As organizations weave AI into more of their operations, senior executives are realizing data engineers hold a central role in bringing these initiatives to life. After all, AI only delivers when you have large amounts of reliable and well-managed, high-quality data. Indeed, this report finds that data engineers play a pivotal role in their organizations as enablers of AI. And in so doing, they are integral to the overall success of the business.
According to the results of a survey of 400 senior data and technology executives, conducted by MIT Technology Review Insights, data engineers have become influential in areas that extend well beyond their traditional remit as pipeline managers. The technology is also changing how data engineers work, with the balance of their time shifting from core data management tasks toward AI-specific activities.

As their influence grows, so do the challenges data engineers face. A major one is dealing with greater complexity, as more advanced AI models elevate the importance of managing unstructured data and real-time pipelines. Another challenge is managing expanding workloads; data engineers are being asked to do more today than ever before, and that’s not likely to change.

Key findings from the report include the following:
- Data engineers are integral to the business. This is the view of 72% of the surveyed technology leaders—and 86% of those in the survey’s biggest organizations, where AI maturity is greatest. It is a view held especially strongly among executives in financial services and manufacturing companies.
- AI is changing everything data engineers do. The share of time data engineers spend each day on AI projects has nearly doubled in the past two years, from an average of 19% in 2023 to 37% in 2025, according to our survey. Respondents expect this figure to continue rising to an average of 61% in two years’ time. This is also contributing to bigger data engineer workloads; most respondents (77%) see these growing increasingly heavy.
This content was produced by Insights, the custom content arm of MIT Technology Review. It was not written by MIT Technology Review’s editorial staff.
This content was researched, designed, and written by human writers, editors, analysts, and illustrators. This includes the writing of surveys and collection of data for surveys. AI tools that may have been used were limited to secondary production processes that passed thorough human review.
This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology.
This startup is about to conduct the biggest real-world test of aluminum as a zero-carbon fuel
Found Energy, a startup in Boston, aims to harness the energy in scraps of aluminum metal to power industrial processes without fossil fuels. Since 2022, the company has worked to develop ways to rapidly release energy from aluminum on a small scale.
Now it’s just switched on a much larger version of its aluminum-powered engine, which it claims is the largest aluminum-water reactor ever built.
Early next year, it will be installed to supply heat and hydrogen to a tool manufacturing facility in the southeastern US, using the aluminum waste produced by the plant itself as fuel.
If everything works as planned, this technology, which uses a catalyst to unlock the energy stored within aluminum metal, could transform a growing share of aluminum scrap into a zero-carbon fuel. Read the full story.
—James Dinneen
What a massive thermal battery means for energy storage
Rondo Energy just turned on what it says is the world’s largest thermal battery, an energy storage system that can take in electricity and provide a consistent source of heat.
The concept behind a thermal battery is overwhelmingly simple: Use electricity to heat up some cheap, sturdy material (like bricks) and keep it hot until you want to use that heat later, either directly in an industrial process or to produce electricity.
Thermal batteries could be a major tool in cutting emissions: 20% of total energy demand today is used to provide heat for industrial processes, and most of that is generated by burning fossil fuels. But the company is using its battery for enhanced oil recovery—a process that critics argue keep polluting infrastructure running longer. Read the full story.
—Casey Crownhart
This article is from The Spark, MIT Technology Review’s weekly climate newsletter. To receive it in your inbox every Wednesday, sign up here.
The must-reads
I’ve combed the internet to find you today’s most fun/important/scary/fascinating stories about technology.
1 ChatGPT’s suicide discussion rules were loosened twice before a teen took his own life
The parents of Adam Raine claim the changes OpenAI made equate to a weakening in its suicide protection for users. (WSJ $)
+ It did so to increase use of the chatbot, they allege in an amended lawsuit. (FT $)
+ The family is accusing OpenAI of intentional misconduct rather than reckless indifference. (Rolling Stone $)
2 Google claims its new quantum algorithm outperforms a supercomputer
It could accelerate advances in drug discovery and new building materials. (Ars Technica)
+ Its Willow chip is at the heart of the advance. (NYT $)
+ But real-world use of quantum computing is still likely to be years away. (The Guardian)
3 Reddit is suing AI search engine Perplexity
For allegedly illegally scraping its data to train the model powering Perplexity’s engine. (FT $)
+ Reddit’s also seeking a permanent injunction on companies selling its data. (Engadget)
+ What comes next for AI copyright lawsuits? (MIT Technology Review)
4 China has a five-year plan to become technologically self-reliant
And semiconductors and AI will play key roles. (Bloomberg $)
+ China is winning the trade war with America. (Economist $)
5 DeepSeek is taking off in Africa
Its decision to make its AI cheaper and less power-intensive is paying off. (Bloomberg $)
+ How DeepSeek ripped up the AI playbook. (MIT Technology Review)
6 Elon Musk is building a robot army
He envisions his Optimus robot becoming an “incredible surgeon.” (Wired $)
+ Will we ever trust robots? (MIT Technology Review)
7 Apple has pulled a pair of controversial dating apps from the App Store
Tea and TeaOnHer fell short of its privacy and content moderation rules. (TechCrunch)
8 Tesla’s profits are massively down
Even though it sold more cars than during its previous quarter. (NYT $)
+ The company has been forced to recall tens of thousands of Cybertrucks. (Reuters)
+ What happens when your EV becomes obsolete? (The Atlantic $)
9 An unexpected victim of the AWS outage? Smart beds 
Some unlucky owners’ beds blared alarms and became unbearably warm. (WP $)
+ If the internet stays the way it is, more bed outages could be on their way. (The Atlantic $)
10 The appeal of incredibly basic software
Apple’s TextEdit does exactly what it says on the tin. (New Yorker $)
Quote of the day
“I’m very excited that nerds are having our moment.”
—Madhavi Sewak, a Google DeepMind researcher, says she’s glad that AI experts are being recognized, the Wall Street Journal reports.
One more thing

Inside the hunt for new physics at the world’s largest particle collider
In 2012, using data from CERN’s Large Hadron Collider, researchers discovered a particle called the Higgs boson. In the process, they answered a nagging question: Where do fundamental particles, such as the ones that make up all the protons and neutrons in our bodies, get their mass?
When the particle was finally found, scientists celebrated with champagne. A Nobel for two of the physicists who predicted the Higgs boson soon followed.
More than a decade later, there is a sense of unease. That’s because there are still so many unanswered questions about the fundamental constituents of the universe.
So researchers are trying something new. They are repurposing detectors to search for unusual-looking particles, squeezing what they can out of the data with machine learning, and planning for entirely new kinds of colliders. Read the full story.
—Dan Garisto
We can still have nice things
A place for comfort, fun and distraction to brighten up your day. (Got any ideas? Drop me a line or skeet ’em at me.)
+ Mexico City is already getting into the Halloween spirit: its annual zombie parade took place over the weekend.
+ Everything you need to know before travelling to Japan.
+ The most stylish people alive? I’ll be the judge of that.
+ Here’s something you don’t expect archeologists to uncover: Neolithic chewing gum.
Rondo Energy just turned on what it says is the world’s largest thermal battery, an energy storage system that can take in electricity and provide a consistent source of heat.
The company announced last week that its first full-scale system is operational, with 100 megawatt-hours of capacity. The thermal battery is powered by an off-grid solar array and will provide heat for enhanced oil recovery (more on this in a moment).
Thermal batteries could help clean up difficult-to-decarbonize sectors like manufacturing and heavy industrial processes like cement and steel production. With Rondo’s latest announcement, the industry has reached a major milestone in its effort to prove that thermal energy storage can work in the real world. Let’s dig into this announcement, what it means to have oil and gas involved, and what comes next.
The concept behind a thermal battery is overwhelmingly simple: Use electricity to heat up some cheap, sturdy material (like bricks) and keep it hot until you want to use that heat later, either directly in an industrial process or to produce electricity.
Rondo’s new system has been operating for 10 weeks and achieved all the relevant efficiency and reliability benchmarks, according to the company. The bricks reach temperatures over 1,000 °C (about 1,800 °F), and over 97% of the energy put into the system is returned as heat.
This is a big step from the 2 MWh pilot system that Rondo started up in 2023, and it’s the first of the mass-produced, full-size heat batteries that the company hopes to put in the hands of customers.
Thermal batteries could be a major tool in cutting emissions: 20% of total energy demand today is used to provide heat for industrial processes, and most of that is generated by burning fossil fuels. So this project’s success is significant for climate action.
There’s one major detail here, though, that dulls some of that promise: This battery is being used for enhanced oil recovery, a process where steam is injected down into wells to get stubborn oil out of the ground.
It can be tricky for a climate technology to show its merit by helping harvest fossil fuels. Some critics argue that these sorts of techniques keep that polluting infrastructure running longer.
When I spoke to Rondo founder and chief innovation officer John O’Donnell about the new system, he defended the choice to work with oil and gas.
“We are decarbonizing the world as it is today,” O’Donnell says. To his mind, it’s better to help an oil and gas company use solar power for its operation than leave it to continue burning natural gas for heat. Between cheap solar, expensive natural gas, and policies in California, he adds, Rondo’s technology made sense for the customer.
Having a willing customer pay for a full-scale system has been crucial to Rondo’s effort to show that it can deliver its technology.
And the next units are on the way: Rondo is currently building three more full-scale units in Europe. The company will be able to bring them online cheaper and faster because of what it’s learned from the California project, O’Donnell says.
The company has the capacity to build more batteries, and do it quickly. It currently makes batteries at its factory in Thailand, which has the capacity to make 2.4 gigawatt-hours’ worth of heat batteries today.
I’ve been following progress on thermal batteries for years, and this project obviously represents a big step forward. For all the promises of cheap, robust energy storage, there’s nothing like actually building a large-scale system and testing it in the field.
It’s definitely hard to get excited about enhanced oil recovery—we need to stop burning fossil fuels, and do it quickly, to avoid the worst impacts of climate change. But I see the argument that as long as oil and gas operations exist, there’s value in cleaning them up.
And as O’Donnell puts it, heat batteries can help: “This is a really dumb, practical thing that’s ready now.”
This article is from The Spark, MIT Technology Review’s weekly climate newsletter. To receive it in your inbox every Wednesday, sign up here.
The crushed-up soda can disappears in a cloud of steam and—though it’s not visible—hydrogen gas. “I can just keep this reaction going by adding more water,” says Peter Godart, squirting some into the steaming beaker. “This is room-temperature water, and it’s immediately boiling. Doing this on your stove would be slower than this.”
Godart is the founder and CEO of Found Energy, a startup in Boston that aims to harness the energy in scraps of aluminum metal to power industrial processes without fossil fuels. Since 2022, the company has worked to develop ways to rapidly release energy from aluminum on a small scale. Now it’s just switched on a much larger version of its aluminum-powered engine, which Godart claims is the largest aluminum-water reactor ever built.
Early next year, it will be installed to supply heat and hydrogen to a tool manufacturing facility in the southeastern US, using the aluminum waste produced by the plant itself as fuel. (The manufacturer did not want to be named until the project is formally announced.)
If everything works as planned, this technology, which uses a catalyst to unlock the energy stored within aluminum metal, could transform a growing share of aluminum scrap into a zero-carbon fuel. The high heat generated by the engine could be especially valuable to reduce the substantial greenhouse-gas emissions generated by industrial processes, like cement production and metal refining, that are difficult to power with electricity directly.
“We invented the fuel, which is a blessing and a curse,” says Godart, surrounded by the pipes and wires of the experimental reactor. “It’s a huge opportunity for us, but it also means we do have to develop all of the systems around us. We’re redefining what even is an engine.”
Engineers have long eyed using aluminum as a fuel thanks to its superior energy density. Once it has been refined and smelted from ore, aluminum metal contains more than twice as much energy as diesel fuel by volume and almost eight times as much as hydrogen gas. When it reacts with oxygen in water or air, it forms aluminum oxides. This reaction releases heat and hydrogen gas, which can be tapped for zero-carbon power.
Liquid metal
The trouble with aluminum as a fuel—and the reason your soda can doesn’t spontaneously combust—is that as soon as the metal starts to react, an oxidized layer forms across its surface that prevents the rest of it from reacting. It’s like a fire that puts itself out as it generates ash. “People have tried it and abandoned this idea many, many times,” says Godart.
Some believe using aluminum as a fuel remains a fool’s errand. “This potential use of aluminum crops up every few years and has no possibility of success even if aluminum scrap is used as the fuel source,” says Geoff Scamans, a metallurgist at Brunel University of London who spent a decade working on using aluminum to power vehicles in the 1980s. He says the aluminum-water reaction isn’t efficient enough for the metal to make sense as a fuel given how much energy it takes to refine and smelt aluminum from ore to begin with: “A crazy idea is always a crazy idea.”
But Godart believes he and his company have found a way to make it work. “The real breakthrough was thinking about catalysis in a different way,” he says: Instead of trying to speed up the reaction by bringing water and aluminum together onto a catalyst, they “flipped it around” and “found a material that we could actually dissolve into the aluminum.”
The liquid metal catalyst at the heart of the company’s approach “permeates the microstructure” of the aluminum, says Godart. As the aluminum reacts with water, the catalyst forces the metal to froth and split open, exposing more unreacted aluminum to the water.
The composition of the catalyst is proprietary, but Godart says it is a “low-melting-point liquid metal that’s not mercury.” His dissertation research focused on using a liquid mixture of gallium and indium as the catalyst, and he says the principle behind the current material is the same.
During a visit in early October, Godart demonstrated the central reaction in the Found R&D lab, which after the company’s $12 million seed round last year now fills the better part of two floors of an industrial building in Boston’s Charlestown neighborhood. Using a pair of tongs to avoid starting the reaction with the moisture on his fingers, he placed a pellet of aluminum treated with the secret catalyst in a beaker and then added water. Immediately, the metal began to bubble with hydrogen. Then the water steamed away, leaving behind a frothing gray mass of aluminum hydroxide.
“One of the impediments to this technology taking off is that [the aluminum-water reaction] was just too sluggish,” says Godart. “But you can see here we’re making steam. We just made a boiler.”
From Europa to Earth
Godart was a scientist at NASA when he first started thinking about fresh ways to unlock the energy stored in aluminum. He was working on building aluminum robots that could consume themselves for fuel when roving on Jupiter’s icy moon Europa. But that work was cut short when Congress reduced funding for the mission.
“I was sort of having this little mini crisis where I was like, I need to do something about climate change, about Earth problems,” says Godart. “And I was like, you know—I bet this aluminum technology would be even better for Earth applications.” After completing a dissertation on aluminum fuels at MIT, he started Found Energy in his house in Cambridge in 2022 (the next year, he earned a place on MIT Technology Review’s annual 35 Innovators under 35 list).
Until this year, the company was working at a tiny scale, tweaking the catalyst and testing different conditions within a small 10-kilowatt reactor to make the reaction release more heat and hydrogen more quickly. Then, in January, it began designing an engine that’s 10 times larger, big enough to supply a useful amount of power for industrial processes beyond the lab.
This larger engine took up most of the lab on the second floor. The reactor vessel resembled a water boiler turned on its side, with piping and wires connected to monitoring equipment that took up almost as much space as the engine itself. On one end, there was a pipe to inject water and a piston to deliver pellets of aluminum fuel into the reactor at variable rates. On the other end, outflow pipes carried away the reaction products: steam, hydrogen gas, aluminum hydroxide, and the recovered catalyst. Godart says none of the catalyst is lost in the reaction, so it can be used again to make more fuel.

The company first switched on the engine to begin testing in July. In September, it managed to power it up to its targeted power of 100 kilowatts—roughly as much as can be supplied by the diesel engine in a small pickup truck. In early 2026, it plans to install the 100-kilowatt engine to supply heat and hydrogen to the tool manufacturing facility. This pilot project is meant to serve as the proof of concept needed to raise the money for a 1-megawatt reactor, 10 times larger again.
The initial pilot will use the engine to supply hot steam and hydrogen. But the energy released in the reactor could be put to use in a variety of ways across a range of temperatures, according to Godart. The hot steam could spin a turbine to produce electricity, or the hydrogen could produce electricity in a fuel cell. By burning the hydrogen within the steam, the engine can produce superheated steam as hot as 1,300 °C, which could be used to generate electricity more efficiently or refine chemicals. Burning the hydrogen alone could generate temperatures of 2,400 °C, hot enough to make steel.
Picking up scrap
Godart says he and his colleagues hope the engine will eventually power many different industrial processes, but the initial target is the aluminum refining and recycling industry itself, as it already handles scrap metal and aluminum oxide supply chains. “Aluminum recyclers are coming to us, asking us to take their aluminum waste that’s difficult to recycle and then turn that into clean heat that they can use to re-melt other aluminum,” he says. “They are begging us to implement this for them.”
Citing nondisclosure agreements, he wouldn’t name any of the companies offering up their unrecyclable aluminum, which he says is something of a “dirty secret” for an industry that’s supposed to be recycling all it collects. But estimates from the International Aluminium Institute, an industry group, suggest that globally a little over 3 million metric tons of aluminum collected for recycling currently goes unrecycled each year; another 9 million metric tons isn’t collected for recycling at all or is incinerated with other waste. Together, that’s a little under a third of the estimated 43 million metric tons of aluminum scrap that currently gets recycled each year.
Even if all that unused scrap was recovered for fuel, it would still supply only a fraction of the overall industrial demand for heat, let alone the overall industrial demand for energy. But the plan isn’t to be limited by available scrap. Eventually, Godart says, the hope is to “recharge” the aluminum hydroxide that comes out of the reactor by using clean electricity to convert it back into aluminum metal and react it again. According to the company’s estimates, this “closed loop” approach could supply all global demand for industrial heat by using and reusing a total of around 300 million metric tons of aluminum—around 4% of Earth’s abundant aluminum reserves.
However, all that recharging would require a lot of energy. “If you’re doing that, [aluminum fuel] is an energy storage technology, not so much an energy providing technology,” says Jeffrey Rissman, who studies industrial decarbonization at Energy Innovation, a think tank in California. As with other forms of energy storage like thermal batteries or green hydrogen, he says, that could still make sense if the fuel can be recharged using low-cost, clean electricity. But that will be increasingly hard to come by amid the scramble for clean power for everything from AI data centers to heat pumps.
Despite these obstacles, Godart is confident his company will find a way to make it work. The existing engine may already be able to squeeze out more power from aluminum than anticipated. “We actually believe this can probably do half a megawatt,” he says. “We haven’t fully throttled it.”
James Dinneen is a science and environmental journalist based in New York City.
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Another option to help spice up your IG chats.
YouTube continues to provide a valuable pathway for creative talent.
LinkedIn members can help to annotate data sets related to their industry.
