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Six High Frequency Indicators for the Economy

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March 14, 2022
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by Calculated Risk on 3/14/2022 08:38:00 AM

These indicators are mostly for travel and entertainment. It is interesting to watch these sectors recover as the pandemic subsides.

—– Airlines: Transportation Security Administration —–

The TSA is providing daily travel numbers.

This data is as of March 14th.

Click on graph for larger image.

This data shows the 7-day average of daily total traveler throughput from the TSA for 2019 (Light Blue), 2020 (Black), 2021 (Blue) and 2022 (Red).

The dashed line is the percent of 2019 for the seven-day average.

The 7-day average is down 14.3% from the same day in 2019 (85.7% of 2019). (Dashed line)

Air travel was picking up over the last few of weeks but turned down again last week (dashed line).
—– Restaurants: OpenTable —–

The second graph shows the 7-day average of the year-over-year change in diners as tabulated by OpenTable for the US and several selected cities.

IMPORTANT: OpenTable notes that all data is compared to 2019. Thanks!

Thanks to OpenTable for providing this restaurant data:

This data is updated through March 9, 2022.

This data is “a sample of restaurants on the OpenTable network across all channels: online reservations, phone reservations, and walk-ins. For year-over-year comparisons by day, we compare to the same day of the week from the same week in the previous year.”

Dining was mostly moving sideways but declined during the winter wave of COVID and is now increasing. The 7-day average for the US is down 7% compared to 2019.

—– Movie Tickets: Box Office Mojo —–

This data shows domestic box office for each week and the median for the years 2016 through 2019 (dashed light blue).

Black is 2020, Blue is 2021 and Red is 2022.
The data is from BoxOfficeMojo through March 10th.

Note that the data is usually noisy week-to-week and depends on when blockbusters are released.

Movie ticket sales were at $216 million last week, up about 23% from the median for the week. Almost all of the ticket sales were for The Batman.

—– Hotel Occupancy: STR —–

This graph shows the seasonal pattern for the hotel occupancy rate using the four-week average.

The red line is for 2022, black is 2020, blue is the median, and dashed light blue is for 2021.

This data is through March 5th. The occupancy rate was down 8.2% compared to the same week in 2019.

The 4-week average of the occupancy rate is close to the median rate for the previous 20 years (Blue).

Notes: Y-axis doesn’t start at zero to better show the seasonal change.

The 4-week average of the occupancy rate will increase seasonally over the next few weeks.
—– Transit: Apple Mobility —–

This graph is from Apple mobility. From Apple: “This data is generated by counting the number of requests made to Apple Maps for directions in select countries/regions, sub-regions, and cities.” This is just a general guide – people that regularly commute probably don’t ask for directions.


This data is through March 11th

for the United States and several selected cities.

The graph is the running 7-day average to remove the impact of weekends.

IMPORTANT: All data is relative to January 13, 2020. This data is NOT Seasonally Adjusted. People walk and drive more when the weather is nice, so I’m just using the transit data.

According to the Apple data directions requests, public transit in the 7-day average for the US is at 118% of the January 2020 level.

—– New York City Subway Usage —–

Here is some interesting data on New York subway usage (HT BR).

This graph is from Todd W Schneider.

This graph shows how much MTA traffic has recovered in each borough (Graph starts at first week in January 2020 and 100 = 2019 average).
Manhattan is at about 37% of normal.

This data is through Friday, March 11th.

He notes: “Data updates weekly from the MTA’s public turnstile data, usually on Saturday mornings”.

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