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Exit Interview: John Byrne On Building Poets&Quants, Breaking Big Stories & What Business Education Really Needs
As he steps away, P&Q’s founder reflects on 16 years of growth, impact, and the evolution of business education.
Photo highlights from the Coachella Music and Arts Festival
INDIO, Calif. (AP) — The Coachella Valley Music and Arts Festival, in its 25th edition, returns to the Empire Polo Club.
2026 Masters tee times, pairings: Complete schedule, groups, field for Round 4 on Sunday at Augusta National
The quest to win the first major championship of 2026 continues on Saturday at Augusta National Golf Club with Rory McIlroy well out in front
Life on Mars? Tiny cells just survived shock waves and toxic soil
Mars may be hostile, but it might not be entirely unlivable. In lab experiments, yeast cells survived simulated Martian shock waves and toxic perchlorate salts—two major environmental threats on the Red Planet. Their secret weapon was forming protective molecular clusters that shield critical cellular functions under stress. Without these defenses, survival plummeted, pointing to a potential universal strategy life could use beyond Earth.
Bullpen took care of business for the Hens
The Official Site of Minor League Baseball web site includes features, news, rosters, statistics, schedules, teams, live game radio broadcasts, and video clips.
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
Republicans are torn on following Trump's lead in governor's race
Republicans have a rare, if slim shot at winning the governor’s mansion in deep blue California — but risk blowing it if they’re divided.
South Carolina sweeps Mizzou in battle of SEC bottom dwellers
The Tigers put up a two-out ninth inning rally, but they fell short in their 6-4 loss to the Gamecocks on Saturday.
Deion Sanders Offers Health Update After Colorado's Spring Game
Following his NFL career, Colorado Buffaloes coach Deion Sanders has had a few complications with his health, which have included blood clots and bladder cancer
Columbus organization hosts free Black maternal health expo
The Columbus, Georgia Chapter of Jack & Jill of America held its first-ever Black Maternal Health Expo this morning at Comer Gym.
Assessing Flutter Entertainment (NYSE:FLUT) Valuation After A Steep Year To Date Share Price Slide
Flutter Entertainment (NYSE:FLUT) has been drawing attention after a steep share price slide in the past 3 months, with the stock down about 53% year to date at a recent price of US$102.38. See our latest analysis for Flutter Entertainment. The recent 90 day share price return of 52.45% and 1 year total shareholder return of 55.83% both sit sharply in negative territory, suggesting momentum has been fading rather than building despite earlier gains in recent years. If this kind of reset has...
'DWTS' alum Hayley Erbert says her heart is 'breaking into a million pieces' after having first baby with Derek Hough
'DWTS' alum Hayley Erbert says her heart is 'breaking into a million pieces' after having her first baby with Derek Hough two years after a life-threatening health scare: 'Motherhood is even more complex and contradicting than I could have ever imagined.'
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.,…
A Look At Madison Square Garden Entertainment (MSGE) Valuation After New Impossible Foods Partnership
Partnership with Impossible Foods puts food trends in focus for MSGE stock Madison Square Garden Entertainment (MSGE) is in the spotlight after announcing a multiyear partnership with Impossible Foods that introduces a dedicated plant-based concession concept inside The Garden. The agreement ties Impossible Foods branding to New York Knicks and New York Rangers home games and expands plant-based menu options across concourses and premium areas, giving investors a fresh angle on how MSGE...
IBA NOMAD 14 delivers spectacular night of combat sports in Almaty
Almaty, Kazakhstan – A historic night for combat sports concluded at the Almaty Arena as the inaugural IBA NOMAD 14 joint tournament captivated a capacity of 13,000 spectators. The event, […]
Musicians and music lovers flock to Little River’s Star Tavern
There’s a small blue and red building that sits back from a busy highway in Little River, that one regular customer describes as an “artistic mecca” for musicians. And it is flourishing under Ron Johnson's leadership.
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
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.
Seniors: John Lemp, 70
Has been working for more than 50 years in the business — M. Lemp Jewelers in Syracuse — that his great-grandfather started in 1890 By Mary Beth Roach Don Lemp owns and represents the fourth-generation of the family business, M. Lemp Jewelers, but he still calls himself “a counter guy.” “I love interacting with couples. It’s a wonderful business. You’re celebrating marriages, engagements, births, anniversaries — all these different significant moments that people invite you into their lives for whatever brief period of time it might be to help them celebrate whatever their important occasion is,” he said. This is one of several reasons why Lemp, at 70, has been working for more than 50 years in the business that his great-grandfather started in 1890. Always located in the downtown Syracuse area, the store has been situated in the building that the family owns on East Fayette and Warren streets since 1971. He jokes that he’s been in the business so long he is now selling engagement rings to the second generation in some families. He also loves the opportunity to learn about the ever-changing industry and gemstones. “You have to know not only diamonds, but all the colored stones, from A to Z, from andalusite to zircons,” he said. Lemp said he had originally thought he wanted to become an attorney, but while working part-time in the store while attending college at Syracuse University, he decided to follow in the family business. His father, Walter D. Lemp Sr., and his mother tried to discourage their son from pursuing retail, reminding him of the hectic hours and lifestyle intrinsic in this business. But the younger Lemp [whose full name is Walter D. Lemp Jr.] prevailed. So, over the years, father and son got to work together in the family business for 35 years. And while many other jewelers retreated from downtown to suburban malls in the 1970s, the Lemps decided to stay downtown. And it’s a decision that Lemp Jr. feels it has worked out well. As he explained, downtown Syracuse is seeing a rebirth. One website, Point2Home.com, has noted that more than 6,000 people live there and the median income is about $62,000. In addition, according to the website that Lemp built years ago, the store can cater to customers throughout the country. His customers, whether from across the country or across Onondaga County, are just one reason that Lemp stays engaged in the business. His employees, the opportunity to continue to learn in an industry, and the challenge to continue to improve business are all other reasons, he noted. He’s also been able to travel to India to buy diamonds and he enjoys buying and selling estates. “I’d rather gallop in the corral than ride into the sunset,” Lemp said.
If You Visit JoJo’s Diner, Bring Your Appetite
By Stefan Yablonski Q: When did you open? A: We opened Oct. 1. Q: Did you have a previous business? A: This is my first business ever. Q: So why did you start this? A: I was cooking for people my entire life and I decided I’m just going to try it on my own. And here we are! Q: How’s business been? A: It’s been good. Kind of slow over the winter, but starting to pick up now that the weather is getting better. We have high hopes for spring. We were really hopping over the weekend when it was much nicer out. Q: What’s your best dish? A: Our junkyard plates are our huge specialty. It’s a huge messy plate of goodness. We also have breakfast sandwiches, waffles, smashburgers and more. Q: Do you own this building? A: We lease from Chuck Burger. He’s our landlord. He has been super helpful. He provided all the equipment. I didn’t have to. Q: You’re a breakfast spot? A: We do breakfast and lunch all day. It’s kind of our thing. We are open 7-3 every day except Tuesdays. Q: How big is your staff? A: Currently it’s one other person. It’s just been me on the front end and someone in the kitchen or vice versa. Q: It’s all to go? A: Everything comes out ‘to go’ — served in to-go containers. You can eat inside or you can take it with you. We don’t have to provide extra staff for waitresses and dishwashers and all that. Q: Do you have any business background? A: I did the small business program at the college. But that’s about it. We’re new, but we’re still building. We hope to grow and stay here for a long time.
Luzerne County Arts & Entertainment Hall of Fame announces Class of 2026
WILKES-BARRE — The Luzerne County Arts & Entertainment Hall of Fame announced its Class of 2026.
RDC Hosts Free Business Booster Workshop And Intensive Networking Lunch April 14 At SALA
Visit the post for more.
Americans wait overnight for access to free healthcare as costs soar ‘out of reach’
Some Americans are sleeping in their cars for days to receive free healthcare from Remote Area Medical's volunteer pop-up clinics across the country. CEO Chris Hall shares details.
Cavaliers conclude regular season vs. last-place Wizards
The playoff-bound Cleveland Cavaliers and last-place Washington Wizards are locked into their spots in the standings, leaving nothing tangible for either team to play for -- except pride -- in their regular season finale Sunday.
Assessing Caesars Entertainment (CZR) Valuation As Investors Revisit The Stock’s Recent Performance
Why Caesars Entertainment (CZR) is on investors’ radar Caesars Entertainment (CZR) has drawn attention after recent share price moves, with a 1 day gain of about 1.7% contrasting with a loss of roughly 7.5% over the past month. See our latest analysis for Caesars Entertainment. That short term 1 day and 7 day share price strength sits against a 30 day share price return of about an 8% decline, a 90 day gain of 9.1% and a 1 year total shareholder return of 6.1%. Longer term total shareholder...
Jerry Demings continues to lag behind David Jolly in fundraising race for Democratic gubernatorial nomination
The former Republican has a five-to-one financial edge over the Central Florida political veteran.
U.S. Moves to Deport Son of Prominent Figure in Iranian Revolution
Federal agents arrested a man whose mother served as a spokeswoman for the Islamist embassy captors during the hostage crisis that began in 1979.
It’s Time To Forget About The MacBook Air
Apple’s MacBook Neo has disrupted the PC laptop market while leaving the MacBook market relatively intact. Is there value in Tim Cook disrupting the MacBook Air?
Iowa romance author Denise Williams loves happy endings
Her first book, “How to Fail at Flirting,” was published in 2020. Since then she’s written 10 more. All of them have been in the romance genre, including her most recent release, “The Re-Do List.”
Dragon Age: Inquisition Servers Going Offline Later This Month
The online features have outlasted many live-service games, including Bioware’s own Anthem
Chicago Cubs Rumors: Insider Addresses Likelihood of Lucas Giolito Signing
ENTERTAINMENT: WAC hosts Australian Chamber Orchestra
The Australian Chamber Orchestra is premiering “Horizon,” a new work it commissioned from Pulitzer- and Grammy-winning composer John Luther Adams, on its current tour. It includes an 8 p.m. concert Saturday at Fayetteville’s Walton Arts Center
Rhode Island Marijuana Business License Lottery Blocked By Federal Judge Amid Challenge To Residency Rules
“Knowing the Act was facing legal challenges…CCC continued forward with its plan to implement the Act and its licensing scheme. The resulting fall-out will be, to be blunt, self-inflicted.” By Christopher Shea, Rhode Island Currant Nearly 100 applicants vying for 20 new cannabis retail licenses that were supposed to be awarded via lottery as soon […]
Local View: Parable of three donors illustrates money in politics
From the column: "If the candidate takes the cash, it will be commingled into one larger snowball of contributions to make larger buys with diminishing marginal returns in voters per dollar."
Are the Bills better after offseason additions and departures?
The Bills made some big moves, including trading for DJ Moore and signing Bradley Chubb. Is Buffalo’s roster improved?
Scientists Baffled by Bizarre “Living Fossil” From 275 Million Years Ago
Tanyka amnicola is a newly identified ancient tetrapod known from unusual twisted jawbones adapted for grinding plants. This rare herbivorous “living fossil” helps scientists better understand early evolution and ecosystems in Gondwana. In a dry riverbed in Brazil, deep within a forest near the A
“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.
Photo Of Cameron Brink, LeBron James Grabs Basketball World's Attention
WNBA star Cameron Brink was at Crypto.com Arena on Friday night to watch LeBron James and the Los Angeles Lakers square off against the Phoenix Suns. Unfortunately for the Lakers, this month hasn't been very kind to them. A few days ago, All-Star guard Luka Doncic suffered a grade 2 hamstring ...
Microbial hockey: Scientists discover how bacteria rotate tiny pucks
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Atlético Madrid ‘astounded’ by Barcelona’s refereeing complaints
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Paul Renner fundraising falls off, with roughly $800k raised to kick off 2026, as burn rate escalates
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Artemis II crew used modern photography to tell the visual story of their lunar journey – and update some classic Apollo images
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Will Gibbs Be Injured in the ‘NCIS: Origins’ Season 2 Finale?
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The Growth of the Upper Middle Class, a Focus on Sperm Health and the Workers Shunning AI | WSJ Weekend Reads for April 11
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A longshot, upset bid and a few quick takes
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Colorado Politics calendar Apr. 13-19
CoPo’s weekly political calendar will help you find political and public-policy events throughout Colorado. It includes candidate and issue campaign events, public policy meetings, court hearings, state and local party conventions, assemblies, debates, rallies, parades, speaking engagements, traveling dignitary appearances, water meetings, book signings, county commission hearings, city council meetings and more. As a subscriber, […]
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Texas House committee slaps Democrats with nearly $422K in penalties for 2025 quorum break
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Bielema, Gies, associate athletic director share insights on world of college sports
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Reader's View: Stauber silent on loss of science jobs
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Harvard Business School Expands AI Integration Across MBA Curriculum | News
Harvard Business School Expands AI Integration Across MBA Curriculum | News | The Harvard Crimson
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The Connection Between Food and Mood
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Barcelona vs Espanyol – Predicted lineup and team news
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From You, Me & Tuscany to Euphoria: your complete entertainment guide to the week ahead
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Trump likes to back winners in foreign elections. The upcoming vote in Hungary will test his clout
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Trump likes to back winners in foreign elections. The upcoming vote in Hungary will test his clout
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Exclusive: US intelligence indicates China is preparing weapons shipment to Iran amid fragile ceasefire, sources say
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Connections: Sports Edition today: Hints and answers for April 11, 2026, puzzle No. 565
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Lunar politics: Artemis and the US-China space race
The Artemis program is more than a return to the moon — it marks a new US-China power struggle. Analyst David Ariosto explains the race for resources and influence.
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
Hawks make the playoffs with rout of Cavs
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ShinyHunters Claims Rockstar Games Snowflake Breach via Anodot
Follow us on Bluesky, Twitter (X), Mastodon and Facebook at @Hackread
Yankees Not Making Excuses Over Brutal Offensive Showings
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Temple volunteers prepared local rec centers for spring, summer sports
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IBM to pay $17 million in anti-DEI settlement
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The Rogue Prince Of Persia Physical Release Now Available On Switch 1 & 2
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'Malcolm in the Middle' star Bryan Cranston speaks on stunts, bee stings
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Will Gibbs Be Injured in the ‘NCIS: Origins’ Season 2 Finale?
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How are North Bay alums doing in college sports?
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Blu Cow owner faces final day of business with gratitude, anger
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Exclusive: Four women describe sexual misconduct by Rep. Eric Swalwell, including a former staffer who says he raped her
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Kentucky lumber mill faces 'perfect storm' after diesel prices spike
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Palmetto Sports & Entertainment to broadcast 31 Columbia Fireflies regular-season games
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Maricopa County health officials confirm first heat-related death of 2026
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Player Availability Report: #SKCvSJ
Player Availability Report is SportingKC.com’s look at the latest status updates around the team ahead of upcoming matches and is presented by Saint Luke’s. All details listed are from the league’s official Player Status Report that is submitted the day prior to the match. Sporting Kansas City is set to