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The research instead suggests the opposite is true.

When former President Donald Trump was campaigning in Michigan last week, he warned autoworkers that President Biden’s electric vehicle policies would “put an end” to their “way of life.”
“Hundreds of thousands of American jobs, your jobs, will be gone forever,” he said. “By most estimates, under Biden’s electric vehicle mandate, 40% of all U.S. auto jobs will disappear.”
Trump may be exaggerating, but the underlying idea, that electric vehicles require less labor to manufacture than internal combustion engine cars, is the conventional wisdom. It has been circulated for years by automakers, autoworkers, politicians, and journalists. EVs contain fewer parts, the thinking goes, so naturally they will require fewer workers.
That logic seems obvious, which might be why it hasn’t received much scrutiny. But when I tried to find any research supporting it, what I found instead suggested the opposite. A number of analyses showed that electric vehicles could actually require more labor to build than gas-powered cars in the U.S., at least for the foreseeable future.
There are countless news articles and studies that reiterate the point that electric vehicles “have fewer moving parts” or are “less complex” and therefore pose a threat to autoworkers’ jobs. Many cite a 2017 Ford presentation that mentioned a “30% reduction in hours per unit” as a benefit of producing EVs, or former Volkswagen CEO Herbert Diess, who said in 2019 the company would need to make job cuts due to its switch to EVs, which “involve some 30% less effort.” More recently, as the United Auto Workers strike has ramped up, a 2022 quote from Ford’s CEO Jim Farley that “it takes 40% less labor to make an electric car,” has been circulating.
But I couldn’t find any data, research, or even further explanation backing up these figures. Part of the challenge of digging into these claims is that it’s not clear what they even refer to. Are the CEOs talking about the labor required for final assembly, like dropping in the motor and putting on the doors? Are they taking into account the production of components, like the EV battery? Where do they draw the line on what constitutes EV manufacturing?
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Ford didn’t respond directly to my request for more information about its public estimates. Instead, spokesperson Dan Barbossa replied that if I was going to quote Farley, I needed to include his entire quote. After dropping the “40% less labor” statistic, Farley had continued, “So as a family company, we have to insource so that everyone has a role in this world. We have a whole new supply chain to fill out, in batteries and motors and electronics.”
There may be more to Farley’s words than a bit of public relations fluff. His suggestion that building out new supply chains will help people find “a role” aligns with the conclusions of a study that Volkswagen’s independent Sustainability Council commissioned in 2020. It was conducted by the Fraunhofer Institute for Industrial Engineering, a German research group, using Volkswagen company data, and found only minor impacts on employment due to the transition. Losses can be mitigated by “shifting to the production of new components,” it said, like the individual battery cells that make up the battery packs.
One of the findings was that “employment intensity” for the final manufacturing of Volkswagen’s electric ID.3 is only 3% lower than that of the conventional Golf Mk8. The bigger gap is in the labor required to produce the individual components of each car’s drivetrain. The employment intensity of the battery system and electric motor, combined, was about 40% lower than that of the combustion engine and transmission system.
Notably, the study did not include the jobs required to produce the individual battery cells which make up the battery system, because Volkswagen wasn’t producing them at the time. But a more recent analysis of the U.S. manufacturing landscape found that cell production holds the most potential for job creation, and concluded that if you account for this, the transition to EVs could actually result in significantly more jobs.
Turner Cotterman, a McKinsey consultant, led the research as part of his Ph.D. in public policy and engineering at Carnegie Mellon under Associate Professor Kate Whitefoot. He sought out partnerships with U.S.-based automakers and electric vehicle component manufacturers and collected original data from nine companies on the number of hours it takes to complete more than 250 process steps. In some cases he visited the shop floors and personally gathered the data himself. In his final analysis, he also incorporated public data for an additional 78 production process steps. He used the data to model three scenarios where EV and combustion engine powertrains are produced at the average efficiency, as well as a “most efficient” case and a “least efficient” case.
In every case, EV manufacturing required more hours. The conventional powertrains took 4 to 11 worker hours, while the EV powertrains took 15 to 24. “A lot of the confusion sits around, what parts are you counting in this evaluation?” Cotterman told me. “We’re saying that if you were to produce every single component in an EV in the U.S., that the total sum of those powertrain components will be higher than the equivalent ICE components.”

There are a few important caveats to the research. For one, Cotterman stressed that these are present-day numbers, and they might change as EV plants scale up and learn to be more efficient. When he looked at data from Chinese manufacturing plants, they were a lot more efficient than what he saw in the U.S. And that relates to his other point. Currently, most battery components are not made in the U.S.
“With so many battery components made in China and South Korea, a lot of those potential labor hours are being captured by other countries,” he said. “So it's a question of the future American manufacturing workforce — how do we value them? How many opportunities do we want to extend to them?”
Another report published in 2021 by the Economic Policy Institute, a nonpartisan think tank, reached a similar conclusion. It found that the stakes for workers in the EV transition depend largely on public policy efforts to shore up U.S. manufacturing and enhance job quality. “The real challenge is making sure U.S.-based producers can invest enough to become competitive in battery production, and claw back some of the overall sales market share they lost since the Great Recession,” Josh Bivens, chief economist at the institute, told me in an email. “These are much bigger deals than anything about the inherent production process of EVs — and they’re very amenable to policy.”
Automakers have claimed that paying workers more would put them at a disadvantage and hinder their ability to invest in the EV transition. But in a recent blog post, the Economic Policy Institute argued that with the help of subsidies from President Biden’s signature climate law, the Inflation Reduction Act, automakers have “more than enough money” to invest in EVs, pay workers a fair share, and maintain healthy profits.
The IRA created a domestic manufacturing tax credit that subsidizes the production of battery cells to the tune of $35 per kilowatt-hour of capacity. It offers an additional $10 per kilowatt-hour tax credit for the domestic production of battery modules, or the process of assembling the cells into arrays that later get put into battery packs. And there’s another incentive for automakers to onshore battery production — it will help their vehicles qualify for the IRA’s consumer tax credit.
According to a database maintained by the advocacy group Climate Power, there have been about 10 EV battery manufacturing plant projects announced in the U.S. since the IRA was passed, at least some of which will produce cells.
So is the crux of the matter that EV job losses or gains all come down to batteries? Not necessarily.
Whether or not the U.S. is able to build up domestic battery production, early evidence of the EV transition in the United States shows that EVs may require more labor, even in the final assembly stages.
Anna Stefanopoulou, a professor of mechanical engineering at the University of Michigan, has been investigating three manufacturing sites that used to produce conventional cars and are now producing EVs: A Tesla factory in California that used to be a jointly-owned facility between GM and Toyota that produced Pontiacs and Corollas; a Rivian plant in Illinois that previously produced Mitsubishis; and the Orion Assembly plant in Michigan, where GM transitioned from producing Chevy Sonics and Buick Veranos to electric Chevy Bolts.
Her research has not been peer reviewed or published yet, but Stefanopoulou told me that after analyzing publicly available data sources for employment and output at each plant, she found that productivity had gone down in all three cases. Each one is producing fewer vehicles per worker than they were before, meaning it’s taking more people per vehicle to produce electric cars. The California site, which has been producing EVs for the longest out of the three, showed the most dramatic change. At its peak, the GM/Toyota plant produced 80 vehicles per person per year. The Tesla plant averages 30.
Stefanopoulou believes the data reflects the nascent state of U.S. electric vehicle manufacturing. She predicts that after a decade or so, as processes become more streamlined, the commonly-held belief that EV assembly requires less labor will turn out to be correct. However, she also said that if she were to consider battery cell production, as Cotterman did, EV production on the whole could require more people.
She also stressed that her data is not conclusive, and poses many more questions. For example, she found that overall production per worker in the U.S. is falling. So does the labor intensity at the EV plants reflect something specific about those factories, or a bigger issue in U.S. manufacturing productivity?
It’s also been hard for her team to identify what was actually being produced at each plant at any given time. For example, the previous owners of the California plant did not assemble engines there, but the Tesla factory is assembling battery packs. So that might explain why productivity is so much lower now. But there are a lot of unknowns. “Over the years, they changed their patterns,” she told me. “They take the cells and assemble the pack, or occasionally they manufacture cells. So we don’t know exactly what kind of work the plants include. We know the outputs are vehicles, but what does assembly include?”
In any case, Stefanopoulou is torn about what conclusion to draw from her findings on productivity. “Sometimes I don’t know if what I will present in my paper will be good news or bad news,” she told me. “Maybe it’s good news for our people that are involved, but at the end, you know, we need to be productive also, so that we can actually lower the costs so people can afford buying electric vehicles.”
What seems clear is that whether the transition results in more jobs or fewer depends a lot on which processes you’re including, how many of them will ultimately be done domestically, and how much will get streamlined through automation and other efficiency measures.
At the same time, topline job numbers aren’t the full story. The jobs created in the EV transition will certainly not all resemble the jobs that are lost. They may not be located in the same places, or require the same set of skills. Workers are right to be worried about upheaval.
But these are things that can be managed, if automakers are willing to come to the table with workers, and vice versa. For example, when Ford negotiated the closure of its Romeo Engine Plant at the end of last year, every employee was offered either a buyout or a transfer to another facility. Barbossa, the Ford spokesperson, told me many are now working about 20 minutes away, at the Van Dyke Electric Powertrain Center, building EV power units for the F-150 Lightning and hybrid powertrains for the Maverick and F-150.
I reached out to the United Autoworkers to get their thoughts on these studies, but the union did not respond to my questions. The UAW does appear to have a good handle on the stakes of battery manufacturing, however. Last week, Jim Farley of Ford provided an update on the negotiations, and said that “the UAW is holding the deal hostage over the battery plants.”
Farley vowed that none of its workers will lose their jobs due to battery plants during the next contract period. “In fact, for the foreseeable future we will have to hire more workers as some workers retire, in order to keep up with demand,” he said. “We are open to working with the union on a fair deal for battery plants, but these are multi-billion investments and they have to make business sense.”
Read more about electric vehicles and labor:
What the UAW Wants Exactly — and What It Means for Electric Cars
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We got a much better sense of the Trump administration’s nuclear buildout plans today.
The Energy Department announced its long-awaited loan program that will aim to build a new fleet of nuclear reactors across the country. The department’s in-house bank will provide low-interest loans of up to $17.5 billion to help utilities and power developers buy up to 10 Westinghouse AP1000s, the third-generation nuclear reactor that is that company’s flagship product.
I can’t say this program was entirely a surprise: If you read Heatmap, you’ll remember we reported on the existence of this program — and the discussions between the government, utilities, power developers, and Westinghouse — back in February. Gregory Beard, who leads the Energy Department’s in-house bank, also teased the program at a Houston conference in April.
The program looks roughly as anticipated: It will aim to construct up to 10 new reactors, with two AP1000 Westinghouse reactors across five sites. That could add up to 11 gigawatts of nearly around the clock zero-carbon electricity to the power grid. What’s new is that Westinghouse and the utility will jointly own the power plants.
According to The Wall Street Journal, utilities and Westinghouse will each own part of the plants once they’re built. Five loans will become available; the department is already in talks with seven utilities.
At the high level, it’s a cool program — or at least I think so. Nuclear support has become surprisingly bipartisan, at least at the elite level, in recent years. In New York, Governor Kathy Hochul is trying to develop new nuclear plants. As we’ve noted before, the countries with some of the cleanest power grids in the world, such as France and Sweden, achieved their low carbon emissions in part by undertaking large, state-led nuclear energy buildouts. France, in particular, harmonized its nuclear power plants to a single reactor design and then built them to spec across the landscape. China is engaged in a similar buildout now with a variant of the AP1000. By getting behind the AP1000 in the United States, the Trump administration is following a global best practice.
The idea of a mass buildout makes sense for other reasons, too. Recent nuclear projects in the United States have often faced delays because construction and manufacturing timelines don’t line up. AP1000s are manufactured partly off-site in Westinghouse facilities and then shipped in; when a part arrives late, an expensive construction crew has to sit idle while they wait for it to arrive. (These timing misalignments drove part of the Vogtle plant’s runaway costs in Georgia.) By placing what is in essence a bulk order for AP1000 parts, the new program aims to bring down the cost of production and even allows project sites to swap identical parts as they come available — if one site isn’t ready to receive a pressure vessel, for instance, it can go somewhere else.
I hesitate to praise the project's climate bonafides at the risk of discouraging the Trump administration, but it is worth noting that if this project were to succeed, it would be one of the largest state-assisted build-outs of zero-carbon electricity in recent American history. But it would still take some time to arrive: These reactors aren’t forecast to come online til 2035.
Let me note one more irony. For a long time, the country’s policymakers and nuclear industry (to the extent the latter exists) have dreamt of small modular reactors: petite fission plants that can be manufactured in a factory and would produce a few hundred megawatts. The AP1000, in both its American and Chinese iterations, is a very large reactor — but it has become, in a sense, modular and manufacturable.
Cameco, which owns about half of Westinghouse, saw its stock rise 1.8% in the day’s trading. Brookfield Renewable Partners, which owns the other half, was flat. It was otherwise a choppy day in the markets, with the S&P 500 falling 1.4% and some tech and AI-exposed companies continuing their slide.
There will be much more to say about this program, and we look forward to covering it at Heatmap.
Hyperscalers might be paying billions to avoid blame for rising electricity prices.
Here is a mystery for you: On Wednesday, the House Energy and Commerce Committee will take up the Ratepayer Protection Act, a bipartisan bill sponsored by Colorado Republican Gabe Evans and Florida Democrat Kathy Castor that seeks to enshrine Trump’s similarly named pledge into law.
Among the bill’s supporters is Kentucky Representative Brett Guthrie, a Republican and the chair of the committee. Guthrie is no opponent of artificial intelligence, saying in a statement praising the bill that “Winning the race to AI dominance is essential to securing America’s future global leadership, and that means expeditiously building the power infrastructure needed to support new technologies, while doing so in a responsible way.” Guthrie did not respond to a request for comment.
Microsoft, one of seven large technology companies that agreed to cover any additional grid infrastructure costs stemming from their data centers under Trump’s original Ratepayer Protection Pledge, supports the bill, describing it as an “important step to help ensure American families are protected from rising electricity costs.” Google, another signatory, generally backs the idea of specialized large load tariffs that allocate network costs back to the hyperscalers.
But … why? After all, these companies are voluntarily putting themselves on the hook for what could be billions of dollars in costs that would typically be socialized to all the customers on the grid.
The Data Center Coalition, a trade group including several hyperscalers, has been more circumspect about the bill. Cy McNeill, the group’s senior director of federal affairs, told me in a statement that the group “is reviewing the details of the Ratepayer Protection Act with our members and looks forward to engaging with policymakers on this important topic.”
Evans, Castor, Guthrie, and and the rest appear to be acting not out of hostility towards the AI industry, but rather from a desire to protect it from public backlash fed by rising electricity prices. Earlier this month, Guthrie co-signed a letter to FBI Director Kash Patel, among others, raising concerns that China had “engaged in a coordinated effort to slow U.S. growth in AI development and the building of infrastructure supporting AI data centers” by fomenting domestic opposition — hardly the interpretation of someone working against the industry.
The explanation, perhaps, lies in the answers to two big questions about the Ratepayer Protection Act:
1. Are data centers responsible for higher electricity prices now, or will they be in the future?
2. And would the approach taken in the law actually work to protect ratepayers?
As to the first question, analysts have come up with a nuanced answer. The electricity cost increases we’ve seen in the last five or so years have been largely driven by expenses associated with the distribution grid, including the poles and wires themselves. In some states, like California, the costs come back to wildfires; in others, like Maine, to storm remediation. Looking backwards to 2019, researchers have not been able to find a regular relationship between load growth and price hikes.
In fact, several states “absorbed large industrial and data center load additions while reducing inflation-adjusted retail prices,” according to researchers at Columbia University’s Center on Global Energy Policy. By contrast, some states with little load growth from industry or data centers, such as Maine or California, have seen prices rise substantially.
Many analysts expect electricity prices to continue rising nationally, and data centers could be a driver going forward as demand hits a grid whose capacity to generate and transmit electricity is increasingly strained. This is likely already happening in the country’s largest electricity market, PJM Interconnection, where the system’s independent market monitor has claimed that current and forecasted data center demand has cost customers over $23 billion from recent capacity auctions.
To get prices to actually fall — or at least grow more slowly —it would require that “low-cost supply is available, existing infrastructure is more fully utilized, and cost allocation ensures that new demand contributes to system efficiency,” the Columbia researchers write. Under business as usual however, prices will likely continue to rise.
On the second question, there is much more cynicism.
Critics of the original Ratepayer Protection Pledge, including Harvard Law School’s Ari Peskoe, pointed out that the actual parties to ratemaking — utilities and state regulators — were not involved in the pledge at all. Already, there are accusations that projects developed by pledge signatories could lead to higher prices. Meta's sprawling planned data center project in Louisiana is responsible for the utility’s plans to buy a Texas natural gas-fired power plant, according to documents filed by regulators reviewed by the Times-Picayune. The $1.8 billion deal could lead to $8 a month in additional costs for typical Louisiana ratepayers.
The Ratepayer Protection Act would go a bit further than the pledge, amending the Public Utility Regulatory Policies Act to “establish a Federal standard relating to the recovery of the full, incremental costs of upgrades that serve large-load customers.” Peskoe, however, described this to me in an email as “largely symbolic” and noted that “Congress may not force state regulators to do anything” under current Supreme Court jurisprudence. “This section of PURPA is basically Congress asking state regulators to please take a look at the ratemaking standard.”
That being said, Peskoe noted that “many states and non-regulated utilities do tend to consider PURPA ratemaking standards,” but that there’s “no enforcement mechanism,” depriving the law of any teeth. “States can reject the ratemaking standards or adopt them in a way that deviates from what Congress may have intended.”
Still, it is likely in the political interest of state regulators to come up with something on large load tariffs, the Cato Institute’s Travis Fisher told me. He recommended that the National Association of Regulatory Utility Commissioners “spearhead an initiative to get every state regulator to sign a ratepayer protection pledge,” if only to insulate themselves from political backlash and maintain their power over retail ratemaking.
But even if states do adopt the cost allocation principle, determining exactly which infrastructure is being installed due to a data center and what serves all users can be tricky.
“Any real-world example of this is going to be quite complicated, and the devil’s always in the details,” Ben Schifman, a senior technology fellow at the Institute for Progress and a former attorney at the Department of the Interior and the Department of Justice, told me. While it might be possible to conclude that “a given substation is simply only needed for that data center,” he said, “as soon as you start zooming out into the larger, big-ticket investments, it’s quite complicated to attribute the cost to one user or one group of users.”
In summary, the Ratepayer Protection Act will ask state regulators to consider an approach to data center cost allocation that may not capture all of their costs and will likely do little to arrest the fundamental drivers of higher electricity costs. Viewed through this lens, the logic of the coalition supporting both the original Ratepayer Protection Pledge and the beefed-up Ratepayer Protection Act comes into focus.
Electricity prices are likely to continue to rise, and data center construction has powerful interests behind it. The public’s attitude towards data centers is rapidly souring, and no matter how many nuanced PDFs are published on the topic, people continue to blame data centers for higher electricity costs.
And if prices continue to rise, the big data center developers may be able to point to the Ratepayer Protection Act and say “well, it wasn’t me.”
On simplified oil and gas leases, lawsuits over plastic and coal, and a new climate research database
Current conditions: The U.K.’s Met Office issued its second-ever Red Extreme Heat Warning for Wednesday and Thursday • A wildfire near Eureka, Utah forced the town’s evacuation • Flash flood warnings are in effect today for Southern Massachusetts.
Lucid Motors is downsizing, again. The electric vehicle maker is laying off 18% of its staff just a few months after a 12% reduction in force in February, according to Electrek. The company also eliminated a second production shift at its factory in Casa Grande, Arizona. EV sales plummeted in the U.S. after the federal EV tax credit expired in September. While many automakers are canceling new electric vehicle lines in the U.S., Lucid hasn’t axed any plans yet, and will be releasing its first lower-cost EV, the Lucid Cosmos SUV, later this year with a price tag under $50,000. It’s also preparing to launch a robotaxi service later this year in partnership with Uber and the autonomous driving technology company Nuro. According to Lucid’s new CEO, Silvio Napoli, the staff cuts will help “simplify the company, sharpen execution, and position Lucid to become more competitive over time.”

Trump’s environmental deregulation crusade continues. The Interior Department proposed several changes to the rules governing oil and gas leasing on federal lands Monday that would limit public input and cut costs for companies. Under existing rules, which were updated during the Biden administration, companies must maintain a minimum bond of $500,000 for each state where they hold leases to cover the cost of capping oil and gas wells when they are done drilling. Trump’s proposal would reduce the requirement to $25,000, shifting the financial risk of remediation to state taxpayers. The new rules would also shorten public participation periods from 90 days to 10, and get rid of a requirement that companies include plans to minimize methane emissions when they apply for drilling permits.
Red states are going after California, this time for its nation-leading plastic regulations. In 2022, the Golden State passed a law setting plastic waste reduction targets and requiring companies to cover the cost of recycling of their own products. The state aims to cut single-use plastic packaging on products by 25% by 2032. Now, 17 attorneys general from red states have teamed up with the National Association of Wholesaler-Distributors, a trade group, to sue California, arguing that the rules represent an “unprecedented overreach” that will increase the cost of goods throughout the country.
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In the first case of its kind, 10 Australians are suing the government for violating their human rights by failing to limit fossil fuel production. The claimants, each of whom has been personally affected by climate change-fueled extreme weather, brought the case to the United Nations’ Human Rights Committee on Monday. Some of them have lost their homes to wildfires and floods, while others have experienced health impacts from heat waves. The case follows a 2025 ruling by the International Court of Justice that all governments have an obligation to protect people from climate change, citing support for fossil fuel production and consumption as a potential violation of this obligation. While that ruling didn’t have any enforcement power, it teed up the potential for country-level claims like this one in Australia. The country is the second largest exporter of coal in the world and the third largest exporter of liquified natural gas.
The rumors were true. The Trump administration has appointed Travis Kavulla, a former utility regulator and power company executive, to lead the Bonneville Power Administration, a federal agency that sells electricity from the government’s hydroelectric dams in the Pacific Northwest. Kavulla arrives as the agency prepares for a controversial exit from California’s real-time electricity trading market to join a new day-ahead market overseen by the Southwest Power Pool, a regional transmission organization. Environmental groups are urging Kavulla reconsider the decision, arguing that it risks raising energy costs for Northwest ratepayers.
The climate change research and news site Carbon Brief debuted Project Cosmos on Monday, the world’s largest database of research on the warming planet. It includes more than 1.8 million publications and “captures the vast body of human knowledge about climate change that has accumulated over more than a century of academic study.” The architects created a stunning “star” map that visualizes the collection by clustering of fields of study, such as medicine, chemistry, or agriculture. They also identified the 500 most-cited studies and scientists, with French carbon cycle modeler Philippe Ciais earning the top spot.