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Civil servant exodus: How employees wrestle with whether to stay, speak up or go

Federal civil servants work for a nonpartisan agency, not a specific administration. Kevin Carter/Getty Images

For many Americans, work is not just about earning a paycheck. It is a centerpiece of their lives, and they want their job to be meaningful.

Decades of research suggest this is true for most federal civil servants, who aim to serve not only their organizations and their missions, but also the public and the nation. Over the course of President Donald Trump’s first administration, from 2017-21, we spoke with dozens of federal civil servants. They described their jobs as a calling aligned with their ideals – to serve the government, uphold democracy and serve the public.

Turbulent change during Trump’s first term, however, tested many workers. Over a quarter of the civil servants we spoke with ultimately left the federal government.

Since the start of his second term, Trump has attempted a far more sweeping overhaul of the federal bureaucracy. More than 50,000 federal workers have been fired or targeted for layoffs. The U.S. Agency for International Development was shuttered, for example, and more than 80% of employees have been fired from AmeriCorps and the Consumer Financial Protection Bureau. Another 154,000 federal workers accepted the government’s buyout offers, which are structured as “deferred resignations.”

Yet there are similarities with Trump’s first term, such as his and his appointees’ attacks on civil servants’ loyalty and the administration’s efforts to punish dissent.

Our interviews from Trump’s first term – the basis for the 2025 book “The Loyalty Trap” – may give insight into what civil servants are experiencing today. In some ways, their concerns are unique to government work. Yet they also face a challenge many workers confront during dramatic changes at their organization, regardless of their field: whether to stay or go.

Two people in raincoats stand outside, with one holding a sign that says 'Hands off public servants.'
People protest federal cuts outside the Colorado State Capitol in Denver on May 6, 2025. Helen H. Richardson/MediaNews Group/The Denver Post via Getty Images

Nonpartisan workforce

The federal civil service is composed primarily of career professionals who work for a mission-driven agency, not just a specific administration. These employees consider themselves nonpartisan, prepared to serve presidents from either party.

When a new administration takes over, whether Democratic or Republican, it installs political appointees to lead the agencies that execute federal law. These agencies help develop federal regulations, enforce laws and regulations, provide services and carry out policies. Career civil servants expect to carry out appointees’ instructions, and are under legal and ethical obligations to do so.

The ethical code and oath of office that civil servants swear to upon starting their positions require them to uphold the Constitution, laws and ethical principles, and to “faithfully discharge the duties of [their] office.” They may not “use public office for private gain” and are required to report any “waste, fraud, abuse, and corruption.”

Federal employees expect significant changes in policy direction and describe it as part of the job. As one State Department worker told us in 2018:

“The president is elected by the people and can define his or her own foreign policy, and our job as career officers of the State Department is to enact that person’s policy. So I have no problem — I have my own moral questions about what the president’s foreign policy choices are – but from a commitment and service oath that I’ve taken to work at the State Department, it is my job to implement the intent of the president and the Secretary of State.”

Loyalty trap

Under the first Trump administration, however, many interviewees described a new level of abrupt change and politicization, where personal loyalty to the president seemed prioritized over their agencies’ missions and norms.

Civil servants must abide by the Hatch Act, which forbids some kinds of political activities, like hosting fundraisers – rules meant to shield them from political pressure and keep promotions merit-based. During the first term, however, Trump officials repeatedly violated the Hatch Act, according to a 2021 federal probe.

In this environment during the first Trump administration, “Loyalty [was] to not question,” said a senior officer at the Environmental Protection Agency. Amid increasing mistrust and suspicion, she believed that “whenever you raised a question in this environment, you were thought to be leaking as well.” This cut against some civil servants’ understanding that it was their job, as longtime agency workers and experts, to provide the best advice possible.

Emphasis on personal loyalty was difficult for some of them to reconcile with loyalty to the missions of their agencies or to the public interest, particularly as many policies took a sharp turn. By January 2021, around three-quarters of the regulations, guidance documents and agency memos the Trump administration issued that were challenged in court had been invalidated or withdrawn, according to research at New York University.

Some civil servants working to bolster democracy around the world and at home, for example, were disturbed by shifts in foreign policy. The president frequently praised authoritarian leaders with poor human rights records – such as Vladimir Putin of Russia, Kim Jung Un of North Korea and Reçep Tayyip Erdogan of Turkey – while giving the cold shoulder to allies in Europe.

“The thrust of U.S. foreign policy has generally followed a pretty predictable path,” observed one longtime member of the State Department, who had worked under both Republican and Democratic administrations. “This administration has come in and has basically disregarded the overall imperative that we have to promote democracy and to promote transparency.”

Around 80% of our interviewees said they were experiencing moral dissonance as a result of the sense that their own values, job standards and political leaders’ expectations did not align. These workers were experiencing what we call a “loyalty trap”: the sense of being caught between following higher-ups’ directives and complying with other professional and ethical obligations.

Eyeing the exits

German economist Albert Hirschman’s 1970 book, “Exit, Voice, and Loyalty,” helps explain what workers do when they believe their organization is in decline. Hirschman argued that loyalty to an organization can delay a worker’s decision to leave and motivate them to speak up and push for improvement.

A corner of a computer screen showing a form with options for an employee to select.
A federal worker terminated from her job at the Department of Housing and Urban Development reads over an email asking if she wants to come back to work and be put on administrative leave. Joseph Prezioso/AFP via Getty Images

Other studies since then have also examined how loyalty shapes workers’ decisions. Research on industries from journalism to mining and taxi operations suggests that when employees feel they have no opportunity to voice dissent and influence the group’s direction, even the most loyal workers may eventually decide to exit.

However, loyalty to the mission of an organization can shape a worker’s decision in complex ways. Sociologist Elizabeth A. Hoffman, for example, studied workers in conventional versus cooperative, employee-owned businesses. She found that employees in a cooperative food distribution company – who expressed strong allegiance to the company and their co-workers – were more likely to mention exiting in response to grievances than their counterparts in a conventional company. She concluded that the cooperative’s workers’ greater “zeal” for the group’s mission actually made them more likely to consider leaving when they felt frustrated or betrayed.

These findings echo themes among civil servants we spoke with who wound up leaving the government – people who valued public service but doubted their power to use their voice to do work as they saw fit.

Civil servants’ exits can be costly for them and their families – but also for their governments, as public administration scholars have found in countries around the world. Experienced workers’ departure can result in the loss of institutional knowledge, and they are often replaced with political loyalists. A 2023 review of almost 100 studies – including research from more than 150 countries – concluded that governments where employees were hired based on their education and work experience, not their politics, had less corruption, more efficiency and greater public trust.

Under the current U.S. administration – which is openly punishing dissent among civil servants – we expect an even greater number of employees to contemplate departure.The Conversation

Jaime L. Kucinskas, Associate Professor of Sociology, Hamilton College and Yvonne Zylan, Associate Professor of Sociology, University of Calgary

This article is republished from The Conversation under a Creative Commons license. Read the original article.

Valley fire 10th anniversary commemoration event planned

LAKE COUNTY, Calif. — Ten years after it burned a path of destruction through southern Lake County, community members will gather to remember the Valley fire.

The 10th commemoration of the fire will be held on Friday, Sept. 12, at Mandala Springs Wellness Retreat Center, 14117 Bottle Rock Road in Cobb.

Doors open at 12:45 p.m. The event will take place from 1 to 2 p.m.

The commemorative ceremony will begin promptly at 1:24 p.m., which was the time the fire itself began, with the sounding of emergency tone alerts calling everyone to attention and silence.

The event will honor the community’s solidarity and long-term recovery efforts; recognize the  monumental legislative and cultural changes that followed, including new state fire standards and the revitalization of Indigenous practices; and dedicate a memorial plaque to honor the lives lost in the fire.

In attendance will be designated representatives from the offices of Congressman Mike Thompson, State Senator Mike McGuire, and State Assemblymember Cecilia Aguiar-Curry. The event will also honor first responders, community representatives, and nongovernmental organizations for their contributions to Lake County's disaster response and economic recovery.

Speakers advertised by SSCRA for the event are co-host Eliot Hurwitz, executive director of the Seigler Springs Community Redevelopment Association, one of the event’s cosponsors; District 5 Supervisor Jessica Pyska, another event cohost; Cal Fire Chief Paul Duncan, Director Joe Tyler and Assistant Director Anale Burlew; Lake County Sheriff Luke Bingham; Middletown Rancheria Chair Moke Simon; and Cobb Area Council Chair Cathy McCarthy.

For tickets to the free event, register online at Eventbrite.

Editor’s note: This story has been updated regarding the special guests and speakers to be in attendance.

California, Oregon and Washington to launch new West Coast Health Alliance to uphold scientific integrity in public health

On Wednesday, California Governor Gavin Newsom, Oregon Governor Tina Kotek and Washington Governor Bob Ferguson announced they will launch a new West Coast Health Alliance to ensure residents remain protected by science, not politics. 

The alliance represents a unified regional response to the Trump Administration’s destruction of the U.S. CDC’s credibility and scientific integrity.

“President Trump’s mass firing of CDC doctors and scientists — and his blatant politicization of the agency — is a direct assault on the health and safety of the American people. The CDC has become a political tool that increasingly peddles ideology instead of science, ideology that will lead to severe health consequences. California, Oregon, and Washington will not allow the people of our states to be put at risk,” the three governors said in a joint statement.
 
“The dismantling of public health and dismissal of experienced and respected health leaders and advisors, along with the lack of using science, data, and evidence to improve our nation's health are placing lives at risk," said Erica Pan, MD, MPH, FIDSA, FAAP, director and state Public Health officer, California Department of Public Health. "California stands together with our public health and medical professional colleagues to uphold integrity and support our mission to protect the health of our communities.”

“Our communities deserve clear and transparent communication about vaccines — communication grounded in science, not ideology," said Sejal Hathi, MD, MBA, director, Oregon Health Authority. "Vaccines are among the most powerful tools in modern medicine; they have indisputably saved millions of lives. But when guidance about their use becomes inconsistent or politicized, it undermines public trust at precisely the moment we need it most. That is why Oregon is committed, alongside California and Washington, to leading with science and delivering evidence-based recommendations that protect health, save lives, and restore confidence in our public health system.”

“When federal agencies abandon evidence-based recommendations in favor of ideology, we cannot continue down that same path," said Dennis Worsham, Secretary of Health, Washington State Department of Health. "Washington State will not compromise when it comes to our values: science drives our public health policy. Public health at its core is about prevention — preventing illness, preventing the spread of disease, and preventing early, avoidable deaths. We stand firmly with trusted medical professionals and organizations like the American Academy of Pediatrics and the American College of Obstetricians and Gynecologists, as well as fellow West Coast health agencies — whose guidance remains rooted in rigorous research and clinical expertise. Our commitment is to the health and safety of our communities, protecting lives through prevention, and not yielding to unsubstantiated theories that dismiss decades of proven public health practice.” 

Details about this new alliance

Our three states share a commitment to ensuring that public health recommendations are guided by safety, efficacy, transparency, access and trust. 

The alliance will help safeguard scientific expertise by ensuring that public health policies in California, Oregon and Washington are informed by trusted scientists, clinicians, and other public health leaders. 

Through this partnership, the three states will start coordinating health guidelines by aligning immunization recommendations informed by respected national medical organizations. 

This will allow residents to receive consistent, science-based recommendations they can rely on — regardless of shifting federal actions.

In the coming weeks, the alliance will finalize shared principles to strengthen public confidence in vaccines and in public health. While each state will independently pursue strategies shaped by their unique laws, geographies, histories, and peoples, these shared principles will form the foundations of the alliance. 

Importantly, the three states affirm and respect tribal sovereignty, recognizing that tribes maintain their sovereign authority over vaccine services. 

CDC’s dismantling

Since its founding, the CDC has been central to protecting Americans from disease. But recent leadership changes, reduced transparency, and the sidelining of long-trusted advisory bodies have impaired the agency’s capacity to prepare the nation for respiratory virus season and other public health challenges. 

In a vacuum of clear, evidence-based vaccine guidance, manufacturers lack reliable information to plan production, health care providers struggle to provide consistent plans of care, and families face uncertainty about access and coverage.

In June, California, Oregon, and Washington condemned Secretary Robert F. Kennedy Jr.’s removal of all 17 members of the CDC’s Advisory Committee on Immunization Practices. 

On Wednesday, their affirmed their commitment to science-driven decision-making. 

“We will continue to provide clear, evidence-based guidance to people living in our states, look to scientific experts in trusted medical professional organizations for recommendations, and work with public health leaders across the country to ensure all Americans are protected. The absence of consistent, science-based federal leadership poses a direct threat to our nation’s health security. To protect the health of our communities, the West Coast Health Alliance will continue to ensure that our public health strategies are based on best available science,” the alliance members said in their joint statement.

Thompson, 130 House Democrats call on House Speaker Johnson to address gun violence

In the wake of the deadly school shooting at the Annunciation Catholic School in Minneapolis, Minnesota, Gun Violence Prevention Chairman Mike Thompson led 130 Democrats in a letter calling on Speaker Johnson to listen to the prayers of millions of Americans and take action to end gun violence.

“Scripture shows examples of leaders like Moses and David standing up to evil to protect their people. Their prayers were not passive but supported them to action. Will this generation of Republican leaders pray not only for the victims, but also for the strength to end gun violence?” wrote the lawmakers.

“Will this generation of Republican leaders look their children and grandchildren in the eyes knowing that they worked to protect them from the leading cause of death for kids and teens?

“Republicans are not bystanders in the gun violence epidemic. You control the White House, House and Senate. The President ended the White House Office of Gun Violence Prevention, made guns that fire like a fully automatic machinegun legal, and diverted law enforcement dedicated to fighting gun violence to other roles. The House and Senate are off to a terrible start spending $1.7 billion to make silencers, sawed off shotguns and short barreled rifles less expensive and proposing devastating cuts to the law enforcement agency that fights gun violence,” they continued.

“Your actions and inactions will be judged for eternity both by all those who follow you in public office and by what Lincoln called ‘a just God.’ Join us in the essential cause of protecting American children from the brutal and unnecessary horrors of any more gun violence,” the lawmakers concluded.

In Johnson’s short tenure as Speaker of the House, gun violence has killed more than 74,640 people and injured another 55,601 people. Gun violence is the leading cause of death for children, teenagers and law enforcement.

Thompson’s office reported that, for decades, Republicans and Democrats have worked together to pass bipartisan bills to help prevent gun violence:

• In 1934, Congress passed the National Firearms Act to regulate machineguns, silencers, sawed off shotguns and short barreled rifles because they were the weapons of choice for gangsters.
• In 1993, Congress passed the Brady Handgun Violence Prevention Act which required background checks. 
• In 1994, Congress passed the Public Safety and Recreational Firearms Use Protection Act, which temporarily restricted access to certain classes of extraordinarily dangerous firearms and large capacity magazines. 
• In 2022, Congress passed the Bipartisan Safer Communities Act which expanded background checks for 18–20-year-olds, cracked down on gun traffickers, closed a loophole exploited by domestic abusers, funded school mental health and encouraged the expansion of state red flag laws. 

These bills saved lives, but more action is needed, Thompson’s office reported.

This Congress, members of the Gun Violence Prevention Task Force have introduced legislation to expand background checks, keep guns out of the hands of people who are a danger to themselves or others, and regulate weapons that are being used by criminals to harm our communities. Congressional Republicans can and should help pass this legislation, the lawmakers said.

Read the full text of the letter below. 


Dear Speaker Johnson,

Since you were elected as Speaker of the House on October 25, 2023, more than 74,640 people in our country have been killed and another 55,601 have been injured by gun violence. In response to the devastating school shooting in Minnesota while children were gunned down in prayer, former Republican Representative Trey Gowdy asked the question that millions of Americans are asking you: “I mean, how many school shootings does it take…” before we do something?

Gun violence is the leading cause of death for children, teenagers and law enforcement. This crisis is unsustainable and will be addressed by this generation of leaders or the next, but we are not bound to endure this pain forever.

In previous generations Republicans have joined Democrats in combatting gun violence.

In 1934, Congress passed the National Firearms Act to regulate machineguns, silencers, sawed off shotguns and short barreled rifles because they were the weapons of choice for gangsters. Leaders acted and saved lives.

In 1993, Congress passed the Brady Handgun Violence Prevention Act which required background checks. Leaders acted and saved lives.

In 1994, Congress passed the Public Safety and Recreational Firearms Use Protection Act which temporarily restricted access to certain classes of extraordinarily dangerous firearms and large capacity magazines. Leaders acted and saved lives.

In 2022, Congress passed the Bipartisan Safer Communities Act which expanded background checks for 18–20-year-olds, cracked down on gun traffickers, closed a loophole exploited by domestic abusers, funded school mental health and encouraged the expansion of state red flag laws. Leaders acted and saved lives.

While each of these laws has reduced gun violence and saved lives, more action is needed now.

Scripture shows examples of leaders like Moses and David standing up to evil to protect their people. Their prayers were not passive but supported them to action.

Will this generation of Republican leaders pray not only for the victims, but also for the strength to end gun violence?

Will this generation of Republican leaders look their children and grandchildren in the eyes knowing that they worked to protect them from the leading cause of death for kids and teens?

Will this generation of Republican leadership protect kids from gun violence while praying, or at school, or in the grocery store, or at a parade…?

Will this generation of Republican leaders join Democrats in action to protect our kids?

Republicans are not bystanders in the gun violence epidemic. You control the White House, House and Senate. The President ended the White House Office of Gun Violence Prevention, made guns that fire like a fully automatic machinegun legal, and diverted law enforcement dedicated to fighting gun violence to other roles. The House and Senate are off to a terrible start spending $1.7 billion to make silencers, sawed off shotguns and short barreled rifles less expensive and proposing devastating cuts to the law enforcement agency that fights gun violence.

In your heart, we are sure that you already know the right thing to do. Former Representative Trey Gowdy, reflected on the terrible school shooting in Minnesota saying, “The only way to stop it is to identify the shooter ahead of time or keep the weapons out of their hands.”

As members of the Gun Violence Prevention Task Force, we have been working tirelessly on polices that keep people safe including keeping firearms out of the hands of those who are a danger to themselves or others; giving law enforcement and the courts the ability to intervene before a crisis has taken place; and restricting access to firearms and devices that are unacceptably dangerous like ghost guns, bump stocks or other devices and firearms that shoot dozens of rounds in seconds. 

Your actions and inactions will be judged for eternity both by all those who follow you in public office and by what Lincoln called “a just God.”. Join us in the essential cause of protecting American children from the brutal and unnecessary horrors of any more gun violence.


Members of Congress who signed onto the letter include: 

Alma Adams; Gabe Amo; Yassamin Ansari; Jake Auchincloss; Becca Balint; Nanette Barragán; Joyce Beatty; Wesley Bell; Suzanne Bonamici; Brendan Boyle; Julia Brownley; Shontel Brown; Salud Carbajal; André Carson; Sean Casten; Kathy Castor; Joaquin Castro; Sheila Cherfilus-McCormick; Judy Chu; Gilbert Cisneros; Yvette Clarke; Emanuel Cleaver; Jim Costa; Joe Courtney; Angie Craig; Jasmine Crockett; Jason Crow; Danny Davis; Madeleine Dean; Diana DeGette; Suzan DelBene; Christopher Deluzio; Mark DeSaulnier; Maxine Dexter; Lloyd Doggett; Sarah Elfreth; Veronica Escobar; Adriano Espaillat; Dwight Evans; Bill Foster; Valerie Foushee; Laura Friedman; Maxwell Frost; John Garamendi; Jesús García; Sylvia Garcia; Daniel Goldman; Jimmy Gomez; Josh Gottheimer; Al Green; Jahana Hayes; James Himes; Chrissy Houlahan; Glenn Ivey; Jonathan Jackson; Pramila Jayapal; Henry Johnson; Julie Johnson; Sydney Kamlager-Dove; Robin Kelly; Timothy Kennedy; Ro Khanna; Raja Krishnamoorthi; John Larson; Stephen Lynch; Seth Magaziner; Doris Matsui; Lucy McBath; April McClain Delaney; Jennifer McClellan; Betty McCollum; James McGovern; LaMonica McIver; Gregory Meeks; Robert Menendez; Grace Meng; Kweisi Mfume; Dave Min; Gwen Moore; Joseph Morelle; Kelly Morrison; Jared Moskowitz; Frank Mrvan; Kevin Mullin; Jerrold Nadler; Richard Neal; Joe Neguse; Donald Norcross; Eleanor Norton; Johnny Olszewski; Ilhan Omar; Frank Pallone; Jimmy Panetta; Nancy Pelosi; Scott Peters; Brittany Pettersen; Mark Pocan; Mike Quigley; Delia Ramirez; Jamie Raskin; Andrea Salinas; Linda Sánchez; Mary Gay Scanlon; Janice Schakowsky; Bradley Schneider; Hillary Scholten; David Scott; Terri Sewell; Lateefah Simon; Greg Stanton; Suhas Subramanyam; Thomas Suozzi; Eric Swalwell; Mark Takano; Shri Thanedar; Bennie Thompson; Mike Thompson; Dina Titus; Jill Tokuda; Paul Tonko; Norma Torres; Lori Trahan; Derek Tran; Juan Vargas; Marc Veasey; Nydia Velázquez; Debbie Wasserman Schultz; Bonnie Watson Coleman; Nikema Williams; Frederica Wilson.

The Gun Violence Prevention Task Force was formed in the aftermath of the mass shooting at Sandy Hook Elementary School in 2012 and has been instrumental in passing a number of gun violence prevention measures. The Task Force numbers over 160 members of Congress. The Gun Violence Prevention Task Force played a leadership role in securing the most significant gun violence prevention legislation in 30 years with the passage of the Bipartisan Safer Communities Act, higher funding to run the background checks program and research gun violence, and programs to break the cycle of violence.

AI has a hidden water cost − here’s how to calculate yours

How many AI queries does it take to use up a regular plastic water bottle’s worth of water? kieferpix/iStock/Getty Images Plus

Artificial intelligence systems are thirsty, consuming as much as 500 milliliters of water – a single-serving water bottle – for each short conversation a user has with the GPT-3 version of OpenAI’s ChatGPT system. They use roughly the same amount of water to draft a 100-word email message.

That figure includes the water used to cool the data center’s servers and the water consumed at the power plants generating the electricity to run them.

But the study that calculated those estimates also pointed out that AI systems’ water usage can vary widely, depending on where and when the computer answering the query is running.

To me, as an academic librarian and professor of education, understanding AI is not just about knowing how to write prompts. It also involves understanding the infrastructure, the trade-offs, and the civic choices that surround AI.

Many people assume AI is inherently harmful, especially given headlines calling out its vast energy and water footprint. Those effects are real, but they’re only part of the story.

When people move from seeing AI as simply a resource drain to understanding its actual footprint, where the effects come from, how they vary, and what can be done to reduce them, they are far better equipped to make choices that balance innovation with sustainability.

2 hidden streams

Behind every AI query are two streams of water use.

The first is on-site cooling of servers that generate enormous amounts of heat. This often uses evaporative cooling towers – giant misters that spray water over hot pipes or open basins. The evaporation carries away heat, but that water is removed from the local water supply, such as a river, a reservoir or an aquifer. Other cooling systems may use less water but more electricity.

The second stream is used by the power plants generating the electricity to power the data center. Coal, gas and nuclear plants use large volumes of water for steam cycles and cooling.

Hydropower also uses up significant amounts of water, which evaporates from reservoirs. Concentrated solar plants, which run more like traditional steam power stations, can be water-intensive if they rely on wet cooling.

By contrast, wind turbines and solar panels use almost no water once built, aside from occasional cleaning.

Large concrete towers emit vapor into the atmosphere.
Cooling towers, like these at a power plant in Florida, use water evaporation to lower the temperature of equipment. Paul Hennessy/SOPA Images/LightRocket via Getty Images

Climate and timing matter

Water use shifts dramatically with location. A data center in cool, humid Ireland can often rely on outside air or chillers and run for months with minimal water use. By contrast, a data center in Arizona in July may depend heavily on evaporative cooling. Hot, dry air makes that method highly effective, but it also consumes large volumes of water, since evaporation is the mechanism that removes heat.

Timing matters too. A University of Massachusetts Amherst study found that a data center might use only half as much water in winter as in summer. And at midday during a heat wave, cooling systems work overtime. At night, demand is lower.

Newer approaches offer promising alternatives. For instance, immersion cooling submerges servers in fluids that don’t conduct electricity, such as synthetic oils, reducing water evaporation almost entirely.

And a new design from Microsoft claims to use zero water for cooling, by circulating a special liquid through sealed pipes directly across computer chips. The liquid absorbs heat and then releases it through a closed-loop system without needing any evaporation. The data centers would still use some potable water for restrooms and other staff facilities, but cooling itself would no longer draw from local water supplies.

These solutions are not yet mainstream, however, mainly because of cost, maintenance complexity and the difficulty of converting existing data centers to new systems. Most operators rely on evaporative systems.

A simple skill you can use

The type of AI model being queried matters, too. That’s because of the different levels of complexity and the hardware and amount of processor power they require. Some models may use far more resources than others. For example, one study found that certain models can consume over 70 times more energy and water than ultra‑efficient ones.

You can estimate AI’s water footprint yourself in just three steps, with no advanced math required.

Step 1 – Look for credible research or official disclosures. Independent analyses estimate that a medium-length GPT-5 response, which is about 150 to 200 words of output, or roughly 200 to 300 tokens, uses about 19.3 watt-hours. A response of similar length from GPT-4o uses about 1.75 watt-hours.

Step 2 – Use a practical estimate for the amount of water per unit of electricity, combining the usage for cooling and for power.

Independent researchers and industry reports suggest that a reasonable range today is about 1.3 to 2.0 milliliters per watt-hour. The lower end reflects efficient facilities that use modern cooling and cleaner grids. The higher end represents more typical sites.

Step 3 – Now it’s time to put the pieces together. Take the energy number you found in Step 1 and multiply it by the water factor from Step 2. That gives you the water footprint of a single AI response.

Here’s the one-line formula you’ll need:

Energy per prompt (watt-hours) × Water factor (milliliters per watt-hour) = Water per prompt (in milliliters)

For a medium-length query to GPT-5, that calculation should use the figures of 19.3 watt-hours and 2 milliliters per watt-hour. 19.3 x 2 = 39 milliliters of water per response.

For a medium-length query to GPT-4o, the calculation is 1.75 watt-hours x 2 milliliters per watt-hour = 3.5 milliliters of water per response.

If you assume the data centers are more efficient, and use 1.3 milliliters per watt-hour, the numbers drop: about 25 milliliters for GPT-5 and 2.3 milliliters for GPT-4o.

A recent Google technical report said a median text prompt to its Gemini system uses just 0.24 watt-hours of electricity and about 0.26 milliliters of water – roughly the volume of five drops. However, the report does not say how long that prompt is, so it can’t be compared directly with GPT water usage.

Those different estimates – ranging from 0.26 milliliters to 39 milliliters – demonstrate how much the effects of efficiency, AI model and power-generation infrastructure all matter.

Comparisons can add context

To truly understand how much water these queries use, it can be helpful to compare them to other familiar water uses.

When multiplied by millions, AI queries’ water use adds up. OpenAI reports about 2.5 billion prompts per day. That figure includes queries to its GPT-4o, GPT-4 Turbo, GPT-3.5 and GPT-5 systems, with no public breakdown of how many queries are issued to each particular model.

Using independent estimates and Google’s official reporting gives a sense of the possible range:

  • All Google Gemini median prompts: about 650,000 liters per day.
  • All GPT 4o medium prompts: about 8.8 million liters per day.
  • All GPT 5 medium prompts: about 97.5 million liters per day.
A small black spigot spews a stream of water over a green grass lawn.
Americans use lots of water to keep gardens and lawns looking fresh. James Carbone/Newsday RM via Getty Images

For comparison, Americans use about 34 billion liters per day watering residential lawns and gardens. One liter is about one-quarter of a gallon.

Generative AI does use water, but – at least for now – its daily totals are small compared with other common uses such as lawns, showers and laundry.

But its water demand is not fixed. Google’s disclosure shows what is possible when systems are optimized, with specialized chips, efficient cooling and smart workload management. Recycling water and locating data centers in cooler, wetter regions can help, too.

Transparency matters, as well: When companies release their data, the public, policymakers and researchers can see what is achievable and compare providers fairly.The Conversation

Leo S. Lo, Dean of Libraries; Advisor to the Provost for AI Literacy; Professor of Education, University of Virginia

This article is republished from The Conversation under a Creative Commons license. Read the original article.

Hammond Park closed until early 2026 for upgrades 

NICE, Calif. — Lake County Parks and Recreation has announced Hammond Park in Nice will be temporarily closed to allow for significant upgrades and improvements. 

The closure began on Tuesday, Sept. 2.

The improvements are made possible through a $2.3 million grant from the Statewide Park Development and Community Revitalization Program, as well as local funds from Quimby Park Development fees and the County General Fund.

The planned improvements include new playground equipment, walking trails, sports fields, lighting, dog park improvements and more. 

Parks and Recreation said these improvements are designed to increase recreational opportunities, improve accessibility, and create a safer, more enjoyable park experience for all residents.

Construction is expected to be completed by early 2026.

During the construction period, the park will remain closed to the public to ensure safety. 

Alternative recreation opportunities are available in Upper Lake, Nice and Lucerne, officials said. 

If you have any questions, please call the Lake County Public Services office at 707-262-1618, Monday through Friday, 8 a.m. to 5 p.m.

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Community

  • Lake County Wine Alliance offers sponsor update; beneficiary applications open 

  • Mendocino National Forest announces seasonal hiring for upcoming field season

Public Safety

  • Lakeport Police logs: Thursday, Jan. 15

  • Lakeport Police logs: Wednesday, Jan. 14

Education

  • Woodland Community College receives maximum eight-year reaffirmation of accreditation from ACCJC

  • SNHU announces Fall 2025 President's List

Health

  • California ranks 24th in America’s Health Rankings Annual Report from United Health Foundation

  • Healthy blood donors especially vital during active flu season

Business

  • Two Lake County Mediacom employees earn company’s top service awards

  • Redwood Credit Union launches holiday gift and porch-to-pantry food drives

Obituaries

  • Rufino ‘Ray’ Pato

  • Patty Lee Smith

Opinion & Letters

  • The benefits of music for students

  • How to ease the burden of high electric bills

Veterans

  • CalVet and CSU Long Beach team up to improve data collection related to veteran suicides

  • A ‘Big Step Forward’ for Gulf War Veterans

Recreation

  • Wet weather trail closure in effect on Upper Lake Ranger District

  • Mendocino National Forest seeking public input on OHV grant applications

  • State Parks announces 2026 Anderson Marsh nature walk schedule 

  • BLM lifts seasonal fire restrictions in central California

Religion

  • Kelseyville Presbyterian to host Ash Wednesday service and Lenten dinner Feb. 18

  • Kelseyville Presbyterian Church to hold ‘Longest Night’ service Dec. 21

Arts & Life

  • Auditions announced for original musical ‘Even In Shadow’ set for March 21 and 28

  • ‘The Rip’ action heist; ‘Steal’ grounded in a crime thriller

Government & Politics

  • Lake County Democrats issue endorsements in local races for the June California Primary

  • County negotiates money-saving power purchase agreement

Legals

  • March 3 hearing on ordinance amending code for commercial cannabis uses

  • Feb. 12 public hearing on resolution to establish standards for agricultural roads

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