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Aziz Sunderji Profile
Aziz Sunderji

@AzizSunderji

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Analyzing American housing at 14 years of Strategy Research at Barclays Investment Bank (credit/macro/EM). Formerly reporting @WSJ

Brooklyn, NY
Joined March 2009
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@AzizSunderji
Aziz Sunderji
11 months
If you work in the business of housing and you love data, I want to introduce you to Home Economics. It’s my newsletter where I analyze residential real estate through a macro lens using data visualization. I’d love your support:
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@AzizSunderji
Aziz Sunderji
1 year
The @BLS_gov Consumer Expenditure Report has tracked household budgets since 1984. How is the median household doing today vs then? In short: incomes are $16k higher, and food and clothing are cheaper. But the avg household is spending $5k more on #housing . (1/10)
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@AzizSunderji
Aziz Sunderji
5 months
Oops...
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@AzizSunderji
Aziz Sunderji
10 months
Feel like the main conclusion from the @NYFedResearch 's DSGE model is...forecasting is hard. The economy will...exist next year. Probably.
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@AzizSunderji
Aziz Sunderji
4 months
Getting a bit worried about this...
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@AzizSunderji
Aziz Sunderji
9 months
Does it make more sense to buy or rent your home? Many people say renting is more economical because of lower monthlies. That's 100% wrong: it doesn't account for capital gains from owning. Our model shows that, under most conditions, ownership is the better option. 🧵 ...
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@AzizSunderji
Aziz Sunderji
11 months
@Noahpinion @GaMichMan This is NEW home sales. Existing home sales are in the toilet.
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@AzizSunderji
Aziz Sunderji
1 year
In conclusion: The median American household now spends 37% of its budget on housing. It’s by far the largest—and the fastest growing—pressure point on household finances. (10/10)
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@AzizSunderji
Aziz Sunderji
4 months
Ugh...
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@AzizSunderji
Aziz Sunderji
9 months
While debunking the myth that high-earning households are renting more, I stumbled across the real story: the homeownership rate amongst the lowest-earning households is soaring. Coming soon at .
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@AzizSunderji
Aziz Sunderji
2 months
What's the main reason people move out of high cost states, like New York or California, to lower cost ones? Jobs jobs jobs...
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@AzizSunderji
Aziz Sunderji
6 months
A disproportionate amount of the housing affordability discussion centers on homeowners. In reality, it's renters that are far more burdened—and the situation is worsening for them much faster.
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@AzizSunderji
Aziz Sunderji
1 year
We are spending more on housing even though we are not consuming more of it. Moura et al. show that square feet per capita has risen, but square feet per household has remained surprisingly steady over centuries. (9/10)
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@AzizSunderji
Aziz Sunderji
1 year
In theory, construction boosts supply and should lead to more affordable homes. But the data suggests otherwise: over the past 50 years, a flip from declining to rising construction presages rising—not falling—prices.
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@AzizSunderji
Aziz Sunderji
1 month
Why is New York City shrinking? Short graphical 🧵...
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@AzizSunderji
Aziz Sunderji
9 months
We wrote about this a few months ago, arguing that the spread should decline to 2%. Long ways to go, but it’s moving in the right direction.
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@AzizSunderji
Aziz Sunderji
7 months
@jayparsons Agree! 95% of top flight economists surveyed by U. Chicago disagreed that "local ordinances that limit rent increases for some rental housing units...have had a positive impact over the past three decades on the amount and quality of broadly affordable rental housing..."
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@AzizSunderji
Aziz Sunderji
2 months
Is housing more like a banana 🍌 or a bond 💵? If a 🍌, then boosting supply will lower prices. But if housing is more like a 💵, then boosting supply won't lower prices because prices will revert to a level that keeps housing yields in line with other investable assets.
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@AzizSunderji
Aziz Sunderji
9 months
2023 was a big year for Home Economics (our data driven housing newsletter). We rebranded, grew our subscriber base by 500%, and published dozens of articles. As the year winds down, we're taking a look back at 5 of our analyses that helped differentiate us from the consensus.
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@AzizSunderji
Aziz Sunderji
1 year
The $16k gain may actually be an underestimate. If we use PCE instead of CPI to adjust 1984 dollars to 2021 dollars, the gain has been over $22k. And—households are 0.25 humans smaller—so the higher income is being shared across fewer people. (4/10)
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@AzizSunderji
Aziz Sunderji
1 year
Despite stagnant wages, income are higher: 1: We are working more: unemployment is lower, participation is higher, and we are working longer hours. 2: Non-wage income: bonuses/benefits/pension contributions are up. 3: More favorable taxes and government transfers. (3/10)
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@AzizSunderji
Aziz Sunderji
1 year
Over the last ten years the monthly payment on a 30-year #mortgage for the median American single family #home has increased by $1500. Two-thirds of this increase is due to higher home prices. Only one third has been from higher interest rates. (1/7)
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@AzizSunderji
Aziz Sunderji
1 year
But these pale in comparison to the drag from housing. In 2021, the avg household spent more than $20k on housing (+$5k vs 1984). The next largest item—transportation—is half the size (about $10k). Housing dwarfs healthcare (less than $5k) and education ($534). (8/10)
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@AzizSunderji
Aziz Sunderji
8 months
The conventional story about #housing is that affordability is awful and nobody is buying. This couldn't be further from the truth. The analysis we published this morning shows 10,000,000 new owning households since 2015. Many are young and middle class. 🧵 ...
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@AzizSunderji
Aziz Sunderji
1 year
The rise in incomes has been the main tailwind for household finances. In 1984 the median household (middle quintile) earned just under $45k (2021 dollars). In 2021, the median household earned almost $61k. (2/10)
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@AzizSunderji
Aziz Sunderji
6 months
Part of the reason we have such little housing inventory for sale is that aging boomers are staying in their homes for longer, even as Millennials are trying to buy. Across all ages, people are staying in their homes longer, but it's population aging that has the largest effect.
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@AzizSunderji
Aziz Sunderji
9 months
Many stories re: rising NUMBER of "millionaire renters". Even if preference for renting was constant, # of millionaire renters would still rise due to population growth and rising nominal incomes. Millionaires are a tiny fraction of the US population, and few of them rent.
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@AzizSunderji
Aziz Sunderji
4 years
@Barclays This is a great story, and congratulations to Abisola. But anecdotes are not data; @Barclays , what percentage of your front office team at the senior level - Directors and Managing Directors - are Black women?
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@AzizSunderji
Aziz Sunderji
1 year
A 🧵 about mortgage lock-in and how it could be resolved... American homeowners don’t want to move and lose their cheap mortgages. This “mortgage lock-in” effect has frozen the real estate market.
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@AzizSunderji
Aziz Sunderji
1 year
This isn’t to say middle class households are not struggling / that there aren’t incendiary problems like income and wealth inequality. But the data shows some substantial gains that belie the conventional narrative of the middle class running on a financial hamster wheel (5/10)
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@AzizSunderji
Aziz Sunderji
9 months
I've come across many articles about high earners pivoting from owning their home to renting (supposedly because rents are cheap while home prices and mortgages are expensive, amongst other reasons). My analysis based on census data suggests this is not true.
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@AzizSunderji
Aziz Sunderji
5 months
Um, credit cards? 😱 (h/t @NewYorkFed )
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@AzizSunderji
Aziz Sunderji
9 months
There are many online 'Buy v Rent' calculators (eg from @UpshotNYT ). We didn’t want to reinvent the wheel. But the wheel people have been using sucks. So we built a better one. It's more detailed (captures the upside of refinancing, for eg) and gives more realistic results.
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@AzizSunderji
Aziz Sunderji
1 year
Nice note from @OddLots1 / @TheStalwart / @tracyalloway — re: how economy went from @kylascan 's Vibecession to "rolling expansion". I'd add: a reason tight policy isn't hitting economy: monetary policy hits a wall at housing, since mortgages are fixed.
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@AzizSunderji
Aziz Sunderji
5 months
For 80 years, the pace of homeownership in the US has grown steadily—through wars, economic crises, and social upheaval. Can it continue? ...[1/3]
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@AzizSunderji
Aziz Sunderji
1 year
Millennials are competing with Boomers for housing—I wrote about this for @FTAlphaville today: Key points (🧵)...
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@AzizSunderji
Aziz Sunderji
1 year
On the other hand, many services, like healthcare and education, are more expensive. Why? Like all services, they are resistant to technological efficiencies. It’s no coincidence that we describe insufficiently empathic doctors as having a robotic bedside manner. (7/10)
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@AzizSunderji
Aziz Sunderji
1 month
New York City has added a lot of housing per capita over the past decade (population is declining and the stock of homes is rising, albeit slowly). Yet, home prices are way up. I wonder: does supply explain home prices? Or might incomes—which have been rising in NYC—dominate?
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@AzizSunderji
Aziz Sunderji
1 year
Is the data not showing the rebound you want it to? No problem—just draw an arrow pointing in the direction you want the data to go! 😂 This gem courtesy of @apolloglobal
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@AzizSunderji
Aziz Sunderji
1 year
The @nardotrealtor and others report that Boomers are "baby chasing"—moving to be closer to their kids and grandkids. But the data doesn't really bear this out. Millennial and Boomer hotspots don't overlap.
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@AzizSunderji
Aziz Sunderji
13 days
The impact of lower mortgage rates will be tempered by this...
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@AzizSunderji
Aziz Sunderji
1 month
Do we have a national housing crisis, or a big city housing crisis? @ConorDougherty in the @nytimes argues the problem has spread to even small places like Kalamazoo.
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@AzizSunderji
Aziz Sunderji
5 months
By the 2050s, the Census Bureau forecasts the population barely growing, and only due to immigration.
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@AzizSunderji
Aziz Sunderji
29 days
If a shocking number of people fall below some reasonable threshold of what we deem fair to spend on housing—whether that’s 30% or 50%, or some other figure—then that is a problem primarily to do with the unequal distribution of incomes.
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@AzizSunderji
Aziz Sunderji
18 days
Some prominent commentators said lower rates would intensify housing market tightness. But we’ve had the opposite effect.
@SacAppraiser
Ryan Lundquist
19 days
Lots of open house signs when driving around today. It’s the byproduct of more listings and properties taking longer to sell today compared to 2021. So many sold during the first weekend back then. Now properties need weeks instead of days (or longer).
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@AzizSunderji
Aziz Sunderji
9 months
A recent @WSJ article suggested high earners are shifting to renting (they're "searching for luxury without commitment."). Is that true? My analysis of census data suggests, if anything, high earners are moving even further towards owning.
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@AzizSunderji
Aziz Sunderji
6 months
@DKThomp But I read in the WSJ that this is bad? 😂
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@AzizSunderji
Aziz Sunderji
1 year
Sadly, @AdamPosen is spot on, on all of this. If you prefer pictures, a 🧵…
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@AzizSunderji
Aziz Sunderji
4 months
@KathyParkPrice Infuriating behavior. Sadly, not uncommon these days in BK. Only solace: people like that drive around angry all day, everyday. Imagine how bad that must feel.
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@AzizSunderji
Aziz Sunderji
1 year
We have also benefitted as prices for manufactured goods have not just risen more slowly than overall inflation, but have actually declined. This is partly a result of technology and globalized supply chains. (6/10)
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@AzizSunderji
Aziz Sunderji
2 months
Yes it must be regulation. After all, there’s nothing else NYC, LA, and SF all have in common (couldn’t possibly be high incomes)…
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@AzizSunderji
Aziz Sunderji
1 year
My (non-economist) wife has been editing my newsletter drafts for a few months. Looking over something I’m publishing tomorrow, she turned to me and asked, “is this adjusted for inflation?”. This cub has grown teeth!
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@AzizSunderji
Aziz Sunderji
1 year
@travis_robert so true. citibike is the answer.
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@AzizSunderji
Aziz Sunderji
20 days
Why is housing so unaffordable? In a seminal paper about high home prices in Manhattan, Ed Glaeser argued: "If we are confident that we are not missing any technological barriers to construction, then the gap between market value and the cost of supply must reflect the impact
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@AzizSunderji
Aziz Sunderji
5 months
You know what I would pay a lot for? Journalism about what's happening in the economy and markets, by people who have actually worked in finance. That's it. That's the entirety of the business idea. Like, a stable of @matt_levine s. Why doesn't it exist?
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@AzizSunderji
Aziz Sunderji
1 month
This is exactly right, @conorsen —gradual, below-inflation rates of home price gains, ongoing income gains, and lower mortgage rates are the ingredients that will, over time, restore affordability. More building will be the marginal contributor, though.
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@AzizSunderji
Aziz Sunderji
2 months
Home prices have increased by more than 50% since the end of 2019. But when we look at housing cost as a proportion of after-tax income, most households aren’t spending anywhere near 50% more. Why? My latest for @HousingWire ...
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@AzizSunderji
Aziz Sunderji
1 year
@texasrunnerDFW Is number one, “US Homeowners are in great financial shape”? 😂
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@AzizSunderji
Aziz Sunderji
10 months
Unemployment is rising. How worried should we be? 🧵...
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@AzizSunderji
Aziz Sunderji
2 years
Incredibly prescient article from Oct 2022 by @MarcRuby . "To the extent liquidity is locked in held-to-maturity portfolios, that could present a problem."
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@AzizSunderji
Aziz Sunderji
10 months
Where do home prices go in 2024? Many forecasts call for growth near the historic avg (eg: @AEIecon : +4%). I'll take the under on that: prices are stretched vs anchors like rents and incomes. Likelier: we'll get years of sluggish gains, allowing rest of the economy to catch up.
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@AzizSunderji
Aziz Sunderji
4 months
How long will housing remain extremely expensive? One the one hand, the population growth rate is tanking. Prices should fall. On the other hand, expensive housing is a global phenomenon, and has been around for centuries. Will it really reverse?
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@AzizSunderji
Aziz Sunderji
5 months
The @UpshotNYT Buy or Rent calculator—updated today—has long been a terrific tool. But even with the update, it lacks some important features, like the probability of refinancing at a lower rate in the future (my site, Home Economics, hosts a model that accounts for refinancing)
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@AzizSunderji
Aziz Sunderji
7 months
There is a new dimension to American political polarization: Homeownership...[1/3] ➖Owners twice as likely to identify as "strongly Republican" than renters ➖Renters identify far more frequently as "strongly Democrat" ➖Renters also identify more often as independents
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@AzizSunderji
Aziz Sunderji
2 months
Not to say some people aren't struggling, but it's hard to square this (below) with the notion of a worsening housing crisis...
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@AzizSunderji
Aziz Sunderji
1 year
@historyinmemes Pretty sure @Montreal did it first though, right @bjesseshapiro ?
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@AzizSunderji
Aziz Sunderji
1 month
But it's quite nuanced, and this is where the power of the microdata really shines: I was able to calculate what kind of New Yorker (in terms of age, income) each destination attracts.
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@AzizSunderji
Aziz Sunderji
3 months
As a New Yorker and (hopefully) future parent, I got obsessed with this question over the past couple of weeks: what's the relationship between the quality of elementary schools and home prices in their zoned area? Finding 1 of 6: there's a massive range of school quality! 🧵...
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@AzizSunderji
Aziz Sunderji
9 months
Home prices and rents are moving in different directions. Since the summer of 2022, home prices are up over 1%. Rents are down almost 4%. What's going on? 🧵...
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@AzizSunderji
Aziz Sunderji
1 month
Conclusions: Olds chase the sun. For young movers, 2 kinds: (a) high income people going to jobs-laden, pricey cities (SF, LA); (b) lower income people going to the South (Dallas, Atlanta). Affordability is a driver, but jobs is the main one. TX, FL adding more of them than NY.
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@AzizSunderji
Aziz Sunderji
9 months
Guys, I just read the newspaper and apparently people predicted a recession but it didn’t happen. I’ll investigate and come back to you.
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@AzizSunderji
Aziz Sunderji
6 months
We are awash in "content", even as aggregate human waking hours are unchanged. Pouring your energy into work, sharing it, and hoping people notice it (let alone pay you for it) is a ludicrously ambitious thing to do. Consider: 25% of songs on Spotify have had 0 listens. 0!
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@AzizSunderji
Aziz Sunderji
2 months
From my article for HousingWire: "We wonder why young people are foregoing traditional rites of passage into adulthood: marriage, or getting a driver’s license, for example. But when it comes to homeownership, the explanation is simple: striking out on your own is expensive, so
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@AzizSunderji
Aziz Sunderji
9 months
Does buying still beat renting if home prices grow more slowly than usual? Yes: buying is more economical than renting if home prices rise by 3.15% per year on average. This is very achievable: in almost 70% of the years since 1970, house prices have risen by at least this much.
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@AzizSunderji
Aziz Sunderji
5 months
Boomers are the biggest owners of large homes. Not entirely surprising, since they are a huge generation, but I guess one might have expected to see more downsizing by now... (from @WSJRealEstate )
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@AzizSunderji
Aziz Sunderji
23 days
@JosephPolitano Isn’t it more arms racey?
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@AzizSunderji
Aziz Sunderji
6 months
Who knew remodelers are one of the largest segments of construction employment?...
@JosephPolitano
Joey Politano 🏳️‍🌈
6 months
US residential construction employment reached another post-2008 high last month, with employment in housing remodelers hitting record highs and employment in single-family construction picking up in February
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@AzizSunderji
Aziz Sunderji
6 months
I think the real estate world is poorly served by mortgage rate forecasters who lay out very specific targets but don’t share their reasoning. Markets are efficient. It’s less useful to know the forecast than understanding what’s driving rates.
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@AzizSunderji
Aziz Sunderji
1 month
I also found that the young movers earn a lot more than people at the same age who stayed in New York.
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@AzizSunderji
Aziz Sunderji
1 year
Can't help but feel this is the bust following the boom of new business growth during the pandemic.
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@AzizSunderji
Aziz Sunderji
9 months
The @WSJ : “the number of renters earning over $200,000 a year is up fourfold since 2010”. I reverse engineered their analysis. Yes, the number of renter households earning over $200k rose by 762,000. But also: at that same income level, the number who own rose by 4.4 million.
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@AzizSunderji
Aziz Sunderji
7 months
🚨 We published an article in @EconoFactOrg this morning—myself along with co-authors @LounganiPrakash from @JohnsHopkins and @karanbhasin95 from @ualbany —where we identify and discuss the multiple drivers of deteriorating housing affordability.
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@AzizSunderji
Aziz Sunderji
1 year
Pretty odd moment we are in right now. Coincident indicators look peachy. Forward looking indicators look brutal. Are we headed for a Wile E Coyote situation?
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@BeowulfTreasury
Beowullf's Treasury
1 year
U.S. Credit Growth Update: This is looking deflationary into 2024....doesn't look like inflation will be sticky.
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@AzizSunderji
Aziz Sunderji
6 months
Amidst a worsening housing affordability crisis, especially for renters, the *decline* in state and local spending on housing assistance is perplexing...great work here @urbaninstitute
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@AzizSunderji
Aziz Sunderji
5 months
This is why the subtleties of data visualization matter. All this hard work, and the pattern, if any, is impossible to decipher. Bad. Choice. Of. Colors.
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@AzizSunderji
Aziz Sunderji
9 months
Every few weeks my wife sees a cockroach in our Brooklyn apartment and loses her sh*t. I keep telling her it could be WAY WORSE. I finally have the data to back it up...🪳
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@AzizSunderji
Aziz Sunderji
1 year
Denmark—the land of hygge and portable mortgages.
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@AzizSunderji
Aziz Sunderji
9 months
Re: the @WSJ article about "Forever Renters": I have issues with their presentation of the data. But there is a story here—just a slow brewing one that doesn't fit into the fashionable idea that renting—suddenly, and for the long term—makes more sense than it has historically.
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@AzizSunderji
Aziz Sunderji
3 years
1. Something weird is happening in the labor market: both unemployment and job openings are high. In other words, workers can’t seem to find jobs, and companies can’t seem to find workers.
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@AzizSunderji
Aziz Sunderji
10 months
Permits to build don't lead actual starts. The two are coincident.
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@AzizSunderji
Aziz Sunderji
1 year
@MosesSternstein @bencasselman @BLS_gov Yep—you have to take into account retiring housing stock too—and by this measure, square feet per housing unit has been stable (since the 1800s!).
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@AzizSunderji
Aziz Sunderji
2 months
“The stringency of regulation also is strongly positively correlated with measures of community wealth, so that it is the richer and more highly-educated places that have the most highly regulated land use environments,” say the creators of the Wharton index used here…
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@AzizSunderji
Aziz Sunderji
1 year
Neat housing/climate change research here, from @Redfin , @LilyKatz , @FairweatherPhD , @S_Olascoaga : "Redfin users who viewed homes with severe and/or extreme flood risk prior to a Redfin experiment proceeded to bid on homes with 54% less risk after gaining access to risk data."
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@AzizSunderji
Aziz Sunderji
1 year
@jayparsons @NickTimiraos Nice post. I do sense a conflict within the narrative between the protagonist being the builder/landlord vs renter. This is unmitigated good news for the latter.
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@AzizSunderji
Aziz Sunderji
10 months
Rents are falling. House prices are rising. Weird! They've moved in the same direction 84% of the time since 1970. Many say it's heavy multifamily (MF) supply. But the avg pace of MF completions since Jan '20 has been lower—as a fraction of housing stock—than for single family.
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@AzizSunderji
Aziz Sunderji
2 years
How long before Fed hikes hit the economy? Normally, it would take years (those 'long and variable lags'). But the Fed is hiking at the fastest pace since 1981. Famous last words—but this time could be different. My article in today's @WSJ :
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