
Canada must become a global superpower
The silver lining to the US starting a trade war with Canada and regularly threatening annexation is that it has forced this country out of complacency. Indeed, I'm hard pressed to remember a time, at least in my lifetime, when patriotism and nationalism has united so much of Canada. According to a recent survey by Angus Reid, the percentage of Canadians expressing a "deep emotional attachment" to the country jumped from 49% in December 2024 to 59% in February 2025. And as further evidence of...

The bank robbery capital of the world
Between 1985 and 1995, Los Angeles' retail bank branches were robbed some 17,106 times. In 1992, which was the the city's worst year for robberies, the number was 2,641. This roughly translated into about one bank robbery every 45 minutes of each banking day. All of this, according to this CrimeReads piece by Peter Houlahan, gave Los Angeles the dubious title of "The Bank Robbery Capital of the World" during this time period. So what caused this? Well according to Peter it was facil...
The story behind those pixelated video game mosaics in Paris
If you've ever been to Paris, you've probably noticed the small pixelated art pieces that are scattered all around the city on buildings and various other hard surfaces. Or maybe you haven't seen or noticed them in Paris, but you've seen similarly pixelated mosaics in one of the other 79 cities around the world where they can be found. Or maybe you have no idea what I'm talking about right now. Huh? Here's an example from Bolivia (click here if you can't see...

Canada must become a global superpower
The silver lining to the US starting a trade war with Canada and regularly threatening annexation is that it has forced this country out of complacency. Indeed, I'm hard pressed to remember a time, at least in my lifetime, when patriotism and nationalism has united so much of Canada. According to a recent survey by Angus Reid, the percentage of Canadians expressing a "deep emotional attachment" to the country jumped from 49% in December 2024 to 59% in February 2025. And as further evidence of...

The bank robbery capital of the world
Between 1985 and 1995, Los Angeles' retail bank branches were robbed some 17,106 times. In 1992, which was the the city's worst year for robberies, the number was 2,641. This roughly translated into about one bank robbery every 45 minutes of each banking day. All of this, according to this CrimeReads piece by Peter Houlahan, gave Los Angeles the dubious title of "The Bank Robbery Capital of the World" during this time period. So what caused this? Well according to Peter it was facil...
The story behind those pixelated video game mosaics in Paris
If you've ever been to Paris, you've probably noticed the small pixelated art pieces that are scattered all around the city on buildings and various other hard surfaces. Or maybe you haven't seen or noticed them in Paris, but you've seen similarly pixelated mosaics in one of the other 79 cities around the world where they can be found. Or maybe you have no idea what I'm talking about right now. Huh? Here's an example from Bolivia (click here if you can't see...
Share Dialog
Share Dialog
According to Amazon's recent annual 10-K filing, the company leased and owned (most of their space is leased) about 288,419,000 square feet of space around the world at the end of 2018. Of this number, about 80% is used for "fulfillment, data centers, and other." Amazon doesn't break out this line item any further, but GeekWire reckons that a good 3/4 of their real estate is dedicated to their fulfillment warehouses.
Here's the full summary of their facilities (from the 10-K filing):

Given that fulfillment is such a large share of their properties, I am most interested in understanding the geography of their warehouses and how that impacts their core value proposition, which is largely all about convenience.
In April 2017, Jean-François Houde (of Cornell), Peter Newberry (of Penn State), and Katja Seim (of UPenn) published a paper on this very topic called, "Economies of Density in E-Commerce: A Study of Amazon’s Fulfillment Center Network." There's also this Knowledge@Wharton podcast on the paper if you're looking for a quicker listen or read.
In the early days of online retail, the decision of where to warehouse had meaningful tax implications. Because (in most cases in the US?) you only had to collect sales tax if you had a physical presence in the same location as your purchasers.
As that changed, it then made more sense to create a broader distribution network and minimize the distance between fulfillment center and purchaser. By 2016, Bloomberg estimated that nearly 78 million Americans lived in a zip code where Amazon offered free same-dame delivery. That number has obviously increased since.
And in the paper "Economies of Density", they discovered the following cost savings as a result of Amazon's growing fulfillment network:
We find that Amazon saves between $0.17 and $0.47 for every 100-mile reduction in the distance of shipping goods worth $30. In the context of its distribution network expansion, this estimate implies that Amazon has reduced its total shipping cost by over 50% and increased its profit margin by between 5 and 14% since 2006. Separately, we demonstrate that prices on Amazon have fallen by approximately 40% over the same period, suggesting that a significant share of the cost savings have been passed on to consumers.
The interesting question for real estate people and city builders -- which is brought up in the Knowledge@Wharton podcast but is difficult to answer -- is whether there are diminishing returns to this "economies of density" phenomenon. In other words, how dense does Amazon's fulfillment network want to be?
According to Amazon's recent annual 10-K filing, the company leased and owned (most of their space is leased) about 288,419,000 square feet of space around the world at the end of 2018. Of this number, about 80% is used for "fulfillment, data centers, and other." Amazon doesn't break out this line item any further, but GeekWire reckons that a good 3/4 of their real estate is dedicated to their fulfillment warehouses.
Here's the full summary of their facilities (from the 10-K filing):

Given that fulfillment is such a large share of their properties, I am most interested in understanding the geography of their warehouses and how that impacts their core value proposition, which is largely all about convenience.
In April 2017, Jean-François Houde (of Cornell), Peter Newberry (of Penn State), and Katja Seim (of UPenn) published a paper on this very topic called, "Economies of Density in E-Commerce: A Study of Amazon’s Fulfillment Center Network." There's also this Knowledge@Wharton podcast on the paper if you're looking for a quicker listen or read.
In the early days of online retail, the decision of where to warehouse had meaningful tax implications. Because (in most cases in the US?) you only had to collect sales tax if you had a physical presence in the same location as your purchasers.
As that changed, it then made more sense to create a broader distribution network and minimize the distance between fulfillment center and purchaser. By 2016, Bloomberg estimated that nearly 78 million Americans lived in a zip code where Amazon offered free same-dame delivery. That number has obviously increased since.
And in the paper "Economies of Density", they discovered the following cost savings as a result of Amazon's growing fulfillment network:
We find that Amazon saves between $0.17 and $0.47 for every 100-mile reduction in the distance of shipping goods worth $30. In the context of its distribution network expansion, this estimate implies that Amazon has reduced its total shipping cost by over 50% and increased its profit margin by between 5 and 14% since 2006. Separately, we demonstrate that prices on Amazon have fallen by approximately 40% over the same period, suggesting that a significant share of the cost savings have been passed on to consumers.
The interesting question for real estate people and city builders -- which is brought up in the Knowledge@Wharton podcast but is difficult to answer -- is whether there are diminishing returns to this "economies of density" phenomenon. In other words, how dense does Amazon's fulfillment network want to be?
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