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You can take advantage of rising inventory.
First of all, I want everyone to just take a deep breath and calm down.
Despite data that indicates much slower sales than many anticipated, the American electric vehicle market is not collapsing before it ever really took off. EVs are not failed experiments, public and private investments into battery plants and public chargers are not about to evaporate, and we are not collectively doomed to be driving coal-rolling trucks for lack of a better option until we’ve extinguished most non-cockroach life on this planet.
Three things are true, however. The first is that EVs remain expensive like any new technology, and while that means they aren’t flying off dealer lots in record time, sales are still growing fast — including globally. The second is that Tesla is still posting record revenues and huge sales. Its rapid-fire price cuts have paid off handsomely; the Model 3 and Model Y are lapping everyone else in the EV race because they’re screaming deals. That fact alone has me not worried about declining EV demand.
The third thing is that now may actually be a good time to buy an EV, if you know where to look.
Do you feel better now?
EV adoption remains a long-term (though increasingly difficult) goal for many automakers. More EVs are coming and prices are expected to drop over time as the technology develops and batteries are built stateside. But while immediate action is needed on multiple fronts to reduce carbon emissions, it’s tough to ask many families to spend $60,000 on a Hyundai in this economy. And EVs piling up at car dealerships reflects this trend, but it doesn’t reflect a lack of interest, experts told me.
“I don't think that's fair to say no one wants EVs,” said Brian Moody, the executive editor of Cox Automotive, the research firm that sounded the alarm about EV inventory increasing. “I don't think that's accurate.”
Moody added, “One thing that we see is that about 50% of shoppers say they're open to the idea of getting an electric car, so that's a pretty good number and that probably bodes well for the future. But that doesn't necessarily translate to sales tomorrow.”
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Cox Automotive’s data indicates U.S. car dealers had a more than 100-day supply of EVs on their lots on average by the end of June — 60 days is considered healthy — and the average EV lists for $63,486. So at a time when interest rates are high and car buyers’ budgets are squeezed, Moody said they may find a $36,000 Hyundai Sonata Hybrid more appealing than a $50,000 fully electric Hyundai Ioniq 6. “I think the good thing about EVs today is they provide consumers a choice,” he said.
Tom McParland has firsthand experience helping buyers to navigate these choices. He runs a consulting service that helps people purchase cars and contributes car-buying advice columns to publications like Jalopnik. (Full Disclosure: I was previously editor-in-chief of that site, where he was one of our contributors.) His service helps about 20 to 30 people a month to buy a car.
McParland said that last year, he was turning away customers who wanted to buy a Ford F-150 Lightning or a Mustang Mach-E because there were none to be found or because dealer markups were so extraordinarily high.
Now, he’s seen a “mixed bag” lately when it comes to EVs: “If I look at how many of my clients in 2023 are requesting EVs or plug-in [hybrids], there’s definitely an uptick overall compared to last year,” he said. However, “as soon as the tax credit rules changed, I saw a big dropoff in the level of interest for those cars,” he said. “Nobody was asking me for Ioniq 5s,” he added, referring to Hyundai’s cyberpunk-looking Model Y competitor.
For a few months at the start of the year, nearly every EV qualified for generous tax breaks. But by spring, only North American-built cars with North American-built batteries could get the incentives, excluding options from Kia, Hyundai, Volvo, BMW, Toyota, and others. And while car dealers don’t want those cars taking up space on lots forever, there’s only so much they can do — or are willing to do, McParland said.
“Dealers can only go so deep until the math no longer makes sense,” he said. “They are not going to discount that car 20% and lose 50% on the back end just to move it.” Also, while a kind of loophole allows more brands to qualify for tax breaks if they’re leased, McParland said he’s a bit skeptical that this always equals a good deal because the price cuts are baked into a lower residual value at the end of your term.
But it’s not that buyers aren’t willing to go green at all. To Moody’s point about hybrids, McParland said he’s seen a huge spike in buyer interest in those cars this year.
“If somebody comes to me looking for a Honda, they don't care about a gas Honda,” he said. “They want an Accord Hybrid, or they want a CR-V hybrid. Because the price delta between the gas and the hybrid version is not much.”
That’s a net positive for the planet. Hybrid cars are still a remarkable tool for reducing emissions right now in ways that may be easier to live with until a more robust EV charging network gets built out. Having said that, McParland told me to forget about deals on hybrid cars. “There’s no deals there because the demand is so high,” he said.
So where can you get deals on a green car right now, especially one that doesn’t use gasoline at all?
Some cursory hunting revealed a number of 2022 model-year EVs that are still “new” cars — maybe they’ve been at the dealership that long and just have a few hundred or thousand miles on them — and are going for almost fire-sale prices. Take this 2022 Hyundai Ioniq 5 with just 2,562 miles for a very tempting $40,000 even (about $6,000 to $10,000 off the average price.) Or this Kia EV6 with 7,353 miles and a $37,991 price tag. I’d seen a few examples recently of the Mustang Mach-E that also fit that bill.
There’s also still the Chevrolet Bolt, which is soon to be discontinued and has some outdated charging tech but is going out with a mid-$20,000 fire-sale bang. Not only are they eligible for the full $7,500 tax credit, but some states are giving extra incentives. In Colorado, for instance, you might be able to pick up one of the last new Bolts for around $15,000 after all the tax credits kick in.
On the manufacturer's side, Ford slashed the prices of the F-150 Lightning pickup (after raising them this year amid supply chain issues) by up to $10,000 this week, leaving the base Lightning Pro at $51,990. Now, that’s still more expensive than it was a year ago, but hey, a deal’s a deal. (It’s also eligible for the full $7,500 tax credit.)
McParland added that he’s seen some more aggressive deals on BMW and Mercedes-Benz’s electric models as part of their summer sales events as well. One reason might be that neither automaker has any fully electric car that qualifies for a U.S. tax credit at the moment. (For the record, I’m a fan of BMW’s i4 electric sport sedan, and other people seem to be too; BMW’s actually doing very well on the EV sales front this year.)
“We're seeing some manufacturer incentives… more so on the higher end of the market,” McParland said. So maybe not great news if you want a commuter on a budget, but not bad if you can stand to treat yourself a bit.
And there’s always Tesla. While McParland said some of his customers have been turned off by the CEO’s recent antics or just want some variety — “People have come to me, and this is the exact conversation. I want EV but I don't want to buy a Tesla, that sort of thing,” he said — the fact is that the cars’ specs are still among the best out there. So are the deals. Between Tesla’s own price cuts and the EV tax incentives, these are hot sellers for good reason right now. “And you’ve got people looking into used ones now that there are so many out there,” McParland said.
Moody added that there are other ways to save on EV ownership besides just the car, too. Many manufacturers offer deals on home chargers or are throwing them in for free. There are also state and federal tax incentives to help cover the cost of charging. “I would not just call a place someplace up and buy [a charger,]” he said. “I would do a lot of research and see if I could get one for free or at a discounted rate.”
Finally, McParland said patience may be a virtue as the year goes on and new model-year cars hit dealerships. That’s when they get more aggressive at moving the older stuff.
“My prediction is that as we start to get closer to the fall, the deals might even get better than they are now,” he said. “I think we're still in the early stages of this ‘too much inventory’ situation.”
America is past the “early adopter” stage of EVs, when people were evangelizing gas-free cars but had few choices and terrible options for living with them. But we’re not in the critical mass stage, either. Getting to that point could take a number of years; transitioning to zero-emission transportation was never going to happen overnight, even if we need it to.
In the meantime, if you see EV ownership in your future, be on the lookout for great deals as much as you are for public chargers near your place.
Read more about EVs:
Tesla Is Still Winning the EV Race
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Why the new “reasoning” models might gobble up more electricity — at least in the short term
What happens when artificial intelligence takes some time to think?
The newest set of models from OpenAI, o1-mini and o1-preview, exhibit more “reasoning” than existing large language models and associated interfaces, which spit out answers to prompts almost instantaneously.
Instead, the new model will sometimes “think” for as long as a minute or two. “Through training, they learn to refine their thinking process, try different strategies, and recognize their mistakes,” OpenAI announced in a blog post last week. The company said these models perform better than their existing ones on some tasks, especially related to math and science. “This is a significant advancement and represents a new level of AI capability,” the company said.
But is it also a significant advancement in energy usage?
In the short run at least, almost certainly, as spending more time “thinking” and generating more text will require more computing power. As Erik Johannes Husom, a researcher at SINTEF Digital, a Norwegian research organization, told me, “It looks like we’re going to get another acceleration of generative AI’s carbon footprint.”
Discussion of energy use and large language models has been dominated by the gargantuan requirements for “training,” essentially running a massive set of equations through a corpus of text from the internet. This requires hardware on the scale of tens of thousands of graphical processing units and an estimated 50 gigawatt-hours of electricity to run.
Training GPT-4 cost “more than” $100 million OpenAI chief executive Sam Altman has said; the next generation models will likely cost around $1 billion, according to Anthropic chief executive Dario Amodei, a figure that might balloon to $100 billion for further generation models, according to Oracle founder Larry Ellison.
While a huge portion of these costs are hardware, the energy consumption is considerable as well. (Meta reported that when training its Llama 3 models, power would sometimes fluctuate by “tens of megawatts,” enough to power thousands of homes). It’s no wonder that OpenAI’s chief executive Sam Altman has put hundreds of millions of dollars into a fusion company.
But the models are not simply trained, they're used out in the world, generating outputs (think of what ChatGPT spits back at you). This process tends to be comparable to other common activities like streaming Netflix or using a lightbulb. This can be done with different hardware and the process is more distributed and less energy intensive.
As large language models are being developed, most computational power — and therefore most electricity — is used on training, Charlie Snell, a PhD student at University of California at Berkeley who studies artificial intelligence, told me. “For a long time training was the dominant term in computing because people weren’t using models much.” But as these models become more popular, that balance could shift.
“There will be a tipping point depending on the user load, when the total energy consumed by the inference requests is larger than the training,” said Jovan Stojkovic, a graduate student at the University of Illinois who has written about optimizing inference in large language models.
And these new reasoning models could bring that tipping point forward because of how computationally intensive they are.
“The more output a model produces, the more computations it has performed. So, long chain-of-thoughts leads to more energy consumption,” Husom of SINTEF Digital told me.
OpenAI staffers have been downright enthusiastic about the possibilities of having more time to think, seeing it as another breakthrough in artificial intelligence that could lead to subsequent breakthroughs on a range of scientific and mathematical problems. “o1 thinks for seconds, but we aim for future versions to think for hours, days, even weeks. Inference costs will be higher, but what cost would you pay for a new cancer drug? For breakthrough batteries? For a proof of the Riemann Hypothesis? AI can be more than chatbots,” OpenAI researcher Noam Brown tweeted.
But those “hours, days, even weeks” will mean more computation and “there is no doubt that the increased performance requires a lot of computation,” Husom said, along with more carbon emissions.
But Snell told me that might not be the end of the story. It’s possible that over the long term, the overall computing demands for constructing and operating large language models will remain fixed or possibly even decline.
While “the default is that as capabilities increase, demand will increase and there will be more inference,” Snell told me, “maybe we can squeeze reasoning capability into a small model ... Maybe we spend more on inference but it’s a much smaller model.”
OpenAI hints at this possibility, describing their o1-mini as “a smaller model optimized for STEM reasoning,” in contrast to other, larger models that “are pre-trained on vast datasets” and “have broad world knowledge,” which can make them “expensive and slow for real-world applications.” OpenAI is suggesting that a model can know less but think more and deliver comparable or better results to larger models — which might mean more efficient and less energy hungry large language models.
In short, thinking might use less brain power than remembering, even if you think for a very long time.
On Azerbaijan’s plans, offshore wind auctions, and solar jobs
Current conditions: Thousands of firefighters are battling raging blazes in Portugal • Shanghai could be hit by another typhoon this week • More than 18 inches of rain fell in less than 24 hours in Carolina Beach, which forecasters say is a one-in-a-thousand-year event.
Azerbaijan, the host of this year’s COP29, today put forward a list of “non-negotiated” initiatives for the November climate summit that will “supplement” the official mandated program. The action plan includes the creation of a new “Climate Finance Action Fun” that will take (voluntary) contributions from fossil fuel producing countries, a call for increasing battery storage capacity, an appeal for a global “truce” during the event, and a declaration aimed at curbing methane emissions from waste (which the Financial Times noted is “only the third most common man-made source of methane, after the energy and agricultural sectors”). The plan makes no mention of furthering efforts to phase out fossil fuels in the energy system.
The Interior Department set a date for an offshore wind energy lease sale in the Gulf of Maine, an area which the government sees as suitable for developing floating offshore wind technology. The auction will take place on October 29 and cover eight areas on the Outer Continental Shelf off Massachusetts, New Hampshire, and Maine. The area could provide 13 gigawatts of offshore wind energy, if fully developed. The Biden administration has a goal of installing 30 GW of offshore wind by 2030, and has approved about half that amount so far. The DOI’s terms and conditions for the October lease sale include “stipulations designed to promote the development of a robust domestic U.S. supply chain for floating wind.” Floating offshore wind turbines can be deployed in much deeper waters than traditional offshore projects, and could therefore unlock large areas for clean power generation. Last month the government gave the green light for researchers to study floating turbines in the Gulf of Maine.
In other wind news, BP is selling its U.S. onshore wind business, bp Wind Energy. The firm’s 10 wind farm projects have a total generating capacity of 1.3 gigawatts and analysts think they could be worth $2 billion. When it comes to renewables, the fossil fuel giant said it is focusing on investing in solar growth, and onshore wind is “not aligned” with those plans.
The number of jobs in the U.S. solar industry last year grew to 279,447, up 6% from 2022, according to a new report from the nonprofit Interstate Renewable Energy Council. Utility-scale solar added 1,888 jobs in 2023, a 6.8% increase and a nice rebound from 2022, when the utility-scale solar market recorded a loss in jobs. The report warns that we might not see the same kind of growth for solar jobs in 2024, though. Residential installations have dropped, and large utility-scale projects are struggling with grid connection. The report’s authors also note that as the industry grows, it faces a shortage of skilled workers.
Interstate Renewable Energy Council
Most employers reported that hiring qualified solar workers was difficult, especially in installation and project development. “It’s difficult because our projects are built in very rural areas where there just aren't a lot of people,” one interviewee who works at a utility-scale solar firm said. “We strive to hire as many local people as possible because we want local communities to feel the economic impact or benefit from our projects. So in some communities where we go, it is difficult to find local people that are skilled and can perform the work.”
The torrential rain that has battered central Europe is tapering off a bit, but the danger of rising water remains. “The massive amounts of rain that fell is now working its way through the river systems and we are starting to see flooding in areas that avoided the worst of the rain,” BBC meteorologist Matt Taylor explained. The Polish city of Nysa told its 44,000 residents to leave yesterday as water rose. In the Czech Republic, 70% of the town of Litovel was submerged in 3 feet of flooding. The death toll from the disaster has risen to 18. Now the forecast is calling for heavy rain in Italy. “The catastrophic rainfall hitting central Europe is exactly what scientists expect with climate change,” Joyce Kimutai, a climate scientist with Imperial College London’s Grantham Institute, toldThe Guardian.
A recent study examining the effects of London’s ultra-low emissions zone on how students get to school found that a year after the rules came into effect, many students had switched to walking, biking, or taking public transport instead of being driven in private vehicles.
Welcome to Decarbonize Your Life, Heatmap’s special report that aims to help you make decisions in your own life that are better for the climate, better for you, and better for the world we all live in. This is our attempt, in other words, to assist you in living something like a normal life while also making progress in the fight against climate change.
That means making smarter and more informed decisions about how climate change affects your life — and about how your life affects climate change. The point is not what you shouldn’t do (although there is some of that). It’s about what you should do to exert the most leverage on the global economic system and, hopefully, nudge things toward decarbonization just a little bit faster.
We certainly think we’ve hit upon a better way to think about climate action, but you don’t have to take our word for it. Keep reading here for more on how (and why) we think about decarbonizing your life — or just skip ahead to our recommendations, below.