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After his own diagnosis, New Orleans Broadway star starts foundation for children with Type 1 diabetes
Kyle Banks was diagnosed with Type 1 diabetes during his Broadway tour of Disney's The Lion King after months of struggling with symptoms. Now, the New Orleans native wants to give back to his roots by providing resources for Louisiana children and families living with the disease.
Report: iPad Air to Gain OLED Display Next Year
Apple will bring OLED displays to its iPad Air models next year, according to a new report from Korea's ET News. Citing industry sources, the outlet says Samsung Display will begin mass production of OLED panels around the end of 2026 or January next year, with a view to supplying panels for Apple's next iPad Air, expected to be released in early 2027. Apple last updated the iPad Air in March 2026 with an M4 chip.
Gambling legislation proposed puts fee on sports wagers
A bill has been proposed by Republican State Senator Bill Blessing, based in the Cincinnati area, that would put a two percent fee on sports wagers.The bill is
Gambling legislation proposed puts fee on sports wagers
A bill has been proposed by Republican State Senator Bill Blessing, based in the Cincinnati area, that would put a two percent fee on sports wagers.The bill is
Savannah Mayor's Small Business Conference registration open. Spots go fast
Savannah's Mayor's Small Business Conference and Small Business Week offer networking, resources, and events for local entrepreneurs.
NFL Draft Source Program gets Pittsburgh businesses in the game
Michael Pattillo has a thriving spice and catering business. The end goal, though, of this classically trained culinary wiz is to work as a private chef. Now,...
First day of Oceano Dunes closure, business owner speaks on the impact
A federal court decision is bringing changes to California’s Central Coast, banning off-road vehicle use and camping at the Oceano Dunes for some time.The ruli
The mix of chaotic politics and a resilient economy can’t last
The world’s economy has managed to withstand a great deal of chaos, but new IMF forecasts show that things could get worse
War Exposes Gaps in India’s Clean Energy Push
The country’s creaking electricity grid is lagging behind its push for renewable sources — just as its growing economy hungers for oil stranded by war.
Callaway Plaza business owners ask for City of Holts Summit's help
According to previous reporting, the odor has caused a decrease in sales for at least one business.
OR gov. vows fight after court says parts of reproductive rights act unconstitutional
Oregon Gov. Tina Kotek is criticizing an oral ruling in Oregon that found the Oregon Reproductive Health Equity Act unconstitutional.
Anthropic draws offers from VCs to invest at up to $800 billion valuation, Business Insider reports
Anthropic has received multiple offers from venture capital firms valuing the Claude maker at as much as $800 billion in recent weeks, more than double its current valuation, Business Insider reported on Tuesday, citing sources.
Mayor Jones seeks business input on zoning rules for private detention facilities
SAN ANTONIO - Mayor Gina Ortiz Jones is asking the city’s economic development leaders to weigh in on a proposed zoning ordinance that would regulate where non-
Microsoft adds Windows protections for malicious Remote Desktop files
Microsoft has introduced new Windows protections to defend against phishing attacks that abuse Remote Desktop connection (.rdp) files, adding warnings and disabling risky shared resources by default.
Reno Pro Soccer's $350M entertainment district 'The Boulevard Reno' includes hotel/casino
The group behind Reno Pro Soccer's attempt to build a first-of-its-kind soccer stadium in Northern Nevada has submitted a pre-planning application for its ambit
Reno Pro Soccer's $350M entertainment district 'The Boulevard Reno' includes hotel/casino
The group behind Reno Pro Soccer's attempt to build a first-of-its-kind soccer stadium in Northern Nevada has submitted a pre-planning application for its ambit
Reno Pro Soccer's $350M entertainment district 'The Boulevard Reno' includes hotel/casino
The group behind Reno Pro Soccer's attempt to build a first-of-its-kind soccer stadium in Northern Nevada has submitted a pre-planning application for its ambit
Small business optimism falls as energy costs rise, NFIB report shows
Small business optimism took a hit last month as energy prices rose, according to the NFIB.
Small business optimism falls as energy costs rise, NFIB report shows
Small business optimism took a hit last month as energy prices rose, according to the NFIB.
NFL Draft in Pittsburgh expected to boost business in nearby Weirton
The NFL draft will take over the city of Pittsburgh next week, with hundreds of thousands of visitors expected in town for the event.While the bulk of the actio
Traveling mental health exhibit brings message of hope to Nazareth University
Nazareth University is aiming to communicate hope through a powerful traveling exhibit.
From banker to entrepreneur: Coach K’s journey
Expert financial coach shares Tax Day tips, her journey from banking to entrepreneurship, and a three-step strategy to help small businesses secure funding.
MusiCares Launches Groundbreaking Suicide Prevention Training And Mental Health Resources For Music Professionals In Partnership With The Jed Foundation
The groundbreaking digital microsite provides suicide prevention and mental health resources, evidence-informed learning and support tools, and a suicide prevention training course — all tailored to music professionals.
Nevada State University joins NAIA for athletics, adds more sports
Nevada State University has a new home for its burgeoning athletics department.
WTOV9 Senior Expo scores big with turnout at The Highlands Sports Complex
The 5th WTOV9 Senior Expo proved to be another success on Tuesday.More than 50 vendors welcomed north of 1,000 people at The Highlands Sports Complex.Among many
Small business owners sound alarm on word that Hamilton County may sell Business Incubator
Small Business owners at the Hamilton County Business Development Center say they’re worried about the future of the facility as the County Commission is set to
Portland's Centennial Middle School identified as measles exposure site
A new measles exposure site has been confirmed at a Portland middle school, the Oregon Health Authority (OHA) announced on Tuesday.
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 […]
UW STEM-ology Provides Energy and Natural Resources Activities for All
STEM-ology, a monthly series of themed science, technology, engineering and mathematics (STEM) events for all ages, concludes this month at the University of Wyoming, with events including Toddler Tue
What is World Quantum Day and why does it matter?
Scientists, educators, and technology leaders around the world are marking World Quantum Day on Tuesday.
How This CU Denver Student Discovered His Passion for Politics
At 12 years old, Mario Quinones Rabelo wasn’t obsessing over video games or watching content creator MrBeast on YouTube. That’s how old he was when his Campus resources, helpful advising, and valuable community partnerships helped this student dream bigger than he ever thought possible.
Chargers Daily Links: Tuesday Open Thread
Your source for all Chargers and NFL news from around the web.
New digital card connects service members to brain health resources in the Military Health System
Military Health System unveils a new digital resource card to support service members who may have experienced a concussive event. The tool serves as a centralized guide to quickly locate information on brain health, including recognizing symptoms, seeking care, and vital resources supporting cognitive health.
After three years of conflict, Sudan faces a deeper health crisis
Three years of war in Sudan have created the world’s largest humanitarian and displacement crisis, with devastating consequences for people’s health.
B2BINPAY Rolls Out Partner Program With Direct Earnings on Referred Transaction Volume
SAN SALVADOR, El Salvador, April 14, 2026 (GLOBE NEWSWIRE) -- In B2B payments, new business often comes through trusted professional networks lo...
Hollister man charged after business break-in investigation
HALIFAX COUNTY, N.C. — A Hollister man is facing multiple charges following a break-in at a local business earlier this year.According to the Halifax County She
Laughlin entertainment scene draws tourists
Laughlin’s tourism growth is getting a boost from an entertainment lineup that’s drawing visitors from across the region, with big-name concerts, revived specia
Maine GOP calls for ban of transgender girls playing on girls sports teams
Republican lawmakers want their supporters to head to the State House Tuesday to speak out against transgender girls playing on girls sports teams.
REMSA Health leaders 'perplexed' by Sparks push to consider other ambulance options
Top REMSA Health officials are pushing back against Sparks Mayor Ed Lawson's push to consider other emergency medical service options in the region, saying his
Rick Roth stays self-reliant, David Silvers taps Disney dollars in Q1 fundraising for SD 26 seat
Silvers’ donor list reflects broad corporate and political committee backing, while Roth’s gains depended significantly on agricultural sources.
'Experience something different': New crafting business opens in downtown Lynchburg
A new local crafting business is bringing a fresh focus on creativity and community connection.
Man accused of bloody break-in at St. Lucie County business
A man is accused of breaking into a business and leaving behind a trail of blood on Monday morning.
Sources: Mavs dismiss director of health in another shake-up
The Dallas Mavericks have dismissed director of health and performance Johann Bilsborough on Monday, marking the fourth consecutive year that the franchise has made major changes in that department.
Resources for Educators: Ways to Incorporate Outdoor Science Education | College of Education News
Five Tips for Incorporating Outdoor Science Lessons
Exclusive: Manulife Investment Management eyes Cellnex Swiss business, sources say
Spain's Cellnex is in talks to sell its stake in its Swiss unit to Toronto-listed Manulife Financial Corporation's investment management unit, according to two sources with knowledge of the situation.
The Future Of Health And Nutrition In America
Lifestyle contributor Kari Hawker Diaz returns with balance of nature to discuss the future of health and nutrition in America, and share simple habits and stra
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.
The Global Supply Of Helium Is Being Disrupted, Impacting A Range Of Critical Industries Including Medicine And Tech Development
Helium may be one of the most underestimated resources when it comes to our international dependence.
Kari Hawker Diaz returns with Balance of Nature to talk America’s health future
Lifestyle contributor Kari Hawker Diaz returns with Balance of Nature to discuss the future of health and nutrition in America. (7NEWS)
7 ways AI is advancing healthcare and wellbeing around the world
AI-powered tools are being used to bring greater efficiency and security to healthcare around the world and increase access to medicines and care.
How to help someone experiencing a mental health crisis
If you know someone is in a mental health crisis, experts say the best thing to do is to spark a conversation and connect them to resources and professional help.
Tune in on Thursday for Xbox First Look: Metro 2039
Get ready for the world premiere of Metro 2039, the next entry in 4A Games’ beloved post-apocalyptic FPS series, presented by Xbox this Thursday.
France is replacing 2.5 million Windows desktops with Linux - and I mapped out its new stack
Officially, we don't know what France's forthcoming Linux desktop will look like, but this is what my sources and experience tell me to expect.
NSF announces 2026 Graduate Research Fellowship Program award offers
The U.S. National Science Foundation (NSF) today announced that it has made offers and will award 2,500 Graduate Research Fellowships for the 2026-2027 academic year...
Eagle Creek State Nature Preserve to host anniversary open house
The Ohio Department of Natural Resources will hold an open house at Eagle Creek State Nature Preserve on April 26 to mark the 50th anniversary of the Division of Natural
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/].
Edina students pitch business ideas in ‘Shark Tank’ competition
An innovative claw clip, a way to recycle old flowers and bento boxes were some of the products pitched by Edina High School students at the sixth annual Edina Shark
‘I’m playing the long game’: Journalists are striking out alone and discovering the business is toughest beat of all
News Creators have become preferred sources for younger viewers, but how do they grow and sustain their independent endeavors?
Breaking cover: the future of the business book
Authors are experimenting with new technology and formats to better communicate ideas
Wisconsin AD leaving to become deputy commissioner at Big Ten, sources say
Wisconsin athletics director Chris McIntosh is leaving the school to become the Big Ten's deputy commissioner for strategy, sources told ESPN on Sunday.
Scottish Association for Marine Science: Unlocking red seaweed for food flavor, color & hybrid proteins
Sporting KC Weekly Schedule: April 13-19, 2026
Sporting Kansas City II News: The official source for all SKC II news, photos, videos, highlights, and more.
What Flutter Entertainment (FLUT)'s Board Shuffle, Buybacks and Quiet Dart Stake Mean For Shareholders
In recent days, Flutter Entertainment plc reported that long-serving independent director Alfred F. Hurley, Jr. will retire at the 2026 AGM, with Nancy Dubuc set to assume the role of Chair of the Compensation and Human Resources Committee, while the company continues executing a multi-billion-dollar share repurchase program. At the same time, billionaire investor Kenneth Dart has quietly built substantial economic exposure to Flutter through total return swaps, even as analysts question...
Xavier Zyskowski Commits To Bloomsburg For Soccer
The Official Source of North Allegheny Sports
Nancy Guthrie Update: Expert Names ‘Most Likely’ Source of Suspect’s DNA
DNA is ‘hardy,’ says CeCe Moore, and one source might be investigators’ best hope at learning what happened to Nancy Guthrie.
Nancy Guthrie Update: Expert Names ‘Most Likely’ Source of Suspect’s DNA
DNA is ‘hardy,’ says CeCe Moore, and one source might be investigators’ best hope at learning what happened to Nancy Guthrie.
Sports Roundup: Girls Tennis Wins At Home, Baseball & Boys Lax Win…
Nantucket Current is the island's leading online news source. We deliver the news, stories, and people of Nantucket, unbiased and unfiltered.
Pulling Reports, Playing Politics
The CIA’s retraction of intelligence reports should raise concerns about politicization and the Trump administration’s embrace of white supremacist rhetoric.
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.
Luzerne County Arts & Entertainment Hall of Fame announces Class of 2026
Luzerne County’s arts community will welcome a new group of honorees this fall as the Arts & Entertainment Hall of Fame unveils its Class of 2026.The inductees
Mt. Carmel church hosts Minority Health Month men’s breakfast to raise awareness
Men gathered at Mt. Carmel Community Baptist Church on Saturday for the annual Minority Health Month Men’s Breakfast, an event aimed at raising awareness about
Helene recovery continues as Asheville businesses reopen 18 months later
Many businesses are still rebuilding after Helene, with a few of them having their reopenings this week."Today is the culmination of a year and a half of really
Female students, leaders gather for Business of Her conference
More than 200 students and other female leaders gatehred at McKenna Hall for the Business of Her conference.The day was full of panels, breakout sessions, insp
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.
Kids with heart defects soar on zip lines at University Health Kids Heart Camp
SAN ANTONIO - Kids battling some very serious health dificulties got the chance toTwo dozen children born with heart defects spent Saturday trying out the kind
25th Annual Arbor Day celebration at Yakima Area Arboretum focuses on tree health
The Yakima Area Arboretum celebrated the 25th anniversary of their Arbor Day celebration on Saturday.The theme of the 2026 ArborFest was 'From Seed to Sapling,'
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.,…
VA launches new electronic health record system in Battle Creek
The U.S. Department of Veterans Affairs has launched a new electronic health record system at its Battle Creek medical center.
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.
Nintendo Prime: Nintendo is spreading fake information internally to patch leaks
Nintendo is an extremely secretive company but in recent weeks they’ve sprung some leaks and it isn’t the first time that it has happened. YouTuber Nintendo Prime says he has heard from his sources…
'Not about politics': Miami Beach unveils repurposed rainbow crosswalk installation
Pride is back on display in Miami Beach, as city leaders unveiled a new installation repurposing the bricks from the former Ocean Drive rainbow crosswalk.
“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
Fox Entertainment CEO Claps Back at Vertical Dramas’ Bad Rap and Looks to the Future With Dhar Mann
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