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Arsenal u21s to face Manchester City in PL2 play-off
Arsenal under-21s now know the scale of their Premier League 2 play-off test, with a trip to Manchester City setting up another meeting with the side that ended last season’s run.Photo by Lewis Stor...
How to Learn Python for Data Science Fast in 2026 (Without Wasting Time)
What I wish I did at the beginning of my journey
St. Clair Co. Medical Director Nevin pushes twist on public health
Dr. Remington Nevin, the county medical director, helps to lead the monthly meeting of the St. Clair County Advisory Board of Health.
Wisconsin hockey signs Penn State's JJ Wiebusch, Cornell's Alexis Cournoyer
Wisconsin men's hockey coach Mike Hastings added scoring, goaltending depths with his latest signings from the transfer portal.
CU Denver Men’s Basketball Team Plays in National Championship for Club Sports
The CU Denver men’s club basketball team travels to Madison, Wis., to compete in the National Intramural-Recreational Sports Association (NIRSA)
Former Wisconsin man sentenced to 20 months in federal prison
Court records show U.S. District Judge James Peterson sentenced Roger Hoffman on Wednesday.
Former Wisconsin man sentenced to 20 months in federal prison for illegal campaign contributions
A federal judge has sentenced a former Wisconsin man to 20 months in prison for making campaign contributions after renouncing his U.S. citizenship | 1010 WINS
Use caution and keep safety in mind during storm cleanup, Wisconsin health officials warn
Flooding has ravaged parts of Northeast Wisconsin the past few days, while at least five tornadoes touched down in southern Wisconsin earlier this week.
Federal labor official schedules union elections at West Allis, Madison mental health clinics
A National Labor Relations Board official rejected Rogers' argument that all its clinics should vote on union representation.
Colorado shouldn’t risk cutting off access to earned wage access
By Tenisha James I live and work in Connecticut, not Colorado — but what’s happening in your state matters to people like me. I’ve already seen how policies that restrict earned wage access (EWA) can play out in real life. And I wouldn’t wish that experience on Colorado workers. Like many people, I’ve felt the squeeze […]
When scientists interact with science-deniers
On April 6, President Donald Trump hopped on a phone call with the astronauts on Artemis II: Reid Wiseman, Victor Glover, Christina Koch and Jeremy Hansen. During the 12-minute call, something hilarious happened: there was nearly a minute of awkward silence. Just before the silence, Trump told the astronauts, “Well, I have to say, I...
Insurance Coverage Considerations for Sports and Entertainment Events Amid Uncertain Middle East Volatility
Recent geopolitical developments, including escalating US military activity involving Iran, are disrupting the global sports and entertainment landscape. Event cancellations, postponements, and relocations across the Middle East underscore the operational and financial exposure faced by organizers, rights holders, and related stakeholders.
Central Wisconsin high school sports roundup
D.C. Everest and Central Wisconsin picked up wins in high school sports action Thursday.
Roman Space Telescope Science Platform Will Open New Frontiers in Space Science
Preparations for NASA's soon-to-launch Nancy Grace Roman Space Telescope have already introduced historic changes to the field of astronomy. Starting in 2027, Roman will deliver an unprecedented volume of complex survey data that will be impractical to download to individual computers for analysis. Astronomers and engineers at the Space Telescope Science Institute (STScI), working in close collaboration with the mission’s partners at NASA and Caltech/IPAC, have met these new developments head
Scientists discover bacteria can “explode” to spread antibiotic resistance
Scientists have uncovered a surprising twist in how bacteria share genes—including those that spread antibiotic resistance. Tiny virus-like particles called gene transfer agents (GTAs), once ancient viral invaders, have been repurposed by bacteria into delivery systems that shuttle DNA between neighboring cells. The study reveals a key control hub of three genes, dubbed LypABC, that triggers bacterial cells to burst open and release these DNA-packed couriers.
What happened to the 'Desperate Housewives' cast? See the ladies of Wisteria Lane, then and now
With a 'Desperate Housewives' reboot currently in development, check in on the stars of ABC's soapy sensation more than 20 years after its debut.
Former Auburn basketball coach Bruce Pearl named to Jewish Sports Hall of Fame
Former Auburn basketball coach Bruce Pearl is part of a 20-member class being inducted into the Jewish Sports Hall of Fame this year.
Wisconsin women's basketball 2026-27 roster after two portal additions
A pair of transfer portal additions has strengthened the 2026-27 Wisconsin Badgers women's basketball roster.
Road America hints IMSA sports car racing after dark could come soon
Road America fans got their IMSA endurance event, so is racing in the dark next? The Wisconsin track's boss drops hints about the possibility.
Watch Wisconsin business leaders celebrate 2026 Top Workplaces
Business leaders across Wisconsin celebrate the 2026 Top Workplaces and the people behind outstanding work cultures.
Watch business leaders celebrate 2026 Wisconsin Top Workplaces
Business leaders across Wisconsin celebrate the 2026 Top Workplaces and the people behind outstanding work cultures.
Josiah Trotter will continue the "family business" in the NFL, but with his own twist
The Missouri product is carrying a legacy name into the league, courtesy of his dad and brother, but is excited to put his own twist on the linebacker role at the next level.
Gen Z is at the precipice of political power in Wisconsin. Will they use it?
Poll after poll shows that America’s youngest voters have grown increasingly disillusioned with the traditional political system.
UNC Hussman offers new sports play-by-play class | UNC Hussman School of Journalism and Media
This story, written by UNC Hussman alumna Caroline Daly ’24, was originally published on unc.edu. The UNC Hussman School of Journalism and Media has a new, hands-on class available for students interested in sports careers. Students in “MEJO 390: Sports Commentary and Play-By-Play” can call live radio broadcasts for Carolina sporting events, streamed live on the Go Heels website. This spring, 11 students are calling mostly softball games to gain experience and learn the preparation needed for a successful broadcast. The class is capped at a small number to provide consistent, individual feedback. Matt Krause, the radio voice of Carolina women’s basketball, teaches the class to help students sharpen their skills, using his experience with the Tar Heels and calling games for ACC Network and ACC Network Extra. “There is no substitute for live reps, and that is the only way you get better. The classroom component teaches you how to get better, but going about that requires sitting in that chair, making mistakes and being able to know your broadcast is going somewhere,” Krause said. “These students are doing real live games, and they will have tape where if they want to pursue this. They will have ready-made demos to send for jobs. Being able to utilize all the resources of UNC, GoHeels Productions and the Carolina Athletics brand and create these opportunities for students is really impactful.” In the class, students learn fundamentals like how to announce starting lineups for different sports and how to conduct research before games. Krause has led the class in mock preparation exercises, looking at game charts with information about the different teams and players that they can refer to at pivotal moments during the game. Krause and the students then critique each other, listening to clips from the past week to find ways to improve. It’s a rare class without a slew of quizzes or assignments. Their main tasks are calling games and making a portfolio or demo reel of their best calls at the end of the semester, all with the goal of being ready to step into similar roles after graduation. Laible live streams her coverage on the GoHeels website. Calling a live game while broadcasting her coverage allows her to get hands on experience. (Jon Gardiner/UNC-Chapel Hill) Junior Anna Laible ’27 wished for a class just like this. Her first year at Carolina, she interned with the Coastal Plain League, where she was introduced to play-by-play for baseball. “I enjoy the challenge and uncertainty of each game being different because each sport looks a little different,” said Laible. “Each game is different — not just with teams but what could happen with certain records being broken or random trends. That’s what I enjoy most.” She wanted more opportunities for reps during college to prepare for a career after Carolina, so she pitched an idea for the class to Livis Freeman ’99, distinguished associate professor of sports communication. Laible and Freeman reached out to GoHeels Productions for a partnership and then connected with Krause. “This is how at UNC Hussman we separate ourselves: Our students go into the field ready,” said Freeman. “The biggest compliment we get it is when our students start their careers, they don’t need any hand-holding.” Laible calls a Carolina softball game at Kessing Stadium – after pitching the idea to Hussman faculty. Her interest in sports commentary allowed her to apply her interest as she attends Carolina. (Jon Gardiner/UNC-Chapel Hill) Laible is now a student in the class, which has helped her strengthen her skills and deepen her passion for the field. The goal is to expand to other sports like soccer, lacrosse and field hockey. “The hands-on experience I’ve gotten here is invaluable. I’ve loved the classes and professors because they’ve taught me a lot, but it’s also the things outside of class, too, that have helped me grow,” said Laible. “Since being at UNC, I’ve grown a lot in the versatility, from doing writing to production and commentating. UNC Hussman and Carolina have given me the ability to be strong and well rounded.”
Chargé Arnold Speech - Implementation Plan of Five-Year Health MOU - U.S. Embassy in Madagascar
Chargée d’Affaires Stephanie Arnold's Speech Discussion on the implementation plan for the five-year health Memorandum of Understanding (…) Colleagues, and honored guests, Good morning, and welcome to the United States Embassy. It is a pleasure to host you today for the second day of this important workshop to discuss the implementation of our bilateral health Memorandum of Understanding on U.S. Government health activities in Madagascar, made possible through the Trump Administration’s America First Global Health Strategy. Today’s focus— discussing a shared vision and developing a preliminary draft for the health MOU Implementation Plan and the terms of reference for the two committees that will steer its implementation—is a decisive step in moving from commitments on paper to concrete action over the next five years. On December 22, 2025, the Governments of Madagascar and the United States signed a five-year bilateral health MOU, with a financial intention of approximately 554 billion Ariary from the United States and This jointly decided MOU intends to strengthen Madagascar’s health system, support lifesaving services, and improve disease prevention and response that matter to both our countries’ health security. For the United States, this means detecting and containing infectious disease outbreaks including malaria, polio, and emerging health threats before they can reach American shores through international travel and trade, protecting American families while reducing the need for costly domestic emergency responses Yesterday, technical experts from the Ministry of Public Health and the U.S. Government worked in thematic groups to draft a preliminary Implementation Plan. Today, your task is to review the shared vision and preliminary draft MOU implementation plan, and the proposed terms of reference for the Joint Steering Committee and the Operational Committee that will guide its implementation. These committees are not just administrative structures. They are the mechanisms that will ensure clear roles and responsibilities, regular dialogue between our two governments, consistent monitoring of progress, and real accountability for the results that will directly benefit the lives of Malagasy citizens. They will also track performance against the benchmarks we have jointly established, which will guide the continuation of U.S. support over the five-year period . Continued U.S. support will be contingent on meeting these performance benchmarks. This ensures accountability to both American and Malagasy taxpayers and guarantees that our partnership delivers measurable results. America First Foreign Assistance means that U.S. support must be strategic, results-driven, and accountable to our taxpayers. It also means we aim to support greater self-reliance and reduced long-term dependence on foreign assistance, with systems that are increasingly financed and led by Madagascar itself. This approach benefits both our nations: Madagascar gains sustainable health capacity, while the United States advances our health security interests and creates opportunities for American health innovations and companies to support Madagascar’s development. In that spirit, I want to recognize the presence of the Ministry’s leadership and the technical directors and program heads responsible for surveillance, basic health services, family health, immunization, countering malaria, laboratories, medicines, and health information systems. Your leadership and technical expertise are essential if this bilateral health MOU is to translate into real and lasting improvements for people in need across the country. Let me emphasize how important collaboration is to the United States in this effort. We can bring American resources, technical expertise, and tools. But this bilateral health MOU can only succeed if it reflects Madagascar’s priorities and if Malagasy institutions lead and maintain its implementation. We see this not as a U.S. project, but as a joint framework under Malagasy leadership, with U.S. support. That is why we are genuinely pleased to host this event here at the Embassy. Opening our doors to you today symbolizes our commitment to work side by side and to remain transparent about how we use U.S. resources in support of Madagascar’s health system. In closing, thank you for your time and your partnership. We are very happy to welcome you here and proud to accompany Madagascar in this next step of implementation planning for our bilateral health MOU. I wish you a productive and focused session. The work you do today will shape how our two governments cooperate on health in the years ahead; it will influence the quality and reliability of health services that Malagasy communities receive; and, most importantly, it will help protect both our nations from infectious disease threats while building Madagascar’s capacity for long-term health system sustainability. Thank you.
New York Islanders sign star Wisconsin hockey forward
21-year old Wisconsin Badgers forward Quinn Finley has signed a two-year, entry-level contract with the New York Islanders.
Report: Health care costs rising faster than wages in Wisconsin
Ananth Seshadri, director and co-author of a report on health care costs, said increasing costs hurts Wisconsin's economic competitiveness because insurance is often tied to employment.
Wisconsin Senator Proposes Free Streaming Of Sports Games
U.S. Senator Tammy Baldwin (D-WI) is introducing a new bill to stop professional sports leagues from blacking ...
Colorado cannot afford to get the Colorado River wrong
By Larry Don Suckla Colorado and our neighboring states are standing on the edge of a crisis that is no longer theoretical. The Colorado River, the lifeline of the American west, is facing conditions that demand immediate, responsible action. If we fail to act wisely, the consequences will not just be environmental. Right now, the […]
Collaboration needed
Illinois Times published an article April 2 entitled “A collaborative effort for downtown,” referring to the push to create a new taxing body to expand the BOS Center and construct a new hotel. I only wish a “collaborative effort” was indeed the case. While I am not an elected official, I am a longtime advocate […]
Sen. Ron Johnson weighs in on Iran war, gas prices, Wisconsin state politics
The Republican senator joined WPR’s "Wisconsin Today" as Congress is back in Washington to tackle big issues.
This Round 1 is built for chaos: 10 bold predictions that could hit
Let's get nuts and predict the first-round twists that could shake up the draft
Wisconsin tornado causes damage but no injuries in Sussex and Lisbon
A tornado caused significant damage to a historic church and businesses in Sussex and Lisbon. No injuries were reported.
Wisconsin men's hockey vs. Denver breaks ESPN viewership records
While the Wisconsin Badgers men's hockey team fell short against Denver, their National Championship game smashed viewership records on ESPN.
Lowering taxes would help make Wisconsin more competitive
WI tax climate is failing its families and businesses as other states and the nation work to keep more money in the pockets of those who earn it.
Wisconsin Badgers mourn loss of longtime assistant coach Henry Mason
Wisconsin football community remembers Henry Mason, a key figure in Badgers football history and player development.
UBS chairman says key business decisions may soon become unavoidable
Key business decisions may soon become unavoidable, UBS Chairman Colm Kelleher said on Wednesday, turning up the volume on a tense debate about proposed Swiss capital requirements that has triggered growing pressure from markets and shareholders.
"The most fun I've had in the last week playing" - Marathon players react to the mid-season update, and its new friendly-first features
Marathon players react to the new C.A.R.R.I features added to the game, which promote a more friendly approach to the otherwise ruthless extraction shooter.
Gary Gensler Paved the Way for Prediction Markets. Sports Betting Wasn’t Part of the Plan.
Kalshi and Polymarket say their sports bets are allowed under federal law. States argue otherwise. The designer of the law is weighing in.
What’s the allergy forecast? Cloudy, with a good chance of pollen
Over the next few weeks, New Hampshire residents can expect to see yellowish dust coat sidewalks, cars and the insides of windowsills. Peak tree pollen season begins in April, followed
Parenting and Politics: How to Talk to Kids about War
Parenting in times of conflict is never simple. But it is also an opportunity to raise thoughtful, compassionate, and courageous children with a strong moral compass.
Letter: It's not politics, it's the Gospel
"Funny how (Sen.) Cramer thinks it's OK to twist Biblical passages to defend his political cruelty, but not for the Pope to speak out on the very thing all ministers of the Gospel are called to proclaim – advocacy for the least of these and the message of peace, love, grace and acceptance that’s the core of who God is and what preachers are ordained to preach," writes Rev. Paula V. Mehmel.
Wisconsin GOP leaders keeping door open to partisan gerrymandering ban
Wisconsin Republicans say they are open to dialogue with Gov. Tony Evers on banning partisan gerrymandering.
Q&A with chemist Max Delferro: Unlocking breakthroughs in catalytic science
In this Q&A, chemist Max Delferro explains how his team is combining catalysis, artificial intelligence and robotics to speed chemical discovery — cutting catalyst development from decades to years while advancing more efficient industrial processes.
Scientists discover why bread can cause weight gain without extra calories
Bread and other carbohydrate staples may be doing more than just filling plates—they could be quietly reshaping metabolism. In a surprising twist, researchers found that mice strongly preferred carbs like bread, rice, and wheat, abandoning their regular diet entirely. Even without eating more calories, they gained weight and body fat, not because they overate, but because their bodies burned less energy.
After contentious debates, Lexington board approves Chevy Chase mental health clinic
The proposed 52-bed clinic from Roaring Brook has been accused by neighbors of being a drug rehab clinic. The company says otherwise.
Gossip: Howe still involved in transfer plans despite uncertain future
Newcastle's hierarchy are continuing to include boss Eddie Howe in discussions on transfer plans for the summer despite uncertainty over his future at St James' Park for the first time. The I) Arsenal and Chelsea are leading the chase to sign Newcastle's Lewis Hall, 21, but the Magpies will not let the left-back leave easily. (Caught Offside)
Overture Center announces 2026-2027 season
MADISON, Wis. (WKOW) -- The Overture Center unveiled its 2026-2027 season on Monday. The lineup features eight Broadway shows and more than 30 Overture Presents performances.
‘Abbott Elementary’: Did Janine & Gregory Break Up?
Season 5 delivered a jaw-dropping twist in the episode, 'Trip.'
‘Abbott Elementary’: Did Janine & Gregory Break Up?
Season 5 delivered a jaw-dropping twist in the episode, 'Trip.'
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.
How Artemis 2 commander Reid Wiseman saved the mission's moon mascot: 'It's hard not to love this little guy. I can't let Rise out of my sight'
"I stuffed that little guy in a dry bag we had in our survival kit, and hooked the bag onto my pressure suit."
Lewisburg business wins award
A Lewisburg business has been honored for its collaborative approach in working with other regional entities.
How to spot and help someone in a mental health crisis
Experts wish more people spotted the signs earlier: feeling overwhelmed, not feeling “like yourself,” shifts in sleep, behavior and mood.
Find Science and STEM Camps and Summer Offerings from UT Austin
The University of Texas at Austin offers 2026 summer science camps, experiences for high schoolers and other youth programs covering a range of STEM topics.
Argentine bishop offers advice to young people who wish to enter politics
Bishop Juan Liébana of Chascomús, Argentina, describes the ideal profile of a politician: a person of great virtue and integrity intent on building a better society.
This week in PC games: sci-fi shooter Pragmata, 2.5D platformer Replaced, and the most wishlisted game on Steam compete with illuminated manuscripts
All the biggest and most interesting PC games out this week, inlcuding pirate sandbox Windrose, sci-fi adventure Pragmata, and 2.5D platformer Replaced.
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.
AD Chris McIntosh is reportedly leaving Wisconsin for role in Big Ten office
According to two reports, Chris McIntosh, Barry Alvarez's successor as athletic director, is leaving Wisconsin for a job with the Big Ten Conference.
Women in Business Fund supports NNY professionals; grant applications due May 1
WATERTOWN — Professional women across the Jefferson, Lewis, and St. Lawrence counties are invited to apply by Friday, May 1 for 2026 grant support from the Maxine Quigg Women in
Wisconsin AD McIntosh to take new position at Big Ten
Wisconsin AD Chris McIntosh is set to become the Big Ten’s chief strategy officer, reporting directly to Tony Petitti. Exact responsibilities are TBD.
Wisconsin AD McIntosh to take new position at Big Ten
Wisconsin AD Chris McIntosh is set to become the Big Ten’s chief strategy officer, reporting directly to Tony Petitti. Exact responsibilities are TBD.
Bay Area business owner re-dumps mountain of trash on customer driveway after broken promises on payment. Was he right?
This dumpster dispute really dumped things on a whole new level turning one missed payment into a trashy pile of fines, fees and chaos.
Park inequality in Southern California creates health risks, especially during the heat
Park-wise, the region has long been a land of haves and have nots. But a new study from researchers at UC Irvine and Chapman University shows that not all parks are created equal.
"Botany of Nations" on View at The Academy of Natural Sciences Through February 14, 2027
To mark America's 250th birthday, The Academy of Natural Sciences of Drexel University has an exhibition rich with artifacts and plant specimens from the Lewis and Clark expeditions
Your wishes, your voice: Ochsner doctors encourage families to plan ahead for National Healthcare Decisions Day
Every year on April 16, National Healthcare Decisions Day serves as a reminder that medical emergencies rarely arrive with warning. When they occur, the decisions surrounding treatment often must be
Illinois football hosts Mom’s Weekend practice
CHAMPAIGN, Ill. (WCIA) — Illini football took a break from the traditional spring practice for one that featured a special twist. Amidst mom’s weekend on the U of I campus, players’ moms took to the practice field with their sons for a second straight season. These football families are grateful for the quality time together […]
Denver beats Wisconsin 2-1 for its 11th national title and 3rd in 5 years
Denver's Johnny Hicks continued his stellar play by making 29 saves, just two days after a personal-high 49 against Michigan.
Denver Pioneers win 3rd NCAA men's hockey title in 5 years
The Denver Pioneers of the National Collegiate Hockey Conference registered a 2-1 victory over the Wisconsin Badgers to complete the Frozen Four at T-Mobile Arena on Saturday in Las Vegas, the program's third national championship in five years.
Denver defeats Wisconsin to win 11th Frozen Four title
A late goal from Kyle Chyzowski lifted the Pioneers over the Badgers in the NCAA men's hockey championship.
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
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.
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