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'Deeply grateful': Darren McAuley passes $530K in donations, flying past Dem field in CD 15
He wrapped the quarter with $265,000 in cash on hand.
Ousmane Diomande: United’s plan for Sporting gem emerges
Manchester United’s defeat at the hands of Leeds United underlined just how thin and weak their backline is.Leny Yoro started alongside Lisandro Martinez in the absence of Harry Maguire. Dominic Cal...
Recap: Sporting KC eliminated from U.S. Open Cup
Sporting Kansas City was eliminated from the U.S. Open Cup in the Round of 32 following a 3-0 defeat to Colorado Springs Switchbacks FC at Weidner Field on Tuesday night. Head coach Raphael Wicky made three changes from Saturday’s loss to San Jose, handing starts to Jansen Miller, Jake Davis
NEA Outstanding Business Awards handed out; Stafford recognized - Talk Business & Politics
Talk Business & Politics, in conjunction with Arvest Bank, held its annual NEA Outstanding Business Awards event Tuesday (April 14) at the Red Wolf Convention Center in Jonesboro. Winners were...
NEA Outstanding Business Awards handed out; Stafford recognized - Talk Business & Politics
Talk Business & Politics, in conjunction with Arvest Bank, held its annual NEA Outstanding Business Awards event Tuesday (April 14) at the Red Wolf Convention Center in Jonesboro. Winners were...
NASA Finds Young Stars Dim in X-rays Surprisingly Quickly
Unlike in the new movie “Project Hail Mary,” this quieting of young stars is a benefit for the prospects for life on orbiting planets around these stars — not
Every ‘Handmaid’s Tale’ Easter Egg in ‘The Testaments’ (So Far)
Every time the spinoff has referenced the original series.
Mets-Dodgers Preview
Baseball's best team will encounter one of the game's hottest young pitchers when the Los Angeles Dodgers face a test from New York Mets right-hander Nolan McLean on Tuesday.
This Metal Melts in Your Hand – and Scientists Just Discovered Something Strange
Gallium has revealed unexpected behavior that challenges decades-old assumptions about its liquid structure.
You can order your own bloodwork now. Interpreting the results is another story
Firms like Function Health and Oura market regular blood tests to people wanting to take their health into their own hands. The process often raises more questions for patients than it can answer.
‘Marathon’ Testing A Battle Royale-ish Mode, An Offering To Casuals
Marathon is attempting to extend a hand to casuals by putting all players on the same page for a battle royale type mode where everyone starts on equal footing.
“Hiding science in really fun things”: Kids gets hands-on with real research in Denver
Squishy Science Sunday, part of APS’ Global Physics Summit, welcomed 1,500 visitors to a local museum.
Ultimate science trip
Thirteen juniors and seniors, led by three Westminster Christian Academy science teachers, spent their spring break exploring Quito, Ecuador and the Galápagos Islands. The trip was an unforgettable hands-on journey
Bengals player smoothly answers Dexter Lawrence trade question
A Bengals player got asked about a Dexter Lawrence trade and handled it in a way fans will like.
Chesterfield high schoolers lead marine science experiment for kids
Students from Lloyd C Bird High School led a hands-on marine science experiment for students at Wells Elementary.
Rochester resident, business team up to feed TSA workers amid partial shutdown
The Med City is seeing community members lend a hand to those in need, one boxed lunch at a time.
Dianna Russini put credibility of all women in sports at risk
The Athletic's Dianna Russini was photographed holding hands with Patriots coach Mike Vrabel. The photos are problematic for all women in sports.
Overwatch out on Nintendo Switch 2 tomorrow, up to 60 FPS and more
We have an update on Overwatch (previously known as Overwatch 2), as Blizzard just confirmed the release date for the Nintendo Switch 2 version. As it turns out, it’ll be out tomorrow. One of the highlights of Overwatch on Nintendo Switch 2 is support for up to 60 frames per second for both docked and handheld play. Blizzard says the...
Homo erectus' tools include stunning geodes and fossils, possibly as a way to connect with the cosmos, study finds
Homo erectus may have deliberately selected rocks embedded with fossils and crystals to craft their hand axes — possibly to serve as mediators between humans and the cosmos.
Nige and Zia set out plan to send ‘Boriswave’ traitors to the gulag
Farage and sidekick are still sore about how the Tories handled Brexit, although new mates Braverman and Jenrick are forgiven
State Policy Trends in Cybersecurity and Public Health Preparedness
Learn how states are including cybersecurity in their emergency preparedness work in this Health Policy Update.
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.
Pragmata is just OK, but it could’ve been great
A handful of new ideas and plenty of familiar ones.
How to make a high-deductible health plan work for you
An elementary school teacher chose a low-price health insurance plan but soon realized she wasn't clear about what it would mean for her family's finances.
Microsoft’s new Xbox Gamepad Cursor adds a virtual mouse to handhelds
This new Xbox mode feature is ideal for apps that aren’t designed for a controller.
Turning car battery acid into clean energy: A surprising breakthrough in plastic recycling
Science News: Plastic waste on a global level amounts to hundreds of millions of tonnes annually, although very little of that is recycled. On the other hand, corro.
Sand, science and strategy: Strengthening the shores of Presque Isle
The U.S. Army Corps of Engineers, Buffalo District, has just released a very interesting video named ‘Sand, science and strategy: Strengthening the Shores of Presque Isle’. This video shows how the Buffalo District – using modern technology and hands-on expertise – fights erosion and protects the coastline of Presque Isle for the future: This content […]
Hospitals roll out chatbots, looking to reclaim their role in patients' health conversations
A handful of hospitals are launching their own chatbots, a risky bet aimed at better serving current patients and gaining new ones.
Shorthanded Celtics upset Magic in 113-108 stunner (PHOTOS)
The Boston Celtics needed just eight players to upset the Orlando Magic on Sunday night.
Community health centers maintained care continuity during COVID-19 pandemic
As the COVID-19 pandemic upended virtually every aspect of people's lives, one critical question loomed large for millions of low-income and underserved healthcare patients: Would they still be able to see their own doctor?
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.
‘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?
Making light spin with a gold nanorod
Controlling photon spin, or the handedness of light, is useful for storing and transmitting information. However, generating circularly polarized light typically requires complex or chiral structures. Researchers from the Tokyo University of Science show that hitting a gold nanorod slightly off-center with an electron beam causes the light around it to rotate. This method offers a simpler way to control photon spin and could accelerate the development of smaller, more efficient optical and quantum devices.
Santee business owner arrested after threatening to shoot deputies
Authorities spotted Robert Sanford, 43, apparently armed with a handgun, entering his business suite on Rockville Street
Illinois Valley Community College’s SciFest returns April 17 with 100+ hands-on science experiments
Illinois Valley Community College will host its annual SciFest on April 17 at 7 p.m. in the College Gymnasium, featuring more than 100 interactive science demonstrations and experiments.
Analysis: Rogers still has more to prove
Morgan Rogers is attracting a lot of attention and the growing expectation is he will leave Aston Villa in the summer. Villa will likely need to sell a star player, regardless of whether they qualify for the Champions League, and Rogers is their best asset - especially with Boubacar Kamara out injured. An impressive World Cup would also strengthen Villa's hand but the England forward needs to show more of a clinical nature throughout the pitch.
Winners of the 2026 Olivier Awards Celebrating Work on the London Stage
LONDON (AP) — The winners of the 2026 Olivier Awards handed out Sunday for achievement in London theater, opera and dance: New Musical: “Paddington The Musical” New Play: “Punch” New Entertainment or Comedy: “Oh, Mary!” Family Show: “The Boy at the Back of the Class” Revival: “All My Sons” Musical ...
Phillies rookie Andrew Painter scratched from Sunday afternoon's start
Phillies rookie right-hander Andrew Painter was scratched from his scheduled start on Sunday due to a migraine, the team announced.
Maizie Clarke Turned Illustrations Into a Thriving Business
Maizie Clarke is transforming the way we see custom merchandise, one watercolor brushstroke at a time. 🎨✨ What began as a kitchen-table side hustle in 2016 has grown into a thriving wholesale business, providing custom illustrated tea towels, ceramics, and scarves to museum shops and distilleries across the country. 🏛️🧣
Cologne wins Bundesliga relegation duel 3-1 against 10-man Werder Bremen
Cologne eased its Bundesliga relegation worries on Sunday with a 3-1 win over 10-man Werder Bremen that left the visiting team just outside the drop zone. Wagner has been handed the reins for the rest of the season after Cologne fired Lukas Kwasniok as coach on March 22.
Napoli draw at Parma gives Inter chance to put one hand on Serie A title
Napoli's Serie A title defence suffered a blow with Sunday's 1-1 draw at Parma which gave league leaders Inter Milan the chance to move nine points clear.Napoli trail Inter by six points, a gap which could increase following the late match between the Milan giants and Champions League chasers Como.
Clorox Purell Deal Reshapes Health And Hygiene Investment Story
Clorox (NYSE:CLX) has completed the acquisition of GOJO Industries, the company behind the Purell brand. The deal brings Purell hand sanitizer and related hygiene products into Clorox's health and hygiene solutions portfolio. The acquisition is intended to support broader global reach and a more comprehensive offering in cleaning and disinfecting products. For you as an investor, this move connects a household cleaning name with a widely recognized hand hygiene brand under one umbrella...
My brother doesn't blink. The internet noticed — and fell in love.
"Blink, Brother, blink." The story behind Jan Risher's younger brother, Brother Blink — the man, the merchandise and a moment they shared as children— with speakers turned toward a front yard full of loblolly pines.
Tips on how to handle politics in the workplace in Iowa
The bottom line: Iowa’s private employers have wide latitude to regulate political activity at work.
Google and Samsung are improving Android's most useful feature
Notification management will soon be easier and more powerful
Dauphin Island Sea Lab hosts Discovery Day open house
The event offered hands-on science lessons and free aquarium admission for children.
Warriors face Clippers, knowing rematch may occur soon after
The Golden State Warriors could have a hand in their play-in opponent when they wrap up the NBA regular season on the road Sunday night against one of the possibilities, the Los Angeles Clippers.
Tigres thrash and outclass Chivas at El Volcán!
Tigres made a statement at El Volcán, thrashing Chivas 4-1. The felines controlled much of the match, handing the Liga MX leaders one of their most painful defeats of the Clausura 2026. The party st...
Plymouth Maple Fest sheds light on the maple syrup business
People from across the Plymouth community gathered on Saturday for the annual Maple Fest, which celebrates hand-made maple syrup across Sheboygan County.
Deion Sanders back on the field at Colorado's spring game
After a season that saw Colorado go 3-9, Buffaloes coach Deion Sanders, 58, was hands-on as he watched his team scrimmage on Saturday at the spring game, telling reporters that "I'm good, I'm good," after being diagnosed with bladder cancer last year.
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.
Colorado's Deion Sanders eager to be more hands-on heading into next season after health concerns
Colorado coach Deion Sanders was hands-on as he watched his team scrimmage Saturday at the spring game.
Colorado's Deion Sanders eager to be more hands-on heading into next season after health concerns
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.
UCLA players embracing competitive spring practices
A sense of competition has pervaded the Bruins’ first handful of spring practices this year.
Phillies 22-year-old enters MLB's top prospects list
Philadelphia Phillies right-hander and fourth-ranked prospect, Gage Wood, has entered MLB's top 100 prospects list after Chicago Cubs Moises Ballesteros graduated.
ON THE JOB: “What is the Best Business Advice You’ve Ever Received?
Interviews by Deborah Jeanne Sergeant Sound advice can contribute to your success. We recently asked area business leaders, what was their best advice they’d ever received. Here’s what they said: “The best advice I ever received was from my then –boss, Gerry Church, Fulton plant manager at Miller Brewing Co. He told me that whenever I wanted to discuss a business problem or issue with him, I should also be prepared to offer possible solutions. It’s the difference between being proactive or reactive. It’s also the difference between being a leader or follower. That has served me well in any business relationship I have had since then.” — Stephen Chirello, Owner, Steve Chirello Advertising, Fulton “Someone will always do it for less; they will also take the most effort to service or satisfy and leave you for the next lower price.” — John M. Henry, Owner, Speedway Press, Mitchell Printing, Phoenix Press, Oswego “I’m going to answer this question by turning it around and giving my own advice that is, ‘Always treat every customer as if they were your only customer!’ We are celebrating our 50th anniversary in business this year. We started our business on March 25, 1976. My advice works.”” — Nick Chervinsky, President, Brewerton Pharmacy, Brewerton “’You need to toot your own horn, my grandfather, Howard D. Dice, told me.” — Beth Ann Dice, Women’s active aging and cancer recovery coach, Mission Movement Wellness Studio & Breast Cancer Recovery Studio, Fulton “In the micro enterprise class, they taught, ‘Get a good lawyer, accountant and bank.’ That was over 30 years ago and I still have those three today. I chose good people I could grow with.” — Tony Pauldine, Owner, Anthony M. Pauldine General Contractors Inc., Oswego “From my grandfather; ‘Listen to everyone! You never know where you will get the solution you need.’” — Kevin Dean, Executive director, Oswego County Opportunities, Fulton “‘Preparation is the mother of success.’ My dad always drilled that into my head growing up, and it has helped me avoid a lot of snags in both my personal and professional life. Thanks, Dad!” — Bekkah Frisch, Owner and president, iHeart Holdings, Inc., Fulton “If you don’t take a risk and try, you will never know.” — Justin Taber, Owner, Torbitt’s Service Center, Oswego “Be ready to take a loss.” — Cody Seymour, Manager, Damiano’s Eatery, Mexico “I’ve received so much good business advice over the years. When people are giving you advice, always be curious rather than judgmental. Follow your gut. Doing the right thing is never the wrong thing.” — Dana Decker, Principal owner/broker, Berkshire Hathaway Home Services, Oswego ’Do it and figure it out later.’ It hasn’t failed me yet. Too many people take time to think about doing this and this and this and then the opportunity is over with. If it’s somewhat reasonable — if it’s not something outrageous — do it and figure it out later.” — Jeremy Allen, Licensed real estate salesperson, Acropolis Realty Group, Syracuse “’Try to meet the needs of the customer. Treat them like you’d like to be treated.’ It’s like the Golden Rule says.” — Douglas Dickson, Physician and associate at CNY Foot Surgery and Podiatry Care, East Syracuse “The best piece of business advice I’ve ever received applies to life in general: always be honest. Never overstate your capabilities and always be willing to ask questions. The more specific you can be in any given topic will always lead to a better outcome.” — Tom Fernandez, President, Woodbine Hospitality, Syracuse “As a business owner, the advice would be ‘Don’t overextend yourself. Especially in agriculture, expect issues to come up.’ If something is going right, it’s not true agriculture. This last season, we scaled very hard to field another crew. We got more drones, crew and generators based on projections. This last season hit the ag community hard with a very wet spring. We did 15,000 to 20,000 acres for fungicide and the same for cover crop seeding in 2024. We scaled to 25,000 to 30,000 for 2025. We ended up doing 2,000 for fungicide and 3,000 for cover crop seeding. That’s why that advice was good.” — Rick Jordan, Operations manager, CNY Drove Services, Clinton “’Keep your head down, mind your own business and do the best for your clients that you can do.’ It has a lot to do with my success in working for Galloway Century 21.” — Ed Fayette, New York state licensed real estate agent, Century 21 Galloway, Oswego “’Expand in all ways, always.’ It just keeps you going and keeps you growing.” — Stephen Baier, Licensed real estate person, The Real Estate Agency & Bouck Commercial, Auburn “The best advice is, ‘Your biggest asset you won’t see on the books because it comes from your employees.’” — David Flickinger, Owner, Edible Arrangements, Syracuse “Don’t take things personally when you’re working with the public.” — Leeann Desimone, Manager, Annie’s Hallmark Shop, Auburn “‘Follow up.’ The customer knows that you care about what you are doing and that their opinion counts. Sometimes they might be on the fence about whether they want to use your company. If they’re asking your opinion on things, they feel you are concerned about what you’re doing. They like to be kept in the loop if they’re spending money with you.” — Dorothy Casper, Saslesperson, SweetWoods Memorials, Phoenix “The best business advice I received is ‘Never be the smartest person in the room. Surround yourself with people who are smarter than you.’ That’s how you learn.” — Debbie Bilello, Owner, Virtual Office Solutions, Central Square “’You need to grow your business but you can’t grow too big too fast.’ That’s what we’ve done at Pinnacle Maintenance. We’ve tried to grow but not too fast. Along those same lines, there’s another good piece of advice, ‘Don’t take on more than you can handle because it only leads to a bad name for your business and a bad experience for your customers.’ It goes along the same lines as growing your business slowly and carefully.” — David Wines, Owner, Pinnacle Maintenance, Central Square “Always be on time and do what you say you are going to do.’ I’ve done very well following that advice. Most of my work is referral and I don’t really do any advertising so I have a pretty good customer base. It’s mostly word-of-mouth from satisfied customers.” — Robert J. Fleming, Owner, Bob Fleming Windows & Doors, Brewerton “’Concentrate on your finances, always pay your taxes, and form a team you can depend on. Try to help the community you’re in as much as you can.’ We do all of these all the time here. We give and give and give to the community and the community gives back to us always.” — Susan Bonnet, Co-owner, Bonnet Sales and Service, Central Square “Keep smiling. It brings a positive attitude to the workplace.” — Karin Lindsley, Vice president, DTS Truck Service, Syracuse “‘Customer service above all.’ Following this advice has served us very well.’ — Guy Fox, Owner, Fox’s Discount Parts, West Monroe “The best thing to do is to make sure you’re taking in more money than you’re spending. I wish I could say I’m a good businessman but I have been in business since 1981. I’m not a bean counter but work well with my hands and its’s served me well all these years and I am still in business.” — Matt McGill, Owner, Matt McGill Collision, Brewerton
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.
Spring volleyball: Nebraska tops Iowa State in Sioux Falls
Nebraska volleyball handled business in its first spring match against Iowa State on Saturday, April 11, inside the Sanford Pentagon. Before the match, the two teams agreed to play four sets, as the Huskers won all four (25-17, 25-16, 25-16, 26-24).
“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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