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AI is boosting student homework scores, but tanking exam performances even years after adoption



Students using AI shortcuts for their homework may be sacrificing their test scores—even years down the line.

New research published by the Centre for Economic Policy Research found that among 26,811 Chinese students in grades seven through 12, AI adoption increased homework scores by 18% and cut down completion time by 30%. However, within six months, monthly exam scores decreased by 20%, and college entrance examples fell by 18% to 24%—with scores reaching their worst after two years.

Researchers from Stockholm University and University of Hong Kong pinpointed the type of student most likely to experience these diverging scores: those who “outsourced” homework, deploying AI to complete the homework accurately, but in little time. The poor test scores, both in the long- and short-term were driven by about 80% of these students. The emergence of this student profile not only exposes a dissonance in AI productivity versus actual productivity gains—it fuels an argument some educators and experts have against the unfettered use of technology in education more broadly.

“For students, completing these tasks efficiently is not the goal; learning from them is,” researchers wrote. “Hence, the rapid diffusion of generative AI tools among students in recent years has created widespread concerns about their learning…Our findings show that generative AI, which is likely to become a prevalent technology for education, has a substantial negative impact on student learning.”

Gen Z’s interest or ability to engage critically with educational materials is being increasingly questioned as the generation becomes synonymous with AI adoption—and cheating at school. An Atlantic cover story has hinted at nothing less than the onset of a new Dark Ages, fueled by a “post-literate” younger demographic concerned more with quickly and conveniently intaking huge amounts of information, and less with savoring and digesting it, atrophying the ability to think critically. This research suggests that whatever the reason, the incentives to use AI to skip the act of learning are simply overwhelmingly powerful—and a problem society is failing to grapple with.

Why students turn to AI

AI use in schools has proliferated globally, with 84% of U.S. high schools students reporting using the technology for homework, according to a CollegeBoard survey of more than 1,000 high schoolers. Along with greater adoption has come misuse of the technology. Jacob Shelley, an associate professor of health law at Western University, told Fortune in May he was convinced his students cheated on a final exam, including using AI, for one of his classes, with 8% getting a perfect school on the multiple choice section, only to struggle on the essay portion, submitting answers with content not in the curriculum. 

“The results were anomalous,” Shelley said. “That just never happened in 20 years of teaching.” 

But rather than blame students for turning to the technology in high stakes moments, Shelley said he understands why students would feel compelled to cheat. Tech leaders like Anthropic’s Dario Amodei and OpenAI’s Sam Altman are now walking back predictions of an AI job apocalypse, but anxiety around the future of work in the world of AI still lingers. Computer scientist Cal Newport called these premonitions “doom trolling,” accusing tech companies of manufacturing a fatalistic narrative around AI. They appear to have had an impact on the generation preparing to enter the workforce: Almost 90% of graduates from the class of 2026 are worried AI or automation could replace entry-level jobs, according to job search platform Monster.

While economic data has yet to show an impact from AI on the labor market or productivity, Shelley said his students still feel the pressure to use the technology or risk being left behind.

“AI is going to replace them, at least a lot of them, and they know that, and we’re pretending that it won’t,” he said. “I think they see through it. So students are responsible, but I don’t really blame them here.”

The folly of the teaching machine

It may be no surprise to experts like neuroscientist Jared Cooney Horvath why homework gains thanks to AI aren’t translating to learning or exam performance. Horvath—who wrote in a testimony to the U.S. Senate Committee on Commerce, Science, and Transportation about how test scores indicate Gen Z is the first generation to be less cognitively capable than their parents—has long opposed educational technology, or EdTech. He argues there’s more than 100 years of evidence indicating automation can hinder learning, beginning in 1924 with the invention of the “teaching machine” Ohio State University psychology professor Sidney Pressey. Students would answer questions that a machine would displace when fed a piece of paper, but when asked outside the device to generalize their knowledge, they were unable to.

Three decades later, legendary behaviorist B.F. Skinner produced his own version of the machine based on Pressey’s prototype, where students would press keys indicating the correct answer, at which point another question would appear. But despite more advanced technology behind the mechanism, it yielded the same results, leaving both psychologists to abandon the project before it was implemented in schools. In a letter to Skinner, Pressey conceded that while students had not mastered the subject matter; they had just mastered the machine.

“The reason they all quit was the transfer problem,” Horvath said. “They found that kids would be very good so long as they were using the tool, but as soon as they went off the tool, they couldn’t do it anymore.”

AI learned has the potential to once again recreate the problems of the teaching machine, Horvath argued. While teachers have found some benefits to AI in the classroom—such as scaffolding text to individual students’ lexile levels, particularly English-language-learners—Horvath has deja vu. AI can individualize learning by generating answers to specific queries, but it does not produce the friction or enable the critical thinning necessary for learning subject matters, he argued.

“The tools experts use to make their lives easier are not the tools children should use to learn how to become experts,” Horvath said. “When you use offloading tools that experts use to make their lives easier as a novice, as a student, you don’t learn the skill. You simply learn dependency.”

OpenAI Just Unveiled a Massive Push to Turn Small-Business Owners Into AI Power Users



OpenAI Is betting on the entrepreneur who does everything. Here’s how to get on board.

20 DIY Christmas Decor Ideas for Broke People


Growing up, we didn’t have much money for Christmas decorations, but somehow our house still felt magical every December.

My parents were great at turning ordinary things into festive decorations. Nothing went to waste…. Pine branches from the woods, dried oranges, old jars, ribbons saved from last year’s presents…you name it, we used it.

Looking back, I think those handmade decorations are the ones I remember the most. They weren’t perfect, but they made our home feel warm, cozy, and full of Christmas spirit.

I still decorate the same way today. Sure, it’s fun to browse the stores, but I can never justify spending hundreds of dollars on decorations that only come out a few weeks each year. I’d rather spend an afternoon making something with my kids, save some money, and create memories at the same time.

These DIY Christmas decor ideas prove you don’t need a big budget to make your home feel festive. With a little creativity and a few inexpensive supplies, you can decorate for Christmas without breaking an arm and a leg.

1. DIY Wine Glass Candle Holders

Upside-down wine glasses filled with ornaments become elegant candle pedestals in seconds, no glue or tools required. It’s a five-minute centerpiece that looks like it came from a holiday catalog.

Get the idea here ↗

2. Ribbon-Wrapped Tinsel Tree

A slim white tinsel tree gets dressed up with wired ribbon spiraled top to bottom and a handful of oversized bows for a boutique look on a bargain-store tree. Simple ornaments and a farmhouse sign finish the theme without cluttering the branches.

Get the idea here ↗

3. Santa Photo Collage Frame

A simple multi-opening frame turns years of Santa visit photos into one sweet keepsake display. It’s a budget way to showcase a growing tradition instead of tucking the pictures away in a drawer.

Get the idea here ↗

4. DIY Pallet Wood Christmas Tree

Leftover fence boards or pallet slats, criss-crossed and whitewashed, make a space-saving Christmas tree for a tight corner. Tucked with string lights and propped on an old crate, it brings big charm for the cost of scrap wood.

Get the idea here ↗

5. Folded Book Page Trees

Old paperbacks get folded page by page into perfect little Christmas tree silhouettes, no cutting or gluing needed. A twine bow and sprig of greenery on top turn a free book into a shelf-worthy decoration.

Get the idea here ↗

6. DIY Button Wreath Canvas

A pile of mismatched green buttons glued into a wreath shape on a mini canvas makes a sweet no-cost craft using what’s already in the sewing drawer. A red ribbon bow on top is all it needs to look finished.

Get the idea here ↗

7. Origami Paper Trees

A few folds of colored cardstock create these dimensional paper trees that cost pennies to make. Cluster a few together on a mantel or table for a modern, low-waste take on tabletop greenery.

Get the idea here ↗

8. Reindeer Mason Jar Treats

Regular mason jars filled with chocolate malt balls turn into grinning reindeer with a few googly eyes, a pom-pom nose, and pipe-cleaner antlers. They make an inexpensive homemade gift or party favor that costs just a few dollars per jar.

Get the idea here ↗

9. Neutral Farmhouse Tiered Tray

A thrifted tiered tray filled with faux cotton stems, mini pumpkins, and a small “gather” sign creates a cozy seasonal vignette using pieces you probably already own. Swapping in white and green pumpkins keeps the look fresh through the whole holiday season.

Get the idea here ↗

10. Stacked Wood Block Tree

Scrap lumber cut into shrinking lengths and stacked like a pyramid makes a rustic tabletop tree in under an hour. A simple twine bow on top and a mercury glass ornament nearby complete the farmhouse look.

Get the idea here ↗

11. Pinecone Woodland Ornaments

Real pinecones become adorable owls, deer, and squirrels with a few painted wood pieces and faux fur accents. They’re an easy, nearly-free ornament project using pinecones gathered right in the yard.

Get the idea here ↗

12. Framed Ornament Display

An old picture frame with the glass removed becomes a floating display for a trio of ornaments hung from ribbon. An oversized bow at the top turns a dollar-store frame into a piece of wall art.

Get the idea here ↗

13. Stained Glass Polar Bear Suncatcher

Faux stained glass made from paint or film cutouts creates a charming polar bear suncatcher for a window that catches the winter light beautifully. It’s a fun beginner craft project that costs far less than the real thing.

Get the idea here ↗

14. Snowman-Wrapped Gifts

Plain white wrapping paper, black paper hats, and a few pom-pom “buttons” turn ordinary gift boxes into a row of cheerful snowmen under the tree. It’s a wrapping trick that costs almost nothing but makes a big visual statement.

Get the idea here ↗

15. Snowman Refrigerator Decor

A few paper circles, a triangle nose, and a ribbon scarf turn a plain white refrigerator into a giant grinning snowman for the season. It’s a playful, zero-cost way to spread the fun beyond the tree.

Get the idea here ↗

16. Buffalo Check Mason Jar

A plain mason jar gets hand-painted in a sage and white buffalo check pattern, then finished with twine and a sprig of greenery for a farmhouse-style vase. It’s a simple paint project that dresses up any mantel or shelf for next to nothing.

Get the idea here ↗

17. DIY A-Frame Plywood Tree

Two hinged sheets of plywood painted white and strung with lights create a dramatic, space-saving Christmas tree for tight apartments. Simple ornaments and a paper star topper keep the material cost down while the scale makes a big statement.

Get the idea here ↗

18. Bottle Brush Tree Forest

A cluster of inexpensive bottle brush trees in varying heights makes an instant mini forest for a mantel, table runner, or shelf. Bought or dyed in bulk, they’re one of the cheapest ways to add festive color to a room.

Get the idea here ↗

19. Plaid Fabric Tree & Reindeer Set

Simple flannel scraps sewn into tree and reindeer shapes bring cozy plaid texture to a tray display for a fraction of store-bought decor. Wooden bead garland and a candle tucked in the center finish the cabin-cozy look.

Get the idea here ↗

20. Rustic Bottle & Bowl Display

A bundle of kindling tied with ribbon dresses up a plain bottle, while a small bowl of mini snow-flocked trees adds instant winter charm nearby. It’s proof that a little greenery and ribbon go a long way on a shelf or console.

Get the idea here ↗



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Earn $500 Bonus with New Chase Business Checking


Chase Business Checking Bonus

🔄️ Update: There’s a direct link for the $500 bonus with $2,000 deposit requirement. Valid through 10/15/2026.

Chase is one of my favorite bank when it comes to bank bonuses. They usually have some of the best personal and business account offers. They are now offering a new bonus of up to $500 for Chase Business Complete Checking, and it doesn’t require a direct deposit. This is not the best bonus ever offered for this account, but it requires a $10K deposit instead of $20K required for the $750 bonus. Check out the full details below.

How to Earn Chase Business Checking $500 Bonus

To receive the business checking bonus:

  • Visit a branch or chase.com/business and open a new Chase Business Checking account using offer code.
  • Deposit new money into your checking account within 30 days of offer enrollment and maintain this balance for 60 days from offer enrollment. The new money cannot be funds held by your business at Chase or its affiliates. Business checking bonus and new money requirements are as follows:
    • $300 BONUS, with $2,000 or more.
    • $500 BONUS, with $10,000 or more.
  • Complete 5 qualifying transactions within 90 days of offer enrollment. Qualifying transactions are: debit card purchases, Chase QuickAccept deposits, Chase QuickDeposit, ACH (Credits), wires (credits and debits), Chase Online Bill Pay.

After you have completed all the above checking requirements, bonus will be deposited in your new account within 15 business days. Bonuses are considered interest and may be reported on IRS Form 1099-INT (or Form 1042-S, if applicable).

Who is Eligible?

  • Offer is not available to existing Chase business checking customers and those who have closed accounts within the past 90 days.
  • You can receive only one new business checking account opening related bonus every two years from the last enrollment date and only one bonus per account
  • You can still get this offer if you have a personal checking account.

Account Fees

Chase Business Complete Checking is the best option for this bonus. It come with a $15 Monthly Service Fee. You can avoid the fee with:

  • Maintain a minimum daily balance of $2,000 in your account as of the beginning of each day of the statement period
  • Spend at least $2,000 in purchases (minus returns or refunds) using your Chase Ink® Business Card(s) that shares a business legal name with the Chase Business Complete Checking account, using each of their most recently completed monthly card billing period
  • Deposit $2,000 into your Chase Business Complete Checking account from your QuickAccept℠ and/or other eligible Chase Merchant Services transactions at least one business day prior to the last day of your bank account statement period, or
  • Maintain a linked Chase Private Client Checking℠ account. Product terms are subject to change. Eligible Chase Merchant Services products include only those where the transaction history can be viewed through Chase Business Online, Chase Connect®, or J.P. Morgan Access.

Guru’s Wrap-Up

This is a good bonus for a business checking account. You can do it online or in-branch. The only requirements for the $500 bonus are a $10,000 deposit that you need to keep in the account for about 31 days or more, and 5 qualifying transactions within 90 days. Considering the short amount of time that you need to maintain the balance of $10K, it should be a much better than any high-yield account.

Claim a unique code right away by entering your email. Do this sooner than later, because Chase often pulls these offers early.

It’s also worth noting that the $750 bonus is still around. There’s also a targeted offer for $1,500. Keep an eye out for those if you want that bonus instead.

Bank bonuses are a great way to earn some extra income, often from the comfort of your home. You can take a look at my bank bonus results for 2022 where I made over $6,000. If this bonus is not for you, then you can check our full list of available bank bonuses. And, if you’re new to bank account bonuses, you can learn more about churning bank accounts here.


💡 Link & Key Details

  • OFFER LINK
  • Account Type: Total Business Checking
  • Availability: Nationwide
  • Inquiry Type: Soft Pull
  • Credit Card Funding: No
  • Direct Deposit Requirement: No
  • Other Requirements: Deposit $10,000 within 30 days and maintain balance for 60 days, plus 5 transactions
  • Monthly Fee: $15 (few options to waive it)
  • Closing Account Fee: Must keep open for 6 months
  • Expiration Date: 4/17/25 7/17/25 10/16/25 5/14/26 10/15/26


Found a great Bank Offer? Share it with us, so we can share it with our readers!

$1,000/Month Cash Flow Exists in These Markets


Dave:
Orphe, welcome back to On the Market. Thanks for joining us again.

Orphe:
Thanks for having me.

Dave:
Well, I want to start with a report that your team put out because I’ll just be honest, I liked the headline. It said, “Home shopping season shows signs of life as sales new listings rebound.” So tell us a little bit about it. I like the sound of signs of life. Where are you seeing that in the market right now?

Orphe:
Yeah, I want to catch this a little bit. We’re seeing an increase in sales, but it’s kind of normal. We’re getting to that kind of peak of the home shopping season, so that’s somewhat expected. I think the fact that mortgage rates are still below year ago levels also providing support for activity right now. The typical monthly mortgage payment, if you were to come up with 20% down, is down roughly 2.5% on a year-over-year basis. So that’s the positive, but it’s really a fragile recovery because there are so many headwinds. We know inflation is back to above 4%. The labor market is still very uncertain. Higher rates and quits are really low. Quits are low because people don’t feel confident enough to go and look for another job or jump ship to a better pay. And mortgage rates are volatile. So when you look at the Bureau of Economic Analysis, real disposable income shows basically had been falling this year.
It’s fallen for five of the last seven months. And so people are squeezed and the cost of everything has gone up. Now it seems housing with the cost of housing easing is good. It’s kind of the bright spot in today’s economy actually.

Dave:
Yeah, I see that. So I’m curious though, with all the affordability challenges, where is this new demand coming from? Is it because prices are a little bit soft and so people are willing to get discounts and then jump back in? And I know it’s tepid growth. We’re not saying there’s some big increase in sales, but even that little improvement is notable. So where is it coming from?

Orphe:
When we look at our days depending the time it takes for a home to go under contract, it’s really back to pre-pandemic levels. When you look at the share of homes that sell within a week, roughly one in five sell within a week, it’s still pretty fast. It’s basically back to the pre-pandemic level. We had gotten used to home selling really, really fast and things have kind of slowed back down to the pre-pandemic pace. And so the question I’m getting from a lot of people is, well, if things are just slowed back down to the pre-pandemic pace, why is it that total home sales are still so far below, roughly 20% below where they were before the pandemic? And really the answer to that is on the supply side. We have roughly 19% fewer homes for sale across the United States. And so the demand side, yes, affordability is a challenge, but affordability has been improving.
So the demand side’s actually been okay. Conditional listing your home, you could still sell it in a week. One in five will sell in a week. And median days depending is about 19 days last month. So still pretty normal. The supply side is what’s been lacking. And so when I look across the country at markets that have seen a small, a modest bounce in home sales, they’re the markets where we’ve seen the biggest increase in inventory relative to the pre-pandemic pace. So I’m looking at Austin, I’m looking at Raleigh, North Carolina where my metro area. Those are markets where the total number of homes for sale has now surpassed the pre-pandemic level. And there are also markets where we’re seeing the increase in home sales. So really very much all this to say, this is very much a supply story. In places where we’ve seen a big increase in supply, you’ve seen a bigger adjustment in prices that has helped improve affordability relatively more than in other places.
And that’s where you’re seeing the modest increase in sales that we’re seeing right now.

Dave:
And do you think that trend will extend to other markets? Because a lot of the ones you’re talking about were maybe some of the pandemic boom towns, places that grew really quickly and there’s been a modest correction. Do you think there’s a chance we see a more broad-based increase in new listings and inventory that might help the market gain a little bit more steam?

Orphe:
Yeah, unfortunately those markets, like you said, are the markets where you basically saw the big increase in new construction or a lot of new homes end up back on the market as existing homes and so all homes are necessary. Unfortunately, of course, the constraint is in markets that just don’t build a lot of housing. It’s in the Northeast, it’s on the West Coast where you just haven’t seen a big increase in supply. And in the last year and a half or so, builders have already begun to pull back. And so that pullback basically means that we’re not likely to see that big increase in sales across the country like we were hoping to see. And so you’re looking at a housing market that’s seeing a modest increase in home sales, but where the constraint very much lies on the inventory side, the supply side of the market.

Dave:
To me, it just feels like we’re in the most boring housing market we’ve ever been in. It’s not terrible. It’s not great. It’s just kind of flat. The listeners of the show will know I call it the great stall. We’re just in this stalled period. And I have a hard time imagining what breaks us out of this other than some sort of big macroeconomic event that changes or shifts the balance between supply and demand, whether that’s a big increase in unemployment or a recession. What are the things that could move us out of that? So I won’t make you make a prediction, but how do we get unstuck?

Orphe:
The current environment is not all bad. I

Dave:
Agree.

Orphe:
I looked at listings. My colleague Kara on the Zillow economic research team looked at listings on Zillow that would still be cashflow positive for investors. And so looking at for sale listings on Zillow where the full carrying cost, principle, interest, property tax, insurance, maintenance compared to the rent you would get for the unit or rentals estimate would still generate some positive cashflow. And we also flagged listings that would clear roughly $1,000 or more per month. And when you do that math, which I think is very interesting, in markets that are slower, there are more opportunities that arise. You’re no longer really engaged in bidding wars with other buyers. And so there’s an opportunity here. And so when we do that math, what we see is the highest share of listings that would be cashflow positive on Zillow are in markets like Buffalo, those suply constraint markets, Buffalo, Detroit, Cleveland, St. Louis, Missouri.
In Buffalo, roughly 10%, one in 10 listings could clear $1,000 a month in cashflow.

Dave:
$1,000 a month?

Orphe:
A month. So there are opportunities out there. What do these markets common? Well, the common thread is a low price to rent ratio. Cheaper prices relative to the rent that the property would command. And I think that’s the whole game. And so even though it’s this slow and maybe boring housing market, it doesn’t have to be that way for investors always out there looking for opportunities to take advantage of current conditions.

Dave:
I agree with you completely. I actually think right now is a better opportunity to buy than I’ve seen in a while because even though inventory is not rising, you see, like you said, days on market improving, the ability to negotiate, the leverage that you have, the concessions that sellers are offering. If you look at the combination of those variables and the lower competition, it’s just easier to find things right now than it has been in years. So I’m with you on that. And I think the other thing about a boring market is when I say boring, I don’t mean bad. I just think on a show where we talk about the housing market all day, there’s not much changing. Not much has changed in the last couple of months. It’s just stagnant. But I have two questions for you. First and foremost, how do I get my hands on that list of properties that you get a thousand bucks a month in cashflow?
Because I think our audience would pay big money for it. I’m

Orphe:
Teasing it out. It’s something we haven’t published yet at Zillow, but we will make sure to let you know

Dave:
As soon as it’s

Orphe:
Released.

Dave:
We want to see it.

Orphe:
Again, it’s zillow.com/research is basically our research page where you could find all of our insights, everything we observe on the Zillow platform.

Dave:
I assume with your colleague, I know it was your colleague’s research, but was that assuming a purchase price at asking?

Orphe:
Yes, that’s right. Exactly. You’re assuming asking the listing as it is on Zillow right now. But to your point, this is very much negotiable right now.

Dave:
Yeah. You might be able to do better.

Orphe:
Exactly. Exactly.

Dave:
So if we’re in this boring market though, do you see this continuing for the foreseeable future? Just not a lot of movement in either direction?

Orphe:
Yeah, I think we probably are going to continue to see modest improvements in sales. I think price growth, when we look at home value appreciation, it’s pretty flat. We have it at 1.1% for the year forecasted. But when you consider the fact that builders have pulled back, we’re really starting to see it with rentals. We expect completions, multifamily completions to drop roughly 17% on a year-over-year to finish the year, roughly 17% down on a year-over-year basis. And so when the flow pulls back so much, it’s unlikely that we’re going to continue to see the vacancy rate rising. And we’re already seeing that in our data. Rent growth has been firming for the past three consecutive months compared to last year, taking the seasonality out of it. So to me, what that tells me is that the pullback in supply is likely going to start putting upward pressure on both rents and prices across the country.
And so for people that were sitting there in these markets that they felt supplied like Nashville or something like that where you couldn’t really feel like you couldn’t raise the rent, well, I think those people are going to start to see with the vacancy rate basically plateauing, that they’ll be able to command higher rents and that the amount of concessions they had to give up is likely going to start falling back. So whether we’re going to see a lot of sales activity, a big boost in sales activity, that remains a big question mark. But on the price front, I think the fact that builders have pulled back could mean that prices and rents will start to firm up again. Now I’m a litle bit optimistic because on the policy front, you’re hearing that at all levels of government, people are more and more are talking about affordability.
They’re talking about unleashing builders to build more housing. They’re talking about changing land use restrictions and building codes to allow builders to build more housing and to build denser. And so I am optimistic that if all of those things come to pass and you start to see a big policy shift to allow builders to build more housing across the country, we’ll start to see more transaction activity. Probably not in the near term, but that’s something to look forward to over the next few years.

Dave:
Well, I have a few questions about that. Let’s start with the rent piece because that was sort of my thesis going into the year that if you look at the main variable that has been suppressing rent, it’s all this multifamily supply that we’ve had from the last couple years. And we know the great thing about multifamily is you know years ahead when it’s coming. So it’s a relatively easy thing to forecast and we know that we’ve hit the peak in all the supply coming online. Now it’s going to start declining. That should improve occupancy rates and then we should see rent start to climb again. That sort of was my opinion. I’m wavering a little bit though, because I guess my concern is if you look at just affordability throughout the economy, not housing only, and you see people just being pretty constrained, the savings rate is going down, consumer sentiment’s extremely low, default rates on credit cards are going up, all of these issues.
Is that going to weigh on household formation? Could we see lower demand for housing because people are going to do what they do during hard times, which is continue to live with a roommate or move in with family or those kinds of things?

Orphe:
Yeah, I think that’s a good point. The answer to that is people tend to delay. They’ll delay. They won’t stay at home forever. Hopefully not. Yes, exactly. We may see a bit of a delay, but that’s very much tied to what the economy is doing. So if the labor market starts to heat up again, if inflation comes back in line, those problems start to disappear again. So I’m not too concerned about that part as much as I was as well. Those are things that you have to consider when you sit down and write down a forecast, headwinds and tailwinds. And you’ve highlighted some of the headwinds in the near term.

Dave:
Yeah, I guess it is obviously very regional. If you’re in a market that’s going to go from supply glut to supply constraint, you’ll probably see rent going up. If you’re in a market that’s just pretty unaffordable and still has a decent number of multifamily deliveries, have modest expectations for rent. The second thing I wanted to ask you about, which you mentioned earlier, was just about the housing shortage because I’ve talked about this, we talk about all the time, anywhere between one to seven million units short. I think most estimates are three to four million. I don’t know if you have one at Zillow.

Orphe:
I’m at roughly 4.7 million. Mine is very transparent in fact. I love talking about it because it’s the one that makes the most sense. I’m comparing the number of families that are doubling up, low-income families that are stuck sharing a unit to the number of homes that are actually available across the United States for rent or for sale.

Dave:
Wow.

Orphe:
And so when you do that simple comparison, what you learn is the gap is roughly 4.7 million. If every one of those families, which I’m sure they would love to have a unit of their own, not share a house with people that are unrelated to them. If we were to put all those families out and say, “Hey, we’d love to give you a unit of your own,” there wouldn’t be enough to go around for everyone. We’d be short 4.7 million units.

Dave:
Wow. And

Orphe:
So very simple math, very transparent.

Dave:
I like that.

Orphe:
You could replicate it by using the American Community Survey and you come up with this number and you could track it over time. And so we’re actually going to update with the latest American Community Survey. We’re going to update that number and that should be coming out in the next week or two on the platform. Yeah.

Dave:
I’ll definitely check that out. And just so everyone knows, the American Community Survey is part of the census. It’s public data you can go get for yourself if you want to check this out. Super interesting. Well, I like your definition too. It makes a lot of sense to me. My question is, is this supply shortage a moment in time? Because you have a real supply shortage. I believe that. We also have a demographic trend that suggests that boomers are aging. At the same time, we have lower birth rates, have very low immigration rates right now, and current projections are that our population is going to peak sometime in the 2050s, give or take look at different projections. So is there a chance that even if we do almost nothing and just keep construction rates at the pace that they’re at, could in 10 years this supply shortage just be equilibrium or potentially even a supply glut?

Orphe:
It’s a very difficult question to answer because remember a decline in population or even just the slowdown in population growth also assumes fewer potential construction workers and fewer plumbers and electricians. And so you’re going to likely get a stronger decline in the supply of housing.

Dave:
Existing supply will deteriorate faster.

Orphe:
Existing supply definitely deteriorates over time. And so that’s one of the problems I think to consider. The other one is, and we’ve looked at this at Zillow as well, is a lot of young people like to move to areas with vibrant labor markets where the jobs are. So they’re moving to the coasts. They’re moving to New York and Miami and Seattle and San Francisco. And what you learn when you look at the demographic profile of this country is that a lot of the homes owned by older Americans on these big lots that we could potentially build on are in the Midwest. They’re far away from those big job centers that people are moving to. And so there’s a bit of a spatial mismatch here that needs to be resolved as well. And so I’m not necessarily optimistic that just shrinking the population is going to result in fixing the mismatches that we have currently.

Dave:
Right. And actually I was looking into this myself and I was looking at Japan because it’s a country with declining population. I was curious what happened there. And what it shows is similar to what you described, which is that in rural areas, home prices did go down, but there was a lot of basically abandoned homes or vacant homes. That’s right.
But metro areas were essentially unaffected because everyone still want to live in the areas with economic opportunity. People just moved to that. So yeah, that does seem like the most likely scenario, but it’s just something as an investor and a housing analyst, it’s hard to wrap your head around how that could play out because these are two big trends going to collide with each other probably in the next 10 years or so. So great to get your take on that. So Orfe, what else are you working on? I mean, you’re telling us all this cool stuff. You’re updating us on the housing shortage, you’re updating us on rental opportunities. What else interesting is going on at Zillow that we should know about?

Orphe:
Yeah, again, the website is zillow.com/research. A lot of people just go to zillow.com to look at housing, but the research lives on the research page and we’re constantly putting out content. I think one of the pieces that I’m going to share soon is on pricing. The fact that it’s really important to price your home right as a seller. And a lot

Dave:
Of investors

Orphe:
Will have to exit at some point. They become sellers. And we can actually see the number of engagement on units on Zillow and how much that engagement translates to sales to have faster home sales, but also the price the home commence. And basically I think it’s very dangerous and I think it’s important to reiterate this. It’s very dangerous to price too high

Dave:
Because

Orphe:
Ultimately some people say, “Well, you should price high and then you’ll get –

Dave:
Negotiate.

Orphe:
What you were hoping for. ” And ultimately it’s the opposite. A lot of times you price too high and you end up getting a lot less than other similar homes that were priced better to start with.

Dave:
Is that regional? I’m just curious if that’s regional because I’ve sold two homes recently. One in the Seattle area is a flip. And I knew in this market everyone’s haggling. So I put it on not priced high. I priced it what I thought was exactly right. I did not price it low. In my head, I knew I was probably going to get below that number and that’s what happened. I still did fine on the property, but I kind of did go with that strategy of price it normally and accept the concession and it worked. And then I sold in another market that was hot and I actually priced it a little low and I got three offers over asking. So that pricing it low really did work. So I’m just curious if it depends on market dynamics, how you should list your listing strategy.

Orphe:
Absolutely. You got to be cognizant of the competition, the number of units that are actually vacant in that market, who you’re competing with. It’s true for the for sale market. It’s also true for rental listings. You got to understand the relationship between supply and demand in that market, the bargaining power between landlords and renters. So I think that’s absolutely key, which brings me to my next point. We do have a metric for that. Our market heat index,
You should definitely check it out so you can see where the market stands and relative bargaining power. We have the share of listings with a concession for rentals, which is another great metric that I think listeners should take advantage of. You can see that really tells you something about relative bargaining power between landlords and potential tenants. In a market like Denver where roughly 60% of units have a concession, you cannot go ahead and get rid of the concession or try to price too high because your listing’s probably going to sit longer and you won’t be able to fill it. So make sure you pay attention to those types of metrics. That’s really, really important.

Dave:
Well, I’m going to because I’m about to list a property in Denver. So price it to sell, you’re saying.

Orphe:
That’s right.

Dave:
I’m not expecting to get top dollar there. I’ve owned it for a long time. It’ll be fine. But yeah, I was just curious. I think so much of it is a foot traffic game. If you price it well, you’ll get a lot of people into the house. And if you have a goodhouse, people will offer on it. If you price it too high, no one’s giving you to come and then you don’t even give yourself a chance to get into a conversation.

Orphe:
That’s right. You got to know your submarket. Don’t just look at the national number or the national headlines. You really got to do your homework and understand the market you’re in.

Dave:
Well, Orphe, this has been awesome. Thank you so much for coming here and sharing what you’re doing with Zillow and your team is doing. Super good information. We’ll update everyone. I know everyone’s going to really want those where you could still find cashflow at 1,000 bucks a month, that’s going to be popular. So we’ll definitely publish that when we hear about it. But you can check out all of Orfe and his team’s research at zillow.com/research. Thanks again for being here.

Orphe:
It’s a pleasure. Anytime.

Dave:
And thank you all so much for listening to this episode of On the Market. I’m Dave Meyer. We’ll see you next time.

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SkyPilot, from Databricks’ cofounder, raises $20M to be the Switzerland of AI compute



Databricks cofounder Ion Stoica can explain what his latest startup does to a kindergartner on the fly.

The basis for his new company SkyPilot, which he cofounded with Zongheng Yang, is this: companies need computers to run, different providers sell those computers, switching between them is painful and expensive, so SkyPilot makes it easy to use any of them, meaning “more compute, better compute, cheaper compute.”

Today, Stoica and Yang are publicly launching SkyPilot, backed by $20 million seed funding, Fortune learned exclusively. Lux Capital led the round with Coatue and Amplify Partners also writing checks. 

Stoica traces the problem SkyPilot is targeting back to Databricks. Expanding Databricks from one cloud to two took a year of engineering pain, he told me. AI made that pain universal. Every lab now calls five or ten cloud providers on day one just to scrape together enough GPUs, then needs a way to actually use them together.

CEO Zongheng Yang, who interned at Databricks when it was roughly ten people, says the bigger opportunity isn’t hunting cheap compute, it’s squeezing more out of GPUs companies already own. “If you spend like $100 million per year on GPUs, SkyPilot frequently helps our customers squeeze out more than 10% of utilization,” he told me, which is $10 million in savings from efficiency alone. 

That argument reframes the “can AI companies make money” debate gripping the industry: Cursor’s margins were negative until it stopped renting Anthropic’s models and trained its own, a shift Yang calls “custom intelligence,” now made cheaper by open-weight models like GLM that rank near GPT and Claude on public leaderboards.

Stoica and Yang aren’t alone in betting that GPU orchestration is the next big layer of the AI stack. Nvidia bought Run:ai for roughly $700 million in 2024 to solve a version of this problem, then open-sourced it. The broader AI orchestration market is projected to grow from around $14 billion in 2026 to more than $60 billion by 2034. 

SkyPilot’s edge, its backers argue, is neutrality. SkyPilot doesn’t answer to a single hardware or cloud vendor, and counts CoreWeave and Nebius among its integration partners rather than rivals.

But SkyPilot’s code has been sitting free on GitHub for years, so what stops a customer from just using it without paying? Lux’s Brandon Reeves, who backed the deal, argues that’s not the real risk: SkyPilot is “probably like 1% of the way done,” meaning the free version barely resembles what’s coming. 

The bigger bet, Reeves suggested, is intertwined with Stoica himself. Stoica recruits the best PhD students because his lab already produced Databricks and Anyscale, which makes the lab a magnet for even better students who then build the next thing worth funding. 

See you tomorrow,

Lily Mae Lazarus
X:
@LilyMaeLazarus
Email: lily.lazarus@fortune.com
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VENTURE DEALS

Neo, a Boston, Mass.-based provider of an AI software-control platform, raised $100 million in funding from Andreessen Horowitz, Bessemer Venture Partners, and others.

Senra Systems, a Redondo Beach, Calif.-based manufacturer of wire-harness systems for aerospace and defense customers, raised $65 million in Series B funding. Lowercarbon Capital and Interlagos led the round and were joined by General Catalyst, Sequoia Capital, Andreessen Horowitz, Founders Fund, and others.

Empirical Security, a Chicago, Ill.-based cybersecurity intelligence company that uses custom AI models to detect and respond to attacks, raised $25 million in Series A funding. Brightmind Partners led the round. 

deltaVision, a Munich, Germany-based developer of fluidic systems for launch vehicles, satellites, lunar landers, and in-orbit servicing spacecraft, raised €10.2 million ($11.6 million) in funding. KT Ventures and Valemount Capital led the round.

Sofab Inks, a Louisville, Ky.-based specialty materials company for perovskite solar, raised $6 million in seed funding. Cloudberry Ventures led the round.

Cascade, a New York City-based AI startup, raised $3.5 million in seed funding from Andreessen Horowitz Speedrun, Ada Ventures, Blitzscaling Ventures, Indico Capital, shuckerVC, G2C Ventures, and Snowball VC.

PRIVATE EQUITY

Examinetics, a portfolio company of Coalesce Capital, acquired Progressive Safety, an Olathe, Kans.-based on-site workplace safety provider, and Jurgiel & Associates, a St. Louis, Mo. and Highland Village, Texas-based industrial hygiene and safety counseling provider. Financial terms were not disclosed.

Pine Services Group, backed by Evergreen, acquired Datel, a Warrington, U.K.-based Sage business partner. Financial terms were not disclosed.

IPOs

Jersey Mike’s Subs, a Tinton Falls, N.J.-based chain of sandwich restaurants, plans to raise up to $1 billion in an offering of 43.5 million shares priced between $21 and $25 on the New York Stock Exchange. The company posted $714 million in sales for the year ended March 31.

Reformation, a Vernon, Calif.-based women’s clothing brand, plans to raise up to $239.7 million in an offering of 14.1 million shares priced between $15 and $17 on the New York Stock Exchange. Permira and the Aflalo Family Trust back the company.

FUNDS + FUNDS OF FUNDS

Capitol Meridian Partners, a Washington, D.C.-based private equity firm, raised $1.9 billion for its second fund focused on national security, defense, and commercial aviation companies.

PEOPLE

Littlejohn & Co., a Greenwich, Conn.-based private equity firm, promoted Brian Michaud to Managing Partner.

This Pipeline Stock Pays a 5% Yield — Here Are 2 More Like It


The energy sector is ripe with interesting dividend opportunities. Still, experienced investors know that high-yield pipeline stocks are among the best places to be for dependable midstream energy income.

Due to perceived safety and familiarity, income-hungry market participants perusing the midstream often embrace large-cap names, including the three E’s: Enbridge (ENB 1.73%), Energy Transfer, and Enterprise Products Partners. Focusing on the $123.2 billion Enbridge for a moment, investors’ adulation for that pipeline giant is understandable. It’s a large-cap stock with a dividend yield of 4.9%.

These pipeline stocks sport impressive dividend yields. Image source: Getty Images.

Those are appealing numbers, ones that imply a level of comfort craved by many dividend investors. However, market participants willing to go further down the midstream market capitalization spectrum can be rewarded with both significant payouts and upside potential.

The unheralded duo of Hess Midstream (HESM 0.35%) and Western Midstream (WES +1.39%) confirm as much.

All hail Hess

A couple of things explain Hess Midstream’s overlooked status. First, the company has a market value of $8.3 billion, making it a mid-cap stock, and the investing public consistently overlooks that segment. Second, while many midstream players focus on the Permian Basin or the Gulf Coast region, Hess does not.

Rather, this pipeline operator controls gas, oil, and water assets in the Bakken and Three Forks shale regions of North Dakota. Geography doesn’t alter the fact that this energy stock carries an impressive dividend yield of 7.7%. Oh yeah, it’s a payout grower, too. In January, Hess Midstream announced a distribution increase while noting that its free-cash-flow growth through 2028 should support dividend growth of at least 5% annually.

As its name implies, Hess is, in fact, a midstream company, but investors who aren’t yet familiar with this name should note this operator doesn’t compare on an apples-to-apples basis with Enbridge. Hess is fully vertically integrated within one basin and is highly dependent on its relationship with Chevron.

Hess Midstream Stock Quote

Today’s Change

(-0.35%) $-0.14

Current Price

$40.20

In the first quarter, Hess derived 96% of its revenue from Chevron contracts. On the surface, that sounds risky, but some of the risk is defrayed on multiple fronts. First, Hess isn’t taking on commodity price risk. Second, while there is some volume risk here, the company has sturdy minimum-volume commitments with Chevron, which provide clarity for investors. Investors don’t seem to mind the Chevron relationship, as Hess Midstream’s shares are up 16.2% this year.

Winning with Western Midstream

From an income perspective, Western Midstream is another energy stock that deserves more attention. This $18.8 billion company delivers the dividend goods, as evidenced by its 8.1% yield. More importantly, the Permian Basin operator has a five-year streak of dividend increases to its credit.

Western Midstream forecast 2026 distributable cash flow of $1.85 billion to $2.05 billion, and first-quarter operating and maintenance expenses declined by 7%, implying this payout is on solid ground. The potential long-term upside for both the dividend and the stock is supported by the operator’s enviable position in the Delaware Basin. Not the state of Delaware, but one of the most lucrative portions of the broader Permian Basin.

In the first quarter, the company produced a record amount of oil and natural gas liquids (NGLs) in the Delaware Basin. Western paid $1.6 billion for Brazos in a deal aimed at fortifying the buyer’s position in the Delaware Basin. That deal, which closed last month, could add as much as $100 million in earnings before interest, taxes, depreciation, and amortization (EBITDA) this year while transforming Western into a must-have partner for Permian drillers.

Western Midstream Partners Stock Quote

Western Midstream Partners

Today’s Change

(1.39%) $0.64

Current Price

$46.61

Investors looking for another reason to consider this stock may want to examine the $1.5 billion acquisition of Aris Water Solutions, completed last October. That deal positions Western as one of the leading water providers in the Permian Basin, potentially giving it a durable competitive advantage over rivals that focus more on energy storage and transportation.

New U.S. Mint Silver Coin Deal Thursday (7/21), $1,696 In Credit Card Spend & $100+ Total Profit (Limit 10)


There is another profitable U.S. Mint coin deal coming up on Tuesday July 21st at 12PM ET

Cost is $169 per set, but you can purchase 10 and comes with $5.95 shipping  I’d recommend locking in a price ahead of time to lock in your profit and avoid any risk (keep in mind there always seems to be a bit of astroturfing in the comments for different purchasers). This coin is more expensive so I would definitely recommend locking in a price before purchasing. Most places haven’t listed what they are paying yet but at minimum you should make $100+ profit for 10. 

F.A.Q’s

What is the best credit card to use?

You can see what credit cards code as a cash advance and the best cards to use in this dedicated post. 

Why don’t you list places that are buying these coin sets and for how much?

Many years ago a coin set was available for purchase, many people committed to purchasing the deal for that buyer and then backed out when the coin was worth more than the commitment price they had agreed to. I thought reader should hold up their side of their deal so no longer recommend specific places to sell anymore.

Additionally this is similar to buying groups and there is always a chance of the buyer running away with your coins, I don’t want to be responsible for making a Recommendation if this happens. Do your own research.