Recent job posting data from Indeed has revealed a bit of a paradox. The metro areas where more people are able to work from home -- i.e. tech hubs and finance centers -- have experienced larger job posting declines compared to all other US metros, as well as to tourism destinations such as Las Vegas and Orlando.
We know that the hospitality and tourism sector has been the hardest hit by the current environment. But that doesn't appear to be the biggest driver for overall job losses. In fact, one of the key takeaways is that job losses between February and June 2020 look to be correlated with metro size. That is, the bigger the city, the greater the job losses (% change).

So what's going on?
Well, according to Indeed, it's important to look at the local job mix. In "work-from-home metros" like Seattle, San Francisco, and Boston, there has been a relatively high percentage of people who were able to quickly transition to working from home. This is reflected in the anonymized mobile-device data for these cities. More people at home. Less mobility. And a seemingly stronger adherence to social-distancing protocols.
The problem with this outcome is that it crushes most of the in-person sectors and businesses that relied on this workforce moving about the city -- things like food prep and beauty & wellness. I mean, just think about all of the food businesses that survive off lunches in a CBD. According to Indeed, it is these sorts of local economic connections that have really been driving the declines in job postings and overall payroll employment during lockdown.

There's a lot of data/speculation out there about the impact of ride-hailing apps. Many dense urban centers are claiming that they have increased traffic (slowed average speeds) and pulled people away from public transit. The University of Toronto published this study last year. And the WSJ recently published this chart for Chicago:

To be honest, I'm not sure how much of the above is a result of ride-hailing apps, overall urban growth,
Very few of us have a mental model for the macro conditions that we are living through right now. We have been through economic downturns, but most of us haven't lived through a pandemic. I am an optimist and I know that we will get through this and normalcy will return. But one of the questions that we're all asking ourselves right now is: What will "normalcy" look like on the backend?
Here is an interesting piece of evidence for the current shutdown:
https://twitter.com/biancoresearch/status/1240793859455700992?s=20
When I see pictures of our cities, like these from Italy, I can't help but think of the life that normally plays out in the streets. The conversations. The chance encounters. And even the smells. Some of that activity has moved to every single balcony in Italy and that is a beautiful thing. But it's no substitute for true street life. Thankfully, we know that public life will both return and prevail.
Along the way there will be changes. There are going to be winners and losers. Some companies are going to go bankrupt. And there will be adjustments that we have made that will invariably stick. Are we all going to video conference more? (The obvious one.) Will we all travel less? Will this macro event accelerate our transition to a knowledge-based digital economy? I'm sure it will. Also consider all of the new companies that are being started right at this very moment.
But as I said on Twitter today, we are social beings. That is one of the reasons why we choose to live in cities. And I am certain that isn't going away.
Photo by Kristijan Arsov on Unsplash
But all of this feels to me like a bit of a red herring. People will obviously choose what is most convenient and relatively affordable. And congestion was a problem well before people started using these apps (demand > road supply). The only solution I have seen work is to price congestion/roads.
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