnership as key driver of enterprise business
CNBC's Kate Rooney reports on an internal OpenAI memo that touts its Amazon partnership as a key driver of its enterprise business.
Old Republic spins out TPA business as standalone brand after 30 years
Unit steps out from under PMA Companies with its own identity
Old Republic spins out TPA business as standalone brand after 30 years
Unit steps out from under PMA Companies with its own identity
Following the Success of Artemis II, Scientists Will Shape What Comes Next for Lunar Exploration
NASA plans to launch more lunar missions after the success of Artemis II, signaling a renewed era for lunar exploration and science — and raising questions about what comes next. A National Academies study currently underway will identify key non-polar landing sites for future crewed lunar missions and what science goals could be achieved.
Deloitte's Space Business Reaches New Heights as Two New Satellites Enter Orbit
/PRNewswire/ -- Key takeaways Deloitte-2 and Deloitte-3, launched on March 29, 2026, from Vandenberg Space Force Base to expand Deloitte's on-orbit footprint....
Trendforce says hi-tech glue key to an invisible crease in the iPhone Ultra
It’s believed that Apple has waited many years to launch the first folding iPhone in large part because the company...
9 questions radiology practices should ask when pursuing ‘disruptive innovation’
CHAMPIONSGATE, Fla. Kaihan Krippendorff, MBA, spoke on April 12 during the opening keynote of the Radiology Business Management Association’s annual meeting.
SCORE Offers Free Business Mentoring Sessions
Local entrepreneurs and small business owners in Pasadena have a valuable resource at their fingertips with the ongoing SCORE One-on-One Mentoring Sessions. These free and confidential appointments provide individuals with expert guidance on starting, running, or growing a small business, courtesy of SCORE, the nation’s largest network of volunteer business mentors. The sessions are designed to offer personalized advice and strategic insights from experienced professionals. SCORE, which stands for Service Corps of Retired Executives, is a non-profit organization and a key resource partner of the U.S. Small Business Administration (SBA). Its mission is to foster vibrant small business communities through dedicated mentoring and education. The organization comprises a network of seasoned business owners and executives who generously volunteer their time to support the next generation of entrepreneurs. As SCORE states, their mentoring is a “free, confidential service for anyone starting, running, or growing a U.S.-based small business.” These one-hour mentoring sessions are held every other Tuesday from 1 to 5 p.m. at two branches of the Pasadena Public Library: the Lamanda Park Branch Library and the Santa Catalina Branch Library. Appointments can be conveniently reserved up to 14 days in advance, ensuring that individuals can schedule a time that best suits their needs. This recurring service underscores SCORE’s commitment to continuous support for the local business community, helping them to plan, launch, and grow successfully. Need to Know: The SCORE One-on-One Mentoring Session offers free business guidance. These one-hour appointments are available every other Tuesday from 1 to 5 p.m. at the Pasadena Public Library’s Lamanda Park Branch (140 S Altadena Drive, Pasadena, CA 91107) and Santa Catalina Branch (999 E Washington Blvd., Pasadena, CA 91104). The service is free. For more information or to book an appointment, visit [https://www.score.org/].
State Farm sues Amazon after dehumidifier allegedly sparks fire
A federal agency deemed Amazon a "distributor" - now an insurer wants it to pay
Key Test Looms for South Africa’s Coalition, New DA Leader Warns
The new leader of South Africa’s second-biggest political party expects the stability of the nation’s coalition government to be put to the test when its larger rival holds internal elections next year.
Free Press' Miss Hockey winner stayed confident all season long
Essex junior Calleigh Bruyns named the Free Press' Miss Hockey for the 2025-26 season. Bruyns led Essex to the D-I championship game.
Red Wings Recall Brandsegg-Nygard For Season-Ending Road Trip
The post Red Wings Recall Brandsegg-Nygard For Season-Ending Road Trip appeared first on Detroit Hockey Now. In what can only be described as a puzzling decision, now that it’s too late to help, the Detroit Red […] The post Red Wings Recall Brandsegg-Nygard For Season-Ending Road Trip appeared first on Detroit Hockey Now.
🥐Champions week, Liga hangover... Monday's 5️⃣ stories
It’s a key week and one of the most important of the year because of everything at stake, and the news is clear. No Mbappé two days before MunichWith still two days to go before the battle at the A...
Surfshark Just Dropped a Next-Gen VPN Protocol That Could Be Faster and More Secure Than Other VPN Connections
The new Dausos connection protocol has been independently audited and includes a few key innovations not found in other VPNs.
India vs Argentina in women's hockey: Indian Sports LIVE, April 13
Here are all the updates from Indian sports on April 13, 2026.
Howden steps up US push with specialty trucking build-out
The company is rolling out a dedicated US Trucking Practice focused on data, safety tech and claims advocacy
Iowa basketball set to host Illinois State transfer portal guard
Iowa basketball is reportedly set to host an Illinois State transfer portal visitor next weekend.
At 100 days, Mamdani leans into ‘pothole politics’ and child care push
The mayor focused on child care and worker gains, arguing that basic services are key to rebuilding trust in government.
Is Caesars Entertainment (CZR) Offering Value After Recent Share Price Swings?
If you are wondering whether Caesars Entertainment at US$26.88 is a bargain or a value trap, the key is understanding what you are really paying for today. The stock is up 1.3% over the last week and 14.1% year to date, but that sits alongside a 4.2% decline over the last month and longer term returns of 6.1% over 1 year, 38.2% over 3 years and 71.3% over 5 years. Those mixed returns sit against a backdrop of ongoing attention on Caesars Entertainment as a major US gaming and hospitality...
Jim Cramer on D-Wave (QBTS): “Maybe the Science Project Works Out, But It Is More of a Science Project”
D-Wave Quantum Inc. (NYSE:QBTS) is among the stocks Jim Cramer discussed alongside the tech market divide. A caller asked if Cramer thinks companies like D-Wave Quantum are positioned to rebound. In response, Cramer commented: Well, I think it’s more of a, candidly, it’s more of a science project, which I don’t mean, you know, look, […]
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 […]
2026 NBA Playoffs: Clinching scenarios and standings on April 12
Every team in the NBA is set to hit the court on Sunday, with several key matchups and clinching scenarios to monitor throughout the evening.
Ryan Day reveals Ohio State's extreme recruiting standards
During a recent podcast experience, Ryan Day raised eyebrows when he said the Buckeyes are only looking for future first and second-round draft picks.
Deadlock on Strait of Hormuz and Iran’s nuclear stockpile led to impasse, officials say
Entering this weekend’s high-stakes talks in Pakistan, US officials identified a number of key areas where they would need to see progress in order to declare success.
Metropolitan champion Hurricanes beat Mammoth 4-1 for 6th win in 7 games
The win puts Carolina within one point of securing the top seed in the Eastern Conference.
Cuban leader does not commit to releasing political prisoners amid U.S. demands
In an exclusive interview with Meet the Press, Cuban President Miguel Díaz-Canel is asked whether he is willing to commit to meeting key U.S. demands, including releasing political prisoners and scheduling multi-party elections.
Key South African Coalition Member Gets New Leader as Vote Looms
The second-biggest political party in South Africa’s ruling coalition appointed a new leader as it gears up to contest municipal elections that look set to reshape the country’s political landscape.
At a mahjong table in Iowa, a struggle over which party to trust
Women courted in key races weigh their choices — and whether the president’s policies have delivered for a working-class town hit by tariffs, war and rising costs.
Beloved band’s fans heartbroken after key member dies in crash: ‘Fly high my brother!’
He was 67.
Taco Bell's Golden Bell awards are key to its company growth
Taco Bell's annual management retreat is more than recognition for its top-performing staff — it's a key driver of growth and staff retention.
Denver beats Wisconsin 2-1 for its 11th national title and 3rd in 5 years
Denver's Johnny Hicks continued his stellar play by making 29 saves, just two days after a personal-high 49 against Michigan.
Flyers Postgame Blog: Statement Win; Vladar Bounces Back; Vintage Couturier
The Philadelphia Flyers made a statement on Saturday. It was a dominating 7-1 win over the Winnipeg Jets that lowered […] The post Flyers Postgame Blog: Statement Win; Vladar Bounces Back; Vintage Couturier appeared first on Philly Hockey Now.
Iowa women's basketball lands All-SEC transfer portal guard
Iowa women's basketball picked up its first impact player out of the transfer portal, landing first-team All-SEC guard Dani Carnegie.
Denver Pioneers win 3rd NCAA men's hockey title in 5 years
The Denver Pioneers of the National Collegiate Hockey Conference registered a 2-1 victory over the Wisconsin Badgers to complete the Frozen Four at T-Mobile Arena on Saturday in Las Vegas, the program's third national championship in five years.
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.
110,000-year-old discovery rewrites human history: Neanderthals and Homo sapiens worked together
The first-ever published research on Tinshemet Cave reveals that Neanderthals and Homo sapiens in the mid-Middle Paleolithic Levant not only coexisted but actively interacted, sharing technology, lifestyles, and burial customs. These interactions fostered cultural exchange, social complexity, and behavioral innovations, such as formal burial practices and the symbolic use of ochre for decoration. The findings suggest that human connections, rather than isolation, were key drivers of technological and cultural advancements, highlighting the Levant as a crucial crossroads in early human history.
UBS Raises Petco Health and Wellness Company, Inc. (WOOF) Target Amid Growth Strategy
Petco Health & Wellness Co. Inc. (NASDAQ:WOOF) is one of the best cheap penny stocks to buy that aren’t scams. On March 16, UBS raised its price target on Petco Health & Wellness Co. Inc. (NASDAQ:WOOF) to $4.00 from $3.50, while keeping a Neutral rating. The positive stance underscores the research firm’s confidence about the […]
Trump wants to paint a White House office building with ‘magic paint.’ Experts advise against it
President Donald Trump privately advocated for painting an ornate federal office building next to the White House with a “magic paint with silicate,” CNN has learned. But ahead of a key vote on exterior changes to the sprawling Gilded Age structure, a panel of experts is warning the so-called magic paint could be incompatible with the Eisenhower Executive Office Building’s granite exterior.
Chamber of Commerce Presents Achievement Awards
Event also marked 110th of the chamber’s presence in Oswego [caption id=attachment_10469 align=alignright width=450] Abby Waever and Keara Patterson (in the middle) receive the Community Leadership & Legacy Award, presented to The Alberts Group.[/caption] The Greater Oswego-Fulton Chamber of Commerce (GOFCC) on March 4 hosted its 2026 Annual Meeting, presented by Constellation, at the Lake Ontario Event and Conference Center in Oswego. The event’s theme, Rooted in Community. The meeting celebrated the GOFCC’s 110th anniversary in the Oswego community and 10th anniversary of integration with CenterState CEO. The chamber also unveiled a new logo. “I am proud to say the GOFCC has been a force for business success, growth and opportunity, supporting organizations of every size, connecting neighbors and entrepreneurs and ensuring that every voice in Oswego County is heard,” said GOFCC Executive Director Sara Broadwell. The event featured keynote remarks from Novelis’s Kevin Schutt, vice president, manufacturing and production support at Novelis North America. [caption id=attachment_10454 align=alignright width=450] Maria Hudson of Constellation, holding the award, receives the Nancy L. Premo Woman of Distinction Award.[/caption] The GOFCC recognized the following organizations and individuals with achievement awards: • Oswego County Impact & Excellence Award, presented to Oswego County Office of Mobility Management. This award Honors a small business or nonprofit organization that demonstrates outstanding achievement through innovation, growth and measurable positive impact on Oswego County’s economy or quality of life. • Community Leadership & Legacy Award, presented to The Alberts Group. This award recognizes an individual, business or organization whose long-term leadership, investment or philanthropy has significantly advanced the vitality, resilience and future of Oswego County’s communities. • Nancy L. Premo Woman of Distinction Award, presented to Maria Hudson of Constellation. This award honors a woman in business who has made a meaningful impact on her community, inspired others through her leadership, and exemplified the values of service, integrity and empowerment. This award is presented in tribute to the late Nancy Premo, CenterState CEO’s former vice president of Human Resources.
Hornets aim to bounce back in season finale vs. Knicks
After clinching the No. 3 seed in the Eastern Conference, the New York Knicks are expected to sit a number of key players in their regular-season finale against the visiting Charlotte Hornets on Sunday.
'iPhone Ultra' Will Solve Two Key Problems
Apple reportedly plans to unveil a foldable iPhone in September, and the device will supposedly solve two problems with foldable smartphones. In case you missed it, a leaker on Chinese social media platform Weibo recently claimed that the foldable iPhone will be named "iPhone Ultra". According to Bloomberg's Mark Gurman, the device will have improved screen quality and overall durability compared to competing foldables.
“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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