Among other things, insurance companies now use aerial photography, combined with AI, to better assess property-level risk. Here's an excerpt from Bloomberg Green:
“Weather and catastrophe losses are running ahead of the ability to manage them, and many insurers are having trouble sustaining their business because they’re not getting the right rates,” said Jay Guin, chief research officer of the extreme event solutions team at Verisk, a catastrophe modeling firm. “AI changes the equation.”
Zurich Insurance Group AG, one of the largest insurers in Europe, uses AI powered risk-modeling software to assess catastrophe risk and often tweaks it for its own purpose.
“If there’s fire hazard like vegetation, overhang or debris in your backyard that shouldn’t be there, we can tell you to lower the risk otherwise we may not be able to underwrite you,” said Ericson Chan, chief information and digital officer of the Swiss company.
What AI allows is a level of granularity that just wasn't possible when humans were the ones who had to do it. Insurers now talk about "continuous remote risk monitoring," meaning they can use AI-powered aerial imagery to constantly check on that risky debris in your backyard.
This feels like quite an improvement for the insurance industry. But when you more accurately price risk, I would imagine that it will lead to more insurers deciding to stay clear of certain risks and certain properties, as has already been the case in places like California.
Cover photo by Pim de Boer on Unsplash

In the 9th century, France enacted into law a way to buy and sell property through something known as une vente en viager. My understanding is that there are other European countries that also allow this, but that it's most popular in France, even if it still forms a relatively small portion of the market.
Here's how it typically works. You're an older person (or older couple) and you want to use your home to generate some cash, but you also want to stay living in your home until the very end. So you offer it up for sale en viager occupé. (This is the most popular option, but there's also le viager libre, where the seller moves out immediately.)
Whoever buys it will usually pay you, the seller, in two ways. They will pay you an upfront lump sum (called le bouquet) and a recurring payment (called la rente viagère) up until the day you die (or both of you die). Once this happens, the buyer then gets full enjoyment of the property. The transaction is complete.
So why would either party want to sell and buy in this way?
Well, if you're the seller, the obvious benefits are that (1) you get to continue living in your home and (2) you get some money now and for the rest of your life. This can be useful if you, say, run out of cash during retirement. It's a means to financial independence.
For buyers, it's the opportunity to maybe acquire a property below its current market price. Because if you don't have access to the home until some undetermined date in the future, well then a discount will obviously need to be applied. The initial lump sum payment is often around 30% of the current value. The other attractive feature is that it's a form of financing for buyers who may not have all the money they need today.
Urbanation just released its Q2-2024 condominium market survey for the Greater Toronto & Hamilton Area (GTHA), and we should probably talk about some of the data:
The new condominium market reported 1,688 sales in the quarter. Outside of Q2-2020 (the pandemic), this is the lowest in the past 20 years. Note: This number is self-reported by developers.
Of the 3,625 homes launched for pre-sale during the quarter, only about 17% got absorbed/sold. That's about ~616 homes, which isn't very much when you spread it out across the region's projects.
Unsold inventory increased to 25,893 homes. Urbanation equates this to 34 months of supply, versus a more "balanced level" of 10-12 months. This number breaks down to 15,157 homes in pre-construction projects, 9,788 homes in projects under construction, and 948 homes in recently completed buildings.
This is higher than Urbanation's 20-year average, but the way I see it is that the ~15k homes in pre-construction projects could very quickly evaporate. If those projects don't get to construction (and most probably won't in the short term), then that inventory will disappear from the market. On the other hand, the ~11k homes under construction or recently completed is a hard number. These homes exist, or will soon exist, and they'll need to get absorbed at some point.
There are also going to be homes that are currently sold, but where buyers ultimately say "yeah, I'm not going to be able to close." So there will be some non-zero percentage of homes that will need to be reabsorbed. I don't know what this percentage will be, but if it's something like 5%, that's not nothing. (See below for the number of condominiums under construction right now.)
Not surprisingly, average asking prices for unsold homes only declined about 2.6% over the past year. Prices have remained markably sticky. And this is how you know that development happens on the margin. Because developers are infinitely better off selling homes and starting construction, compared to holding lots of unsold inventory and starting construction, whenever. The fact that developers aren't dropping prices to sell more homes demonstrates that they can't. They're hitting the floor of financial feasibility.
Finally, last quarter saw 727 new condominium homes start construction. In theory, this could have been a single tall building, though that probably wasn't the case. As new starts fall, the number of condominiums under construction will naturally also fall. The current number is 87,508 homes, which is almost 19,000 less than a year ago. I expect this number to keep coming down.
Among other things, insurance companies now use aerial photography, combined with AI, to better assess property-level risk. Here's an excerpt from Bloomberg Green:
“Weather and catastrophe losses are running ahead of the ability to manage them, and many insurers are having trouble sustaining their business because they’re not getting the right rates,” said Jay Guin, chief research officer of the extreme event solutions team at Verisk, a catastrophe modeling firm. “AI changes the equation.”
Zurich Insurance Group AG, one of the largest insurers in Europe, uses AI powered risk-modeling software to assess catastrophe risk and often tweaks it for its own purpose.
“If there’s fire hazard like vegetation, overhang or debris in your backyard that shouldn’t be there, we can tell you to lower the risk otherwise we may not be able to underwrite you,” said Ericson Chan, chief information and digital officer of the Swiss company.
What AI allows is a level of granularity that just wasn't possible when humans were the ones who had to do it. Insurers now talk about "continuous remote risk monitoring," meaning they can use AI-powered aerial imagery to constantly check on that risky debris in your backyard.
This feels like quite an improvement for the insurance industry. But when you more accurately price risk, I would imagine that it will lead to more insurers deciding to stay clear of certain risks and certain properties, as has already been the case in places like California.
Cover photo by Pim de Boer on Unsplash

In the 9th century, France enacted into law a way to buy and sell property through something known as une vente en viager. My understanding is that there are other European countries that also allow this, but that it's most popular in France, even if it still forms a relatively small portion of the market.
Here's how it typically works. You're an older person (or older couple) and you want to use your home to generate some cash, but you also want to stay living in your home until the very end. So you offer it up for sale en viager occupé. (This is the most popular option, but there's also le viager libre, where the seller moves out immediately.)
Whoever buys it will usually pay you, the seller, in two ways. They will pay you an upfront lump sum (called le bouquet) and a recurring payment (called la rente viagère) up until the day you die (or both of you die). Once this happens, the buyer then gets full enjoyment of the property. The transaction is complete.
So why would either party want to sell and buy in this way?
Well, if you're the seller, the obvious benefits are that (1) you get to continue living in your home and (2) you get some money now and for the rest of your life. This can be useful if you, say, run out of cash during retirement. It's a means to financial independence.
For buyers, it's the opportunity to maybe acquire a property below its current market price. Because if you don't have access to the home until some undetermined date in the future, well then a discount will obviously need to be applied. The initial lump sum payment is often around 30% of the current value. The other attractive feature is that it's a form of financing for buyers who may not have all the money they need today.
Urbanation just released its Q2-2024 condominium market survey for the Greater Toronto & Hamilton Area (GTHA), and we should probably talk about some of the data:
The new condominium market reported 1,688 sales in the quarter. Outside of Q2-2020 (the pandemic), this is the lowest in the past 20 years. Note: This number is self-reported by developers.
Of the 3,625 homes launched for pre-sale during the quarter, only about 17% got absorbed/sold. That's about ~616 homes, which isn't very much when you spread it out across the region's projects.
Unsold inventory increased to 25,893 homes. Urbanation equates this to 34 months of supply, versus a more "balanced level" of 10-12 months. This number breaks down to 15,157 homes in pre-construction projects, 9,788 homes in projects under construction, and 948 homes in recently completed buildings.
This is higher than Urbanation's 20-year average, but the way I see it is that the ~15k homes in pre-construction projects could very quickly evaporate. If those projects don't get to construction (and most probably won't in the short term), then that inventory will disappear from the market. On the other hand, the ~11k homes under construction or recently completed is a hard number. These homes exist, or will soon exist, and they'll need to get absorbed at some point.
There are also going to be homes that are currently sold, but where buyers ultimately say "yeah, I'm not going to be able to close." So there will be some non-zero percentage of homes that will need to be reabsorbed. I don't know what this percentage will be, but if it's something like 5%, that's not nothing. (See below for the number of condominiums under construction right now.)
Not surprisingly, average asking prices for unsold homes only declined about 2.6% over the past year. Prices have remained markably sticky. And this is how you know that development happens on the margin. Because developers are infinitely better off selling homes and starting construction, compared to holding lots of unsold inventory and starting construction, whenever. The fact that developers aren't dropping prices to sell more homes demonstrates that they can't. They're hitting the floor of financial feasibility.
Finally, last quarter saw 727 new condominium homes start construction. In theory, this could have been a single tall building, though that probably wasn't the case. As new starts fall, the number of condominiums under construction will naturally also fall. The current number is 87,508 homes, which is almost 19,000 less than a year ago. I expect this number to keep coming down.
In the end, this is a bet on life expectancy. Because if the seller ends up living for a really long time, then they get the benefit of more annuity payments. However, if they end up living fewer years than expected, then the buyer benefits from having to pay less in annuity payments. They got to buy below market.
It's a fascinating pricing and time-value-of-money exercise, but it's also a potentially morbid way to buy real estate. On the one hand, you could be helping someone live a dignified retirement. On the other hand, you stand to benefit if they die sooner than expected.
Cover photo by Zach Dyson on Unsplash
In the end, this is a bet on life expectancy. Because if the seller ends up living for a really long time, then they get the benefit of more annuity payments. However, if they end up living fewer years than expected, then the buyer benefits from having to pay less in annuity payments. They got to buy below market.
It's a fascinating pricing and time-value-of-money exercise, but it's also a potentially morbid way to buy real estate. On the one hand, you could be helping someone live a dignified retirement. On the other hand, you stand to benefit if they die sooner than expected.
Cover photo by Zach Dyson on Unsplash
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