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Wealth bias shows up in the strangest places — including, according to new research, PurpleAir sensor data.

Everyone loves a public good, and one of the classic examples is clean air. When I breathe in clean air, no one else gets any less of it, and you can’t exclude people from enjoying it.
But how do we know whether the air we’re breathing is clean? And is that information a public good?
A team of economists from universities across the U.S. published some answers to those questions this week in a working paper via the National Bureau of Economic Research.
As their research subject, the economists looked at PurpleAir, which promises more localized and frequently updated air quality readings beyond what the Environmental Protection Agency can provide. Once purchased (for a price of $229 to $339, depending on the model) and installed, the censors report their air quality readings to a map that anyone can access. The company’s sales took off in 2020 after the epochal wildfires up and down the West Coast.
The study considered air quality readings from PurpleAir monitors in California from 2019 to 2021, including the fires and the consumer response to them. Then the researchers matched those readings with census tracts and the demographic information associated with them.
What they found is that PurpleAir monitors tend to be “clustered” within certain geographic areas, and that those geographic areas tend to be wealthier. Not surprisingly, pricey air monitors have a customer base demographically similar to that of other gadgets bought by early adopters. In other words, PurpleAir monitors’ locations don't so much track pollution levels as demographics.
On Thursday afternoon, the PurpleAir map showed 15 outdoor sensors in and around Bakersfield, California, a majority Hispanic city of 400,000 people in California’s Central Valley that the American Lung Association ranks as either the most or the third most polluted American city, depending on the metric. There were 13 active, meanwhile, in the famously ritzy San Francisco neighborhood of Pacific Heights, with a population of around 20,000. (We reached out for comment to both the researchers and PurpleAir but hadn’t gotten a response from either as of press time.)
Of course, the relationship between income and pollution is not random — quite the opposite. On the global and national levels, there is an inverse relationship between air pollution and income, with people in low income areas more exposed to harmful pollution.
While the economists called their finding “unsurprising,” they also said it raised the concern that the monitors “may actually increase health inequalities” by allowing people in better-covered areas to “improve their health through avoidance behavior,” thus making it so “the benefit from these monitors are more likely to accrue to the higher income individuals that adopted them.” Since PurpleAir monitors “are more present in less polluted areas,” the data they collect has less “social value … since the places that would benefit the most from information that could encourage pollution avoidance behavior are precisely the ones least likely to have this information.”
This means that “in areas where pollution is the highest, and thus avoidance behaviors are potentially the most effective, people have less knowledge of their pollution levels, even when conditioning on income and education.”
The researchers found similar correlations of PurpleAir monitor usage and race, with “monitor adoption … lowest in areas with a higher share of Black or Hispanic populations.”
These findings also mean that the people spending money to learn about the air quality where they live are also getting very little value from their monitors, as they are both less likely to live in a heavily polluted area and more likely to be well served by existing air monitors. In the slightly bloodless language of academic economics, the authors wrote, “Technophiles may purchase monitors for reasons that are quasi-independent from the value of information that the monitor provides, including a competitive desire to ‘keep up with the Joneses’ and thus drive high levels of spatial correlation in monitor adoption.” If people are getting PurpleAir monitors because their neighbors are, it’s probably a sign that they don’t need one.
For the public to truly realize the promise of more particularized and frequently updated public health data, collection can’t merely be left up to the vagaries and patterns of the consumer electronics market. An “optimal” policy, according to the researchers, “will require supplemental provision of monitors where the private market falls short” — or to put it more bluntly, government action. Public health will have to be public.
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Clean energy stocks were up after the court ruled that the president lacked legal authority to impose the trade barriers.
The Supreme Court struck down several of Donald Trump’s tariffs — the “fentanyl” tariffs on Canada, Mexico, and China and the worldwide “reciprocal” tariffs ostensibly designed to cure the trade deficit — on Friday morning, ruling that they are illegal under the International Emergency Economic Powers Act.
The actual details of refunding tariffs will have to be addressed by lower courts. Meanwhile, the White House has previewed plans to quickly reimpose tariffs under other, better-established authorities.
The tariffs have weighed heavily on clean energy manufacturers, with several companies’ share prices falling dramatically in the wake of the initial announcements in April and tariff discussion dominating subsequent earnings calls. Now there’s been a sigh of relief, although many analysts expected the Court to be extremely skeptical of the Trump administration’s legal arguments for the tariffs.
The iShares Global Clean Energy ETF was up almost 1%, and shares in the solar manufacturer First Solar and the inverter company Enphase were up over 5% and 3%, respectively.
First Solar initially seemed like a winner of the trade barriers, however the company said during its first quarter earnings call last year that the high tariff rate and uncertainty about future policy negatively affected investments it had made in Asia for the U.S. market. Enphase, the inverter and battery company, reported that its gross margins included five percentage points of negative impact from reciprocal tariffs.
Trump unveiled the reciprocal tariffs on April 2, a.k.a. “liberation day,” and they have dominated decisionmaking and investor sentiment for clean energy companies. Despite extensive efforts to build an American supply chain, many U.S. clean energy companies — especially if they deal with batteries or solar — are still often dependent on imports, especially from Asia and specifically China.
In an April earnings call, Tesla’s chief financial officer said that the impact of tariffs on the company’s energy business would be “outsized.” The turbine manufacturer GE Vernova predicted hundreds of millions of dollars of new costs.
Companies scrambled and accelerated their efforts to source products and supplies from the United States, or at least anywhere other than China.
Even though the tariffs were quickly dialed back following a brutal market reaction, costs that were still being felt through the end of last year. Tesla said during its January earnings call that it expected margins to shrink in its energy business due to “policy uncertainty” and the “cost of tariffs.”
Alphabet and Amazon each plan to spend a small-country-GDP’s worth of money this year.
Big tech is spending big on data centers — which means it’s also spending big on power.
Alphabet, the parent company of Google, announced Wednesday that it expects to spend $175 billion to $185 billion on capital expenditures this year. That estimate is about double what it spent in 2025, far north of Wall Street’s expected $121 billion, and somewhere between the gross domestic products of Ecuador and Morocco.
This is a “a massive investment in absolute terms,” Jefferies analyst Brent Thill wrote in a note to clients Thursday. “Jarringly large,” Guggenheim analyst Michael Morris wrote. With this announcement, total expected capital expenditures by Alphabet, Microsoft and Meta for 2026 are at $459 billion, according to Jefferies calculations — roughly the GDP of South Africa. If Alphabet’s spending comes in at the top end of its projected range, that would be a third larger than the “total data center spend across the 6 largest players only 3 years ago,” according to Brian Nowak, an analyst at Morgan Stanley.
And that was before Thursday, when Amazon told investors that it expects to spend “about $200 billion” on capital expenditures this year.
For Alphabet, this growth in capital expenditure will fund data center development to serve AI demand, just as it did last year. In 2025, “the vast majority of our capex was invested in technical infrastructure, approximately 60% of that investment in servers, and 40% in data centers and networking equipment,” chief financial officer Anat Ashkenazi said on the company’s earnings call.
The ramp up in data center capacity planned by the tech giants necessarily means more power demand. Google previewed its immense power needs late last year when it acquired the renewable developer Intersect for almost $5 billion.
When asked by an analyst during the company’s Wednesday earnings call “what keeps you up at night,” Alphabet chief executive Sundar Pichai said, “I think specifically at this moment, maybe the top question is definitely around capacity — all constraints, be it power, land, supply chain constraints. How do you ramp up to meet this extraordinary demand for this moment?”
One answer is to contract with utilities to build. The utility and renewable developer NextEra said during the company’s earnings call last week that it plans to bring on 15 gigawatts worth of power to serve datacenters over the next decade, “but I'll be disappointed if we don't double our goal and deliver at least 30 gigawatts through this channel by 2035,” NextEra chief executive John Ketchum said. (A single gigawatt can power about 800,000 homes).
The largest and most well-established technology companies — the Microsofts, the Alphabets, the Metas, and the Amazons — have various sustainability and clean energy commitments, meaning that all sorts of clean power (as well as a fair amount of natural gas) are likely to get even more investment as data center investment ramps up.
Jefferies analyst Julien Dumoulin-Smith described the Alphabet capex figure as “a utility tailwind,” specifically calling out NextEra, renewable developer Clearway Energy (which struck a $2.4 billion deal with Google for 1.2 gigawatts worth of projects earlier this year), utility Entergy (which is Google’s partner for $4 billion worth of projects in Arkansas), Kansas-based utility Evergy (which is working on a data center project in Kansas City with Google), and Wisconsin-based utility Alliant (which is working on data center projects with Google in Iowa).
If getting power for its data centers keeps Pichai up at night, there’s no lack of utility executives willing to answer his calls.
The offshore wind industry is now five-for-five against Trump’s orders to halt construction.
District Judge Royce Lamberth ruled Monday morning that Orsted could resume construction of the Sunrise Wind project off the coast of New England. This wasn’t a surprise considering Lamberth has previously ruled not once but twice in favor of Orsted continuing work on a separate offshore energy project, Revolution Wind, and the legal arguments were the same. It also comes after the Trump administration lost three other cases over these stop work orders, which were issued without warning shortly before Christmas on questionable national security grounds.
The stakes in this case couldn’t be more clear. If the government were to somehow prevail in one or more of these cases, it would potentially allow agencies to shut down any construction project underway using even the vaguest of national security claims. But as I have previously explained, that behavior is often a textbook violation of federal administrative procedure law.
Whether the Trump administration will appeal any of these rulings is now the most urgent question. There have been no indications that the administration intends to do so, and a review of the federal dockets indicates nothing has been filed yet.
The Department of Justice declined to comment on whether it would seek to appeal any or all of the rulings.
Editor’s note: This story has been updated to reflect that the administration declined to comment.