Job Openings Down 1.5% Week-over-Week, Slowing Amid Coronavirus Outbreak

Daniel Zhao
Chief Economist at Glassdoor | Mar 17, 2020
Why Does a 1.5 Percent Decline Matter?
It might seem unusual that job openings are only declining 1.5 percent week-over-week amid extreme volatility in the stock market, rapidly shifting behavior from consumers and increasingly aggressive actions by government entities. But for context, a 1.5 percent week-over-week decline now is equivalent to 89,000 fewer job openings, a substantial dip for just one week. According to Glassdoor data, a decline that large is already in the slowest 10 percent of weeks by job openings growth since the beginning of 2016.
Additionally, in healthy economic times, weekly declines in job openings are normally followed by a snapback in the following week. But given the rapidly evolving outbreak, that seems unlikely today. A similarly sized drop over the next four weeks would compound into 356,000 fewer openings available for Americans, the worst monthly decline in the last four years.
Overall, it's still unclear what the outbreak’s impact will be on job openings in the long run. Even if affected companies post fewer new job openings, unfilled job openings may stay open longer as companies take time to adapt their hiring processes during the outbreak. This may result in little net change to the stock of job openings despite large changes to the flows.
Employers might also be especially hesitant, after the historically competitive labor market of recent years, to pull back on hiring after experiencing years of labor shortages. That's reflected in the actions taken by some companies, like United, which has asked workers to volunteer for temporary leave instead of laying them off directly. As further evidence, we've seen some employers on Glassdoor ask candidates to continue applying even though interviewing has been temporarily paused.
Ultimately, while some companies may pull back on hiring or even lay off workers in the face of the outbreak, the aggregate economic data on Glassdoor suggests that demand for workers slowed only modestly last week. The upswing in job openings prior to the outbreak provides some buffer against ongoing headwinds, but a prolonged slowdown would risk spilling over to the rest of the labor market.
Industry Trends in Job Openings
Despite overall job openings changing modestly, the picture does change at the industry level.- Travel & tourism (-17.7 percent) is showing signs of drastic decline as heightened caution and travel restrictions hit the industry. Similarly, arts & entertainment job openings (-4.6 percent) have declined as shows are cancelled and parks are closed.
- However, restaurants & bars (-1.0 percent) and retail (-1.3 percent) had not yet felt as large an immediate impact by the end of last week. However, with local governments increasingly considering closing down restaurants and stores, the situation may deteriorate quickly for those industries.
- Manufacturing (-0.6 percent) showed a small decline last week. While supply chain disruptions may affect downstream manufacturers, job openings have remained steady. Additionally, manufacturing has been buffeted by trade headwinds for over a year now and is now lapping periods of weakness from one year prior. If job openings hold steady through the end of the month, manufacturing will have recorded its smallest year-over-year decline since Feb 2019.
- Transportation & logistics (+12.9 percent) has rebounded. Data for the industry has been volatile from week-to-week as it's buffeted by both headwinds and tailwinds. Delivery services and a shift to e-commerce in the face of the outbreak are increasing demand for workers at the same time that a slowdown in manufacturing overseas is slowing imports to the U.S. For example, Amazon has announced that it would hire an additional 100,000 workers to handle increased demand during the outbreak.
- Openings in the tech industries (+0.5 percent) remain relatively flat, despite the prominent outbreaks in California and Washington—homes to major American tech hubs. Quick action from tech employers, the flexibility to allow their employees to work remotely, and the ability to adapt business processes quickly (e.g., conducting interviews remotely) may have allowed tech job openings to skirt immediate impact from the outbreak.
Table 1: Job Openings Growth for Select Industries
|
Job Openings |
Percent Change |
||||||
| Mar 13, 2020 | Mar 6, 2020 | Feb 14, 2020 | Mar 15, 2019 | ||||
| Category | Current Week | Last Week | Last Month | Last Year | Week-over-Week | Month-over-Month | Year-over-Year |
| Total | 5,851,420 | 5,940,122 | 5,893,878 | 5,808,636 | -1.5% | -0.7% | 0.7% |
| Arts & Entertainment | 54,800 | 57,439 | 56,574 | 56,247 | -4.6% | -3.1% | -2.6% |
| Manufacturing | 234,306 | 235,804 | 235,470 | 241,180 | -0.6% | -0.5% | -2.9% |
| Restaurants & Bars | 511,968 | 517,361 | 517,865 | 458,135 | -1.0% | -1.1% | 11.8% |
| Retail | 458,969 | 464,871 | 445,772 | 465,022 | -1.3% | 3.0% | -1.3% |
| Tech* | 424,510 | 422,520 | 445,348 | 435,484 | 0.5% | -4.7% | -2.5% |
| Transportation & Logistics | 292,482 | 259,077 | 272,646 | 373,608 | 12.9% | 7.3% | -21.7% |
| Travel & Tourism | 70,305 | 85,459 | 86,974 | 105,270 | -17.7% | -19.2% | -33.2% |
*"Tech" is a group of three industries: "Computer Software & Hardware", "Information Technology" and "Internet & Tech"
Source: Glassdoor Job Market Report
To see job openings growth for all industries, please refer to the appendix at the bottom of this post.Geographic Trends in Job Openings
- Job openings in California (+0.6 percent) remain relatively unaffected, despite declines in Washington (-3.7 percent) and New York (-2.5 percent). In particular, job openings in the San Francisco, CA (+0.7 percent) and San Jose, CA (-0.1 percent) metro areas are holding up while they decline in Seattle, WA (-4.2 percent) and New York City, NY (-2.7 percent).
- Remote job openings declined 0.6 percent week-over-week, less than the national average and on top of a 24 percent year-over-year increase. As the coronavirus outbreak forces companies to consider remote work arrangements, demand for remote workers is likely to be less affected by the effects of the outbreak.
Table 2: Job Openings Growth for Select Geographic Areas
| Job Openings | Percent Change | ||||||
| Mar 13, 2020 | Mar 6, 2020 | Feb 14, 2020 | Mar 15, 2019 | ||||
| Category | Current Week | Last Week | Last Month | Last Year | Week-over-Week | Month-over-Month | Year-over-Year |
| Total | 5,851,420 | 5,940,122 | 5,893,878 | 5,808,636 | -1.5% | -0.7% | 0.7% |
| CA | 674,177 | 670,046 | 663,433 | 663,777 | 0.6% | 1.6% | 1.6% |
| NY | 294,434 | 301,952 | 298,266 | 296,791 | -2.5% | -1.3% | -0.8% |
| WA | 177,672 | 184,410 | 153,138 | 146,175 | -3.7% | 16.0% | 21.5% |
| Remote | 9,344 | 9,402 | 9,400 | 7,537 | -0.6% | -0.6% | 24.0% |
| New York City, NY | 302,296 | 310,629 | 306,722 | 304,365 | -2.7% | -1.4% | -0.7% |
| San Francisco, CA | 152,682 | 151,549 | 145,784 | 149,895 | 0.7% | 4.7% | 1.9% |
| San Jose, CA | 73,970 | 74,031 | 75,130 | 74,219 | -0.1% | -1.5% | -0.3% |
| Seattle, WA | 133,754 | 139,585 | 113,540 | 110,720 | -4.2% | 17.8% | 20.8% |
Source: Glassdoor Job Market Report
To see job openings growth for all geographic areas we track, please refer to the appendix at the bottom of this post.Conclusion
In fast-changing economic times, private data can be a powerful supplement to the standard reports produced by the federal government. These staple reports are the gold standard for consistency and comparability over time, but when economic conditions are shifting rapidly, private data from online platforms like Glassdoor can provide early hints as to how the labor market is trending while government data is still being collected and processed. In today's tumultuous environment, Glassdoor's data is suggesting that the labor market is slowing but not tumbling. However, if declines in job openings continue as the outbreak worsens, a more dramatic slowdown in the labor market is possible. This post is a continuation of our analysis on the ongoing COVID-19 coronavirus outbreak. To read our previous posts, please click here (Part 1, Part 2). For any questions or to speak with our Economic Research team, please contact pr at glassdoor.com.Methodology
The data for the selected dates is generated based on the methodology used in Glassdoor’s monthly Job Market Report, which provides a real-time view of hiring trends and wage growth across the U.S. based on millions online jobs and salaries on Glassdoor. The data represents a snapshot of the number of job openings available on Glassdoor on the given dates. The historical dates are the comparable Fridays from the previous week, previous month and previous year. No additional smoothing, averaging or seasonal adjustment is performed. Because no smoothing or averaging takes place, the data may not be directly comparable to Glassdoor's monthly Job Market Report—the March edition of which will be released on Tuesday, March 31, 2020 at 9:00 AM EDT.Appendix
The following data is also available as an Excel file at this link.Table A: Job Openings Growth by Industry
|
Job Openings |
Percent Change |
|||||||
| Mar 13, 2020 | Mar 6, 2020 | Feb 14, 2020 | Mar 15, 2019 | |||||
| Report | Category | Current Week | Last Week | Last Month | Last Year | Week-over-Week | Month-over-Month | Year-over-Year |
| Total | Total | 5,851,420 | 5,940,122 | 5,893,878 | 5,808,636 | -1.5% | -0.7% | 0.7% |
| Industry | Accounting & Legal | 48,432 | 49,011 | 48,497 | 64,798 | -1.2% | -0.1% | -25.3% |
| Industry | Aerospace & Defense | 81,479 | 82,350 | 94,579 | 90,474 | -1.1% | -13.9% | -9.9% |
| Industry | Architecture & Civil Engineering | 43,061 | 43,586 | 64,295 | 45,380 | -1.2% | -33.0% | -5.1% |
| Industry | Arts & Entertainment | 54,800 | 57,439 | 56,574 | 56,247 | -4.6% | -3.1% | -2.6% |
| Industry | Automotive | 96,064 | 96,804 | 97,584 | 86,986 | -0.8% | -1.6% | 10.4% |
| Industry | Banking & Financial Services | 138,454 | 140,171 | 137,834 | 131,939 | -1.2% | 0.4% | 4.9% |
| Industry | Beauty & Fitness | 79,024 | 82,586 | 80,372 | 74,348 | -4.3% | -1.7% | 6.3% |
| Industry | Biotech & Pharmaceuticals | 80,020 | 81,989 | 82,778 | 76,377 | -2.4% | -3.3% | 4.8% |
| Industry | Business Services | 10,335 | 10,509 | 11,031 | 14,055 | -1.7% | -6.3% | -26.5% |
| Industry | Computer Software & Hardware | 179,440 | 176,519 | 165,671 | 157,202 | 1.7% | 8.3% | 14.1% |
| Industry | Construction | 68,626 | 68,546 | 67,707 | 73,078 | 0.1% | 1.4% | -6.1% |
| Industry | Consulting | 79,376 | 79,544 | 77,761 | 77,728 | -0.2% | 2.1% | 2.1% |
| Industry | Consumer Electronics | 7,313 | 7,375 | 7,145 | 59,565 | -0.8% | 2.4% | -87.7% |
| Industry | Consumer Services | 14,867 | 14,715 | 14,519 | 14,612 | 1.0% | 2.4% | 1.7% |
| Industry | Education & Schools | 219,953 | 222,153 | 217,074 | 229,028 | -1.0% | 1.3% | -4.0% |
| Industry | Energy & Utilities | 46,271 | 47,324 | 48,386 | 59,608 | -2.2% | -4.4% | -22.4% |
| Industry | Facilities | 52,924 | 53,582 | 46,724 | 45,073 | -1.2% | 13.3% | 17.4% |
| Industry | Farming & Agriculture | 10,060 | 10,329 | 10,307 | 9,991 | -2.6% | -2.4% | 0.7% |
| Industry | Government | 137,332 | 140,574 | 150,594 | 112,948 | -2.3% | -8.8% | 21.6% |
| Industry | Health Care & Hospitals | 826,469 | 834,960 | 825,310 | 854,568 | -1.0% | 0.1% | -3.3% |
| Industry | Information Technology | 159,119 | 162,799 | 218,750 | 200,025 | -2.3% | -27.3% | -20.5% |
| Industry | Insurance | 76,819 | 77,207 | 78,761 | 88,728 | -0.5% | -2.5% | -13.4% |
| Industry | Internet & Tech | 85,951 | 83,202 | 60,927 | 78,257 | 3.3% | 41.1% | 9.8% |
| Industry | Manufacturing | 234,306 | 235,804 | 235,470 | 241,180 | -0.6% | -0.5% | -2.9% |
| Industry | Marketing & Advertising | 63,248 | 64,924 | 59,833 | 61,362 | -2.6% | 5.7% | 3.1% |
| Industry | Media & Publishing | 24,721 | 25,914 | 27,113 | 28,303 | -4.6% | -8.8% | -12.7% |
| Industry | Nonprofit | 71,803 | 73,148 | 71,139 | 69,504 | -1.8% | 0.9% | 3.3% |
| Industry | Private Security | 24,692 | 24,243 | 23,840 | 27,188 | 1.9% | 3.6% | -9.2% |
| Industry | Real Estate | 50,784 | 53,120 | 50,600 | 49,499 | -4.4% | 0.4% | 2.6% |
| Industry | Restaurants & Bars | 511,968 | 517,361 | 517,865 | 458,135 | -1.0% | -1.1% | 11.8% |
| Industry | Retail | 458,969 | 464,871 | 445,772 | 465,022 | -1.3% | 3.0% | -1.3% |
| Industry | Supermarkets | 91,223 | 91,340 | 90,117 | 89,189 | -0.1% | 1.2% | 2.3% |
| Industry | Telecommunications | 36,878 | 37,396 | 39,428 | 39,967 | -1.4% | -6.5% | -7.7% |
| Industry | Transportation & Logistics | 292,482 | 259,077 | 272,646 | 373,608 | 12.9% | 7.3% | -21.7% |
| Industry | Travel & Tourism | 70,305 | 85,459 | 86,974 | 105,270 | -17.7% | -19.2% | -33.2% |
| Industry | Wholesale | 29,968 | 30,272 | 30,296 | 31,656 | -1.0% | -1.1% | -5.3% |
Source: Glassdoor Job Market Report
Table B: Job Openings Growth by Industry Group
|
Job Openings |
Percent Change |
|||||||
| Mar 13, 2020 | Mar 6, 2020 | Feb 14, 2020 | Mar 15, 2019 | |||||
| Report | Category | Current Week | Last Week | Last Month | Last Year | Week-over-Week | Month-over-Month | Year-over-Year |
| Total | Total | 5,851,420 | 5,940,122 | 5,893,878 | 5,808,636 | -1.5% | -0.7% | 0.7% |
| Industry Group | Business Services | 226,083 | 228,231 | 220,962 | 245,131 | -0.9% | 2.3% | -7.8% |
| Industry Group | Production | 372,116 | 375,807 | 388,742 | 401,253 | -1.0% | -4.3% | -7.3% |
| Industry Group | Construction & Real Estate Services | 215,395 | 218,834 | 229,326 | 213,030 | -1.6% | -6.1% | 1.1% |
| Industry Group | Consumer Services | 376,659 | 400,313 | 402,564 | 405,733 | -5.9% | -6.4% | -7.2% |
| Industry Group | Finance & Insurance | 215,273 | 217,378 | 216,595 | 220,667 | -1.0% | -0.6% | -2.4% |
| Industry Group | Health Care | 906,489 | 916,949 | 908,088 | 930,945 | -1.1% | -0.2% | -2.6% |
| Industry Group | Tech | 424,510 | 422,520 | 445,348 | 435,484 | 0.5% | -4.7% | -2.5% |
| Industry Group | Retail | 557,505 | 563,586 | 543,034 | 613,776 | -1.1% | 2.7% | -9.2% |
| Industry Group | Public Services | 429,088 | 435,875 | 438,807 | 411,480 | -1.6% | -2.2% | 4.3% |
| Industry Group | Food Services | 511,968 | 517,361 | 517,865 | 458,135 | -1.0% | -1.1% | 11.8% |
| Industry Group | Trade & Transportation | 322,450 | 289,349 | 302,942 | 405,264 | 11.4% | 6.4% | -20.4% |
Source: Glassdoor Job Market Report
Table C: Job Openings Growth by Employer Size
|
Job Openings |
Percent Change |
|||||||
| Mar 13, 2020 | Mar 6, 2020 | Feb 14, 2020 | Mar 15, 2019 | |||||
| Report | Category | Current Week | Last Week | Last Month | Last Year | Week-over-Week | Month-over-Month | Year-over-Year |
| Total | Total | 5,851,420 | 5,940,122 | 5,893,878 | 5,808,636 | -1.5% | -0.7% | 0.7% |
| Employer_Size | 1001-5000 | 919,050 | 936,200 | 994,682 | 1,000,435 | -1.8% | -7.6% | -8.1% |
| Employer_Size | 201-500 | 498,629 | 496,980 | 505,496 | 475,801 | 0.3% | -1.4% | 4.8% |
| Employer_Size | 5000+ | 2,539,369 | 2,563,030 | 2,494,716 | 2,518,462 | -0.9% | 1.8% | 0.8% |
| Employer_Size | 501-1000 | 336,044 | 336,947 | 327,264 | 346,644 | -0.3% | 2.7% | -3.1% |
| Employer_Size | 51-200 | 532,389 | 542,869 | 541,346 | 495,887 | -1.9% | -1.7% | 7.4% |
| Employer_Size | <51 | 580,045 | 581,288 | 589,194 | 508,615 | -0.2% | -1.6% | 14.0% |
Source: Glassdoor Job Market Report
Table D: Job Openings Growth by State
|
Job Openings |
Percent Change |
|||||||
| Mar 13, 2020 | Mar 6, 2020 | Feb 14, 2020 | Mar 15, 2019 | |||||
| Report | Category | Current Week | Last Week | Last Month | Last Year | Week-over-Week | Month-over-Month | Year-over-Year |
| Total | Total | 5,851,420 | 5,940,122 | 5,893,878 | 5,808,636 | -1.5% | -0.7% | 0.7% |
| State | AK | 11,718 | 12,202 | 12,248 | 10,900 | -4.0% | -4.3% | 7.5% |
| State | AL | 71,335 | 73,003 | 77,006 | 77,754 | -2.3% | -7.4% | -8.3% |
| State | AR | 38,836 | 39,955 | 39,554 | 39,611 | -2.8% | -1.8% | -2.0% |
| State | AZ | 119,715 | 123,407 | 119,410 | 117,220 | -3.0% | 0.3% | 2.1% |
| State | CA | 674,177 | 670,046 | 663,433 | 663,777 | 0.6% | 1.6% | 1.6% |
| State | CO | 127,877 | 129,721 | 126,730 | 121,890 | -1.4% | 0.9% | 4.9% |
| State | CT | 67,708 | 69,691 | 68,589 | 65,149 | -2.8% | -1.3% | 3.9% |
| State | DC | 45,400 | 46,430 | 47,151 | 45,352 | -2.2% | -3.7% | 0.1% |
| State | DE | 19,919 | 20,274 | 20,011 | 18,808 | -1.8% | -0.5% | 5.9% |
| State | FL | 324,810 | 331,098 | 330,821 | 308,884 | -1.9% | -1.8% | 5.2% |
| State | GA | 182,421 | 185,989 | 184,664 | 195,583 | -1.9% | -1.2% | -6.7% |
| State | HI | 17,573 | 18,540 | 18,432 | 18,095 | -5.2% | -4.7% | -2.9% |
| State | IA | 54,714 | 56,301 | 57,333 | 62,142 | -2.8% | -4.6% | -12.0% |
| State | ID | 22,276 | 22,761 | 22,679 | 20,916 | -2.1% | -1.8% | 6.5% |
| State | IL | 241,710 | 246,200 | 248,281 | 262,438 | -1.8% | -2.6% | -7.9% |
| State | IN | 115,979 | 120,242 | 121,110 | 120,369 | -3.5% | -4.2% | -3.6% |
| State | KS | 51,620 | 52,685 | 52,527 | 52,318 | -2.0% | -1.7% | -1.3% |
| State | KY | 71,188 | 72,053 | 72,616 | 69,291 | -1.2% | -2.0% | 2.7% |
| State | LA | 60,215 | 61,892 | 62,914 | 62,221 | -2.7% | -4.3% | -3.2% |
| State | MA | 189,318 | 189,180 | 185,072 | 182,134 | 0.1% | 2.3% | 3.9% |
| State | MD | 128,310 | 131,107 | 131,858 | 127,320 | -2.1% | -2.7% | 0.8% |
| State | ME | 24,693 | 25,191 | 26,211 | 23,392 | -2.0% | -5.8% | 5.6% |
| State | MI | 151,890 | 155,418 | 156,335 | 149,283 | -2.3% | -2.8% | 1.7% |
| State | MN | 108,899 | 111,510 | 110,750 | 110,840 | -2.3% | -1.7% | -1.8% |
| State | MO | 108,122 | 109,956 | 109,868 | 109,137 | -1.7% | -1.6% | -0.9% |
| State | MS | 36,303 | 37,095 | 37,528 | 35,759 | -2.1% | -3.3% | 1.5% |
| State | MT | 14,864 | 14,660 | 22,482 | 14,733 | 1.4% | -33.9% | 0.9% |
| State | NC | 189,224 | 193,222 | 193,370 | 200,293 | -2.1% | -2.1% | -5.5% |
| State | ND | 15,527 | 15,801 | 16,112 | 15,323 | -1.7% | -3.6% | 1.3% |
| State | NE | 31,954 | 32,494 | 32,972 | 32,157 | -1.7% | -3.1% | -0.6% |
| State | NH | 31,946 | 30,155 | 31,355 | 30,195 | 5.9% | 1.9% | 5.8% |
| State | NJ | 150,396 | 153,908 | 151,735 | 145,737 | -2.3% | -0.9% | 3.2% |
| State | NM | 38,435 | 39,675 | 39,056 | 34,883 | -3.1% | -1.6% | 10.2% |
| State | NV | 47,333 | 50,516 | 48,506 | 45,615 | -6.3% | -2.4% | 3.8% |
| State | NY | 294,434 | 301,952 | 298,266 | 296,791 | -2.5% | -1.3% | -0.8% |
| State | OH | 203,486 | 209,282 | 209,665 | 201,065 | -2.8% | -2.9% | 1.2% |
| State | OK | 55,365 | 56,969 | 57,583 | 57,043 | -2.8% | -3.9% | -2.9% |
| State | OR | 68,446 | 70,808 | 69,224 | 66,787 | -3.3% | -1.1% | 2.5% |
| State | PA | 278,660 | 286,971 | 272,776 | 228,643 | -2.9% | 2.2% | 21.9% |
| State | RI | 20,073 | 20,447 | 19,936 | 17,972 | -1.8% | 0.7% | 11.7% |
| State | Remote | 9,344 | 9,402 | 9,400 | 7,537 | -0.6% | -0.6% | 24.0% |
| State | SC | 86,798 | 88,640 | 89,207 | 88,248 | -2.1% | -2.7% | -1.6% |
| State | SD | 16,192 | 16,406 | 16,730 | 15,848 | -1.3% | -3.2% | 2.2% |
| State | TN | 116,963 | 119,636 | 118,632 | 118,743 | -2.2% | -1.4% | -1.5% |
| State | TX | 469,874 | 450,631 | 450,154 | 457,014 | 4.3% | 4.4% | 2.8% |
| State | UT | 52,208 | 53,161 | 52,484 | 50,238 | -1.8% | -0.5% | 3.9% |
| State | VA | 190,979 | 194,907 | 193,179 | 188,129 | -2.0% | -1.1% | 1.5% |
| State | VT | 13,538 | 13,733 | 13,860 | 11,926 | -1.4% | -2.3% | 13.5% |
| State | WA | 177,672 | 184,410 | 153,138 | 146,175 | -3.7% | 16.0% | 21.5% |
| State | WI | 110,592 | 112,967 | 112,598 | 111,040 | -2.1% | -1.8% | -0.4% |
| State | WV | 32,555 | 34,540 | 35,143 | 28,158 | -5.7% | -7.4% | 15.6% |
| State | WY | 11,447 | 11,740 | 11,929 | 11,263 | -2.5% | -4.0% | 1.6% |
Source: Glassdoor Job Market Report
Table E: Job Openings Growth for Select Metros
|
Job Openings |
Percent Change |
|||||||
| Mar 13, 2020 | Mar 6, 2020 | Feb 14, 2020 | Mar 15, 2019 | |||||
| Report | Category | Current Week | Last Week | Last Month | Last Year | Week-over-Week | Month-over-Month | Year-over-Year |
| Total | Total | 5,851,420 | 5,940,122 | 5,893,878 | 5,808,636 | -1.5% | -0.7% | 0.7% |
| Metro | Atlanta, GA | 114,243 | 116,942 | 115,026 | 126,020 | -2.3% | -0.7% | -9.3% |
| Metro | Austin, TX | 56,824 | 56,223 | 55,127 | 52,306 | 1.1% | 3.1% | 8.6% |
| Metro | Boston, MA | 153,986 | 152,565 | 148,839 | 147,273 | 0.9% | 3.5% | 4.6% |
| Metro | Chicago, IL | 193,314 | 197,389 | 195,649 | 205,864 | -2.1% | -1.2% | -6.1% |
| Metro | Denver, CO | 76,629 | 78,353 | 76,369 | 73,500 | -2.2% | 0.3% | 4.3% |
| Metro | Houston, TX | 96,751 | 95,755 | 96,050 | 95,816 | 1.0% | 0.7% | 1.0% |
| Metro | Los Angeles, CA | 213,752 | 215,175 | 212,558 | 215,570 | -0.7% | 0.6% | -0.8% |
| Metro | New York City, NY | 302,296 | 310,629 | 306,722 | 304,365 | -2.7% | -1.4% | -0.7% |
| Metro | Philadelphia, PA | 117,210 | 122,433 | 117,653 | 110,301 | -4.3% | -0.4% | 6.3% |
| Metro | San Francisco, CA | 152,682 | 151,549 | 145,784 | 149,895 | 0.7% | 4.7% | 1.9% |
| Metro | San Jose, CA | 73,970 | 74,031 | 75,130 | 74,219 | -0.1% | -1.5% | -0.3% |
| Metro | Seattle, WA | 133,754 | 139,585 | 113,540 | 110,720 | -4.2% | 17.8% | 20.8% |
| Metro | Washington, DC | 180,368 | 183,979 | 183,500 | 177,177 | -2.0% | -1.7% | 1.8% |
Source: Glassdoor Job Market Report

Daniel Zhao
Daniel Zhao is Chief Economist at Glassdoor. On Glassdoor's Economic Research team, he has conducted research using Glassdoor's unique data on a variety of topics affecting job seekers and employers ranging from the health of the job market to pay transparency to employee engagement & retention. His work has been cited in publications like the New York Times, the Harvard Business Review and more. Prior to joining the Economic Research team, he also worked on improving the user experience for Glassdoor’s consumer jobs product and mobile app. He holds a bachelor's degree in applied mathematics and economics from Harvard College.
Tags:Labor MarketUnemployment



