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Coronavirus and US Job Postings Through October 9: Data from


The trend in job postings was 16.5% lower than in 2019 as of October 9, with no improvement over last week.

We will be regularly updating this data as we track how coronavirus impacts the global labor market. 

The trend in job postings — a real-time measure of labor market activity — is 16.5% lower than in 2019, as of October 9. After several weeks of modest gains, there was no improvement this past week.

The trend in job postings was roughly in line with last year’s trend until the second week of March. Postings were 2.9% below the 2019 trend on March 15 then plunged over the next six weeks to a low point of 39.3% on May 1. There was gradual improvement in May, June, and July. Job postings stagnated at about 20% below last year’s trend in August, but have picked up again in September and early October.

Hospitality and tourism jobs have seen the biggest decline

Job postings have fallen most in occupations directly affected by the coronavirus such as hospitality & tourism, sports, and arts & entertainment. Hospitality & tourism postings are down by half. Postings are far below last year’s trend in many higher-wage office sectors, too, like software development and banking & finance. 

In several goods-related sectors, job postings are near or ahead of last year’s levels. Driving, loading & stocking, construction, manufacturing, and dental postings are above last year’s trend, with retail and beauty & wellness just a few points away. Some of these sectors, like dental and beauty & wellness, are rebounding as people get services they postponed earlier in the pandemic. But other in-person services like food prep and childcare haven’t recovered as much. 

Job postings for higher-wage occupations have fallen the most. Initially, postings in higher-wage occupations fell less than those in middle- and lower-wage occupations, but have subsequently lagged. Postings in higher-wage occupations are now 21% below trend, versus 11% below trend for lower-wage occupations.

This pattern in job postings is different from the trend in employment. Bureau of Labor Statistics data through mid-September show that lower-wage industries have lost the most jobs in the pandemic, by a wide margin. Lower-wage industries like retail and food service adjust their workforces in response to month-to-month or even week-to-week changes in demand. But it is more expensive and often takes longer to fire and hire higher-wage workers. Higher-wage industries like tech and finance might plan their headcounts based on what they expect demand to look like longer-term, in future quarters or years. 

Where job postings have declined most

Within the US, the trend in job postings is down most in metro Honolulu, San Francisco, and San Jose. In these metros, job postings are down about twice as much as the national average.

Job postings fell more initially in travel and tourism destinations, large and small, but postings have picked up since May in hospitality metros like Las Vegas, Miami, and Orlando. Job postings have rebounded much more slowly in metros where more of the jobs can be done from home. In work-from-home metros, postings in retail, restaurant, and personal-services jobs have suffered. Postings in high work-from-home metros remain 27% below last year’s trend, with slow recovery.

This is a big-city recession. Job postings are down 23% in the largest metros but down just 6% in the smallest metros. Government data confirm that larger metros have the steepest job losses. But new COVID19 case rates have been much higher in smaller metros than in larger metros since late August.

Metros where more people can work from home tend to be larger and richer — and bluer. Job postings are down just 8% in Republican-leaning metros, versus down 20% in Democratic-leaning metros. 

We’ll be regularly updating this data. We also host the underlying chart data on Github as downloadable CSV files. Typically, it will be updated with the latest data one day after the respective Hiring Lab tracker is published.


To measure the trends in job postings, we calculated the 7-day moving average of the number of US job postings on Indeed. We index each day’s 7-day moving average to the start of that year (Feb 1, 2020 = 100 for 2020 data, and so on), or another date if specified on the chart.

We report how the trend in job postings this year differs from last year, in order to focus on the recent changes in labor market conditions due to COVID-19. For example: if job postings for a country increased 30% from February 1, 2019, to May 22, 2019, but only 20% from February 1, 2020, to May 22, 2020, then the index would have risen from 100 to 130 in 2019 and 100 to 120 in 2020. The year-to-date trend in job postings would therefore be down 7.7% on May 22 (120 is 7.7% below 130) in 2020 relative to 2019. 

In the tables for this post, the caption “change in trend in postings” represents the percent change in job growth rate from February 1 compared to the same date the year prior. 

We occasionally update the full series of job-postings numbers for metros and states. We exclude U.S. Armed Forces job postings, which tend to be clustered in specific locations at specific times. The trend numbers for individual metros and states might change as we identify and exclude likely Armed Forces jobs.  

Information based on publicly available information on the Indeed US website (and any other countries named in the post), limited to the United States, is not a projection of future events, and includes both paid and unpaid job solicitations.