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The nonprofit uses a mixture of public data and algorithmic magic to unleash funds fast.

Whether they’re dealing with fires like the ones ravaging Los Angeles or hurricanes like those that wreaked havoc in Florida and North Carolina just a few months ago, when natural disasters lay waste to homes and towns, what low-income residents often need most is quick cash. That, however, can be difficult to come by. Insurance companies can take months or even years to fully resolve claims. The Federal Emergency Management Agency requires significant documentation before it will offer relief, and often denies victims with no explanation.
The nonprofit GiveDirectly is trying to circumvent all this maddening complexity, working with Google to overlay government data on things like median income and food stamp enrollment with damage data gleaned from satellite imagery and local incident reports to get cash in the hands of those who need it most — quickly. After a disaster, low-income residents in especially hard-hit areas are automatically deemed eligible for aid, no opt-in necessary. They’ll get a notification on their phone that they qualify for a direct cash transfer, and can enroll in a matter of minutes, with no additional documentation required.
“Especially as disasters become more prevalent and more severe, having a way to pre-verify vulnerable populations — to get people resources as quickly as possible — becomes so valuable,” Laura Keen, GiveDirectly’s U.S. program director, told me. As she explained, cash is often more useful than “in kind” donations such as clothing or food, as it allows recipients to prioritize specific needs and reduces barriers associated with government-run disaster programs. “You have to have the means and the know-how and the language abilities to apply for that assistance,” Keen said. Still, over 75% of global humanitarian assistance is in-kind.
GiveDirectly set up its fundraising campaign for L.A. fire victims on January 10, and is thus far over 40% of the way to its $1 million dollar goal. While the fundraiser won’t officially close for another 25 days, Keen said the organization plans to send out its first payments “as soon as next week.” While GiveDirectly has yet to finalize amounts, it estimates that recipients will get on the order of $3,000 to $4,000 — significantly more than the nonprofit gave to victims of Hurricane Ian in 2022 or Hurricanes Helene and Milton last year. That’s because with these fires, “the damage has been so severe, and we expect people are going to be facing temporary housing costs for a matter of months,” Keen explained. For a campaign like this, Keen said she expects about 88 cents out of every dollar donated to go directly to affected individuals and families, the same efficiency rate as the organization’s Helene and Milton campaign. That remaining 12 cents will go towards transaction fees, offices, and staff.
If these rapid payouts remind you of parametric insurance, you’re on the right track. Parametric insurance also exists to get cash quickly into the hands of those who have experienced disaster, without the need for damage audits. But as is implied by the word “insurance,” it is also an opt-in service that involves the payment of monthly premiums. GiveDirectly’s cash comes out of the blue, free and clear.
To get the actual money out the door, GiveDirectly works with Propel, an app for low-income households to manage government benefits such as SNAP food stamps. GiveDirectly tells Propel what areas its mapping tool has honed in on, and Propel sends out an alert to users in these zones, notifying them that they’re eligible to receive money. Individuals then complete a brief survey confirming their contact information, preferred language, and signing some consent notices.
“The last response that we did in western North Carolina and in Florida last fall, it took them, on average, 68 seconds to complete that enrollment form,” Keen told me. The last time she looked at the data, there were about 2,300 households using Propel in the impacted areas of L.A., a number that’s only growing as the largest fires remain uncontained. Once people enroll, they can expect to receive money directly to their debit accounts within three days.
While quick and simple, this strategy is far from comprehensive. Only about one in four households that receive SNAP benefits has the Propel app. And those that do may not open it regularly, meaning they could miss the alert that they qualify for cash. For Propel users who see the notification, Keen said, enrollment is above 80%, while overall user enrollment is much lower — around 40%. “But typically, we have more Propel users than we have funds,” Keen explained. Basically, it wouldn’t actually be possible to give the target amounts to everyone who meets the criteria. Rather, the strategy is to get money out as quickly as possible, knowing full well there'll be many who are missed. Plus, relying on Propel makes the whole system safe from fraud (something GiveDirectly has dealt with in the past), as Propel users have already verified their eligibility for government benefits. “So we just have very high confidence in who we're supporting,” Keen told me.
Domestic disaster relief was not initially on the agenda for GiveDirectly, which was started in 2008 by a group of econ grad students at Harvard and MIT as a way to get money into the hands of some of the poorest people in the developing world. Since the organization began accepting public donations in 2011, it’s mostly retained this international focus, making its first foray into domestic cash transfers in 2017, when it provided physical debit cards to victims of Hurricane Harvey in Texas.
“At that time, we had pretty rudimentary targeting,” Keen told me. “We would just drive to different areas, talk with as many people as we could, visually look for signs of damage, try to source any open source information where we could, and then overlay that with administrative data.” Since then, the company has integrated artificial intelligence into its hurricane relief efforts, training algorithms to generate damage assessments for thousands or even millions of structures. But fire damage is much more uniform (if a house burns, it’s usually 100% destroyed) and easy to identify from satellite imagery alone, Keen explained.
If GiveDirectly exceeds its fundraising target in L.A., however, it may run out of eligible residents who are reachable via the Propel app, meaning the organization will need to go back to basics: establish an in-person presence in the city., enroll people onsite, and hand out debit cards once more. “Right now our goal is to get to $1 million, and then all of that we can deliver via Propel,” Keen told me. “But if we exceed that, we would definitely explore other options.”
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Quiet desperation, meet artificial intelligence.
Like many new parents, I devote considerable time to thinking about sleep and why it’s not happening. Should I have sung the bedtime song and then changed the diaper? Did the baby need a fourth nap, or was the mistake letting her take a third so close to bedtime? It came as a surprise the other day, then, when a fellow parent in my baby group revealed she isn’t overthinking the whole sleep schedule thing at all. “I asked ChatGPT to write my baby’s sleep plan,” she told us. “It’s validating!”
To this author, personally, outsourcing parenting decisions to the world’s most sophisticated Mad Libs respondent seems like one of the signs that we’re doomed. Sleepmaxxing mothers aside, a plurality of Americans agree with me. Per Heatmap Pro’s latest polling, 45% of voters are “pessimistic” about the long-term impact of artificial intelligence on their lives, with just 22% saying they’re “optimistic” and about a third saying they’re unsure.
Americans were even more negative about the perceived impacts of AI on “society as a whole” — more than half, 55%, said they were pessimistic, while just 17% said they were optimistic. Maybe “future generations” will have it better? Eh. Again, net pessimism outweighed optimism in our polling by more than 30 points (52% to 20%).
Look a little closer at who hates their life because of AI and you might be surprised. The youngest respondents in the survey (and those who will have to live with the tech the longest), were by far the biggest doubters. Respondents aged 18 to 34 reported the most pessimism of any major demographic about the estimated impact of AI on their personal lives, tied with women generally at net 33 pessimistic over optimistic. For AI’s impact on society as a whole, there was a 53-point spread in favor of AI making things worse (68% pessimistic to 15% optimistic), which is 15 points worse than the next most pessimistic age group, the 35- to 49-year-olds.
Seniors, by contrast, are a little more sanguine. Among the 65-and-over crowd, the pessimism gap was a comparatively small net 12. In fact, men over the age of 65 were the only major group to report being more optimistic than pessimistic on AI’s impacts on future generations (34% to 30%) and on their own lives (35% to 32%). By contrast, young women were among the most negative of all groups; nearly three in four women in the 18 to 34 range (73%) said they were pessimistic about AI’s impact on society, and the same group was net 62 under water on AI’s effects on future generations. (Our findings are in keeping with other polls that show a gender gap on the embrace of AI.)
Education, surprisingly, wasn’t a big difference-maker. People who attended college reported nearly identical pessimism about AI’s impacts on society and future generations as non-college-educated respondents. College-educated people were just a few points less pessimistic about AI’s impact on their own lives, 25% versus 29% for those who didn’t attend.
So who actually thinks AI is going to be a good thing? Black respondents were at least more evenly divided on the impact of AI on their personal lives (33% optimistic to 33% pessimistic), though they were less convinced that the technology is good for society or future generations (13 points net pessimistic). People who prefer a hands-off federal approach to AI are generally encouraged by the technology’s application in their own lives, at net 13 optimistic. But even the most AI-friendly group’s outlook dropped off when considering its implications on society as a whole (net 4 pessimistic) and on future generations (net zero).
Independent voters bristled more at AI’s impacts on their lives (pessimism net 32) than Democrats (net 30), and on the question of “society as a whole,” the bloc ran away with net pessimism of 48, compared to Democrats (net 45) and Republicans (net 27). Among Republicans, MAGA voters were net 25 toward pessimism about AI’s impacts on their lives — in spite of President Trump’s boosterism — compared with the even-more-pessimistic non-MAGA voters at net 34 pessimistic.
Are Americans just a half-glass-empty group to begin with? Well, maybe — the percentage of adults who told Gallup they anticipate having “high-quality lives in five years” declined to less than 60% in 2025, the lowest level in two decades of polling. And while this is Heatmap’s first year tracking AI optimism, in Stanford University’s 2025 Artificial Intelligence Index Report, an adjacent line of inquiry found that people are increasingly warming up to the technology, with the “share of individuals who see AI products and services as more beneficial than harmful [rising] from 52% in 2022 to 55% in 2024.”
At the same time, about a third of Americans in our polling worried that AI puts their jobs at risk; a mere 6% said they believe that “AI will create jobs across the country, and I expect my own career to benefit.” Hopefully, there are no baby sleep trainers among their numbers.
The Heatmap Pro poll of 4,118 American registered voters was conducted by Embold Research via text-to-web responses from May 15 to 28, 2026. The survey included interviews with Americans in all 50 states and Washington, D.C. The margin of sampling error is plus or minus 1.6 percentage points.
Current conditions: The southwest monsoon known as “hagabat” has started in the Philippines, dumping up to 4 inches of rain on the archipelago • A strong geomagnetic storm, ranked just two levels below the most powerful type of event of this kind, is underway, threatening radio signals, GPS, and other human instruments that are sensitive to shifts in the Earth’s magnetic fields • San Antonio, where the glorious New York Knicks defeated the Spurs last night, is bracing for rain through the weekend.
To put it in terms a movie lover could understand, President Donald Trump’s Iran War is drinking the U.S. government’s milkshake. Federal stocks of oil have dropped to their lowest level since 2004. Commercial crude stocks fell by 8 million barrels to 433.7 million last week, according to The Wall Street Journal. Unless the Strait of Hormuz reopens soon — which looks less likely now that Iran has called off negotiations with the U.S. and Israel — prices could hit $200 per barrel by summer, said Bob McNally, president of the Rapidan Energy Group consultancy and a former White House adviser. “You start to raise the risk of spillover into other sectors, the economy and financial system … it detonates fragilities in the broader economy and financial system,” he told the Financial Times.
Oklahoma Attorney General Gentner Drummond has filed a lawsuit to block construction of the United States’ first new aluminum smelter in half a century over concerns about the project’s ties to the United Arab Emirates and risks it poses to the state’s cattle industry. Century Aluminum had planned to build the smelter with $500 million from the Biden administration. But in January, as I told you at the time, the company overhauled the deal to partner instead with the Abu Dhabi-based Emirates Global Aluminum, which said it became interested in the project after Trump slapped 50% tariffs on the metal. The move comes after Trump endorsed Drummond’s opponent in this year’s Republican primary for Oklahoma governor.
In the 12-page litigation, the state’s top cop alleged that the smelter, planned for a site 30 miles east of Tulsa, would “leach air and water pollutants that would injure the health, comfort, repose, and safety of the people in the region,” Mining.com reported. “A primary aluminum smelter does not belong in a community’s backyard and its emissions do not respect property lines,” Drummond wrote in the lawsuit, which asks the court to block the project. His lawsuit also refers to the UAE, a close ally of the U.S. and by far the most liberal of the Gulf Arab kingdoms, as an “Islamic foreign monarchy.”
The Electric Reliability Council of Texas, the state’s grid operator, approved what E&E News called two “landmark sets of rules of rules” this week that would “shape the future of data centers in the state if finalized.” One package sets up new criteria and processes for bringing big electricity users onto the grid by reviewing them in batches. The other requires data centers and crypto mining operations to remain online during brief grid disruptions in a bid to avoid the cascading outages that downed the electrical system during 2021’s deadly Winter Storm Uri.
The changes come as opposition to data centers reaches critical new heights. Seven in 10 Americans now oppose server facilities built near their homes, according to a new Heatmap Pro released a poll this week that my colleague Robinson Meyer wrote up here. The backlash has grown so severe that former Representative Ben McAdams, a Republican from Utah, is facing serious pushback from his Democratic opponent for the state’s new 1st Congressional District over his small stake in the renewable energy component of a proposed data center in the area, according to the Salt Lake Tribune.
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Taiwan, if you’ll forgive the pun, is in dire straits. The self-governing republic that has functioned as an independent country since the losing side of the Chinese Civil War fled there in 1949, is almost entirely reliant on imported fossil fuels to keep the lights on and semiconductor fabricators churning out the hardware that makes the island so valuable to the global economy. That reliance only grew last year when the ruling Democratic Progressive Party, which has opposed atomic energy since its founding in the 1980s, completed the country’s nuclear phaseout, shutting the last of the island’s three functioning plants. The government in Taipei is now considering starting back up at least one of the old nuclear plants. But, as I told you earlier this year, it’s also looking to geothermal to make up the difference. On Wednesday, the Ministry of Economic Affairs announced the first government-led tender for geothermal, Think Geoenergy reported. The six-month process is meant to develop geothermal zones in Taitung County, on the island’s southeast coast.
The Iran War isn’t just draining America’s crude stockpiles. It’s also spiking gas prices — and spurring a hybrid boom. Sales of hybrid vehicles revved 33% in May compared to the same month last year, according to a Wall Street Journal analysis of Motor Intelligence data. “The hybrids have been a godsend,” Mark Politte, the dealer principal at Stanley Subaru in Ellsworth, Maine, told the newspaper. They are “hotter than the non-hybrids.” While new vehicle sales are down 4.4% overall this year through May, hybrid sales are up 17% compared with 2025.
Meanwhile, autonomous electric vehicle company Waymo announced a deal on Thursday to recycle batteries from its nearly 4,000 operating robotaxis into battery storage for electric grids in California and Texas. Waymo’s fleet is made up mostly of Jaguar I-Pace EVs, which have 90-kilowatt-hour batteries. “Put a little haircut on that in terms of degradation and the effective capacity that would be left in those batteries when they’re suitable for repurposing, and we’re still talking about pretty significant capacity per battery,” Freeman Hall, CEO of B2U Storage Solutions, Waymo’s partner in the project, told Ars Technica.

The U.S. may be depleting its oil stockpiles, but it has increased its storage capacity for natural gas in the future. Underground storage capacity in the Lower 48 states increased slightly in 2025, growing mostly in the South Central and Mountain West regions, according to new data from the Energy Information Administration. “Underground natural gas storage provides a source of energy when demand increases, balancing U.S. energy needs,” analyst Jose Villar wrote. “We calculate natural gas storage capacity in two ways: demonstrated peak capacity and working gas design capacity. Both increased in 2025.”
Notes from Heatmap’s second Energy Entrepreneurship Summit.
I’m writing from Washington, D.C., today, after having the privilege of watching (and moderating) Heatmap’s second Energy Entrepreneurship Summit this morning. We heard from folks leading in a variety of technologies — geothermal, batteries, fusion, conventional nuclear — but I was struck by a few common themes.
The first was the new wave of excitement about fusion energy and how, in some ways, the artificial intelligence boom has reinvigorated the fusion conversation. Much like fusion, AI was a long-prophesied technology that made steady, iterative improvements over time — and then, one day, delivered a transformative product in the form of ChatGPT. I’m not sure if fusion has yet had a raw technological improvement on par with the transformer, the neural network innovation that preceded today’s AI chatbots and agents, but fusion startups have reported significant improvements in recent years. The industry believes — as do some fusion-pilled policymakers — that they will have commercial reactors on the grid by the mid-2030s.
The second is the degree to which surging electricity demand is pushing forward clean energy across the board. Although many (but not all) hyperscalers prefer to buy clean energy, the raw demand for power is fueling confidence among energy developers and technologists of all stripes. It’s great to make a commodity whose price is rising. At some point, this link between AI and electricity may become turbulent for developers — but we’re not there yet.
The final note is the degree to which U.S.-China competition now dominates conversations around the energy industry and the economy more broadly. I can remember a time when it was somewhat peculiar to point out that some forms of energy prowess strengthened the country’s national security — and that if the U.S. did not work those muscles, then China would. There was little overlap between the clean energy and security conversations. Now, the rise of globally competitive Chinese “electrotech” firms such as BYD, Xiaomi, and CATL has almost united the two discourses.
There is a growing recognition, too, that America will have to reindustrialize to compete. Policymakers sometimes talk about how the U.S. should use its (for now) still strong R&D apparatus to develop “leapfrog” technologies that can surpass Chinese products. But as America has by now repeatedly discovered, simply inventing a new technology is not enough. Creating an export industry — not to mention a business — actually requires commercializing that technology and scaling it. And that will entail the rudiments of an advanced industrial economy: more hardware factories, a larger grid, more manufacturing and process engineers.
These concerns over basic competitiveness colored discussions of even the most advanced technologies. Jackie Siebens, a vice president at the fusion startup Helion, said she was worried that fusion is going to “follow a story we’ve seen before,” where the United States demonstrates fusion first, “but China scales much more broadly.” Representative Don Beyer, a Democrat from Virginia who champions fusion, brought up a more fundamental concern: China is graduating hundreds of nuclear PhD engineers every year, he said, while America is only graduating a few dozen.
If affordability makes up one half of our new energy era, then these questions around competitiveness might be the other half. We’ll explore them, I’m sure, in the future. For now, thanks, as always, for reading.