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The improvements in the labor market data from the establishment and household surveys for August reflect the continued resumption of economic activity that had been curtailed due to the coronavirus (COVID-19) pandemic and efforts to contain it. The material below addresses some questions about the effect of the pandemic on The Employment Situation for August 2020, which presents national-level estimates from the establishment (Current Employment Statistics, or CES) and household (Current Population Survey, or CPS) surveys. (See prior assessments of the impact of the pandemic on The Employment Situation.)
Additional detail at the state and local area level will be available in forthcoming releases with data from the CES State and Metro Area and the Local Area Unemployment Statistics programs.
Yes. Data collection for the establishment survey was impacted by the pandemic. Approximately one-fifth of the establishments are assigned to four regional data collection centers for collection. Although these centers were closed during the collection period, interviewers at these centers worked remotely to collect data by telephone. Additionally, BLS encouraged businesses to report their data electronically. About one-fifth of the data that are typically collected by the data collection centers were instead collected by web this month. As a result, web collection represented 27 percent of August data, and Computer Assisted Telephone Interviewing (CATI) represented 15 percent.
Collection method | August 2019 | Average for 12 months ending February 2020 | July 2020 | August 2020 |
---|---|---|---|---|
All methods |
100 | 100 | 100 | 100 |
Computer Assisted Telephone Interviewing (CATI) |
27 | 26 | 15 | 15 |
Web |
20 | 20 | 28 | 27 |
Electronic Data Interchange (EDI) |
47 | 47 | 48 | 49 |
Touchtone Data Entry (TDE) |
2 | 2 | 2 | 2 |
Fax |
2 | 1 | 1 | 1 |
Other |
2 | 3 | 6 | 7 |
Note: Estimates may not sum to 100 due to rounding. |
The collection rate for the establishment survey was 77 percent in August. This is higher than the average for the 12 months ending in February 2020, before data collection was impacted, and slightly lower than July (78 percent). Collection rates were not impacted by pandemic-related issues. As in the past, a larger influence on the establishment survey collection rates is the length of the collection period, which can range between 10 and 16 days. The August collection period had 13 days. Additional information and a full time series is available in the establishment survey collection rate documentation.
Period | Collection rate |
---|---|
August 2019 |
75 |
Average for 12 months ending February 2020 |
75 |
July 2020 |
78 |
August 2020 |
77 |
Note: See establishment survey collection rates over time. |
When compared with the average for the 12 months ending in February 2020, the August collection rate for state government declined by nearly 40 percentage points, while the August collection rate for the federal government increased by approximately 15 percentage points. The collection rates for all other major industries were within 10 percentage points of the average.
BLS was able to obtain estimates that met our standards for accuracy and reliability. The second preliminary collection rate for July was in the average range, while the final collection rate for June was slightly below the average range.
As highlighted in The Employment Situation news release, total nonfarm payroll employment rose by 1.4 million in August, reflecting the continued resumption of economic activity that had been curtailed due to the pandemic and efforts to contain it. In August, nonfarm employment was lower than its February level by 11.5 million, or 7.6 percent. (See table C.) (A full discussion can also be found in the BLS Commissioner’s statement on The Employment Situation. See also historical data from the establishment survey.)
Industry | March 2020 over-the-month change | April 2020 over-the-month change | March and April total change | March and April percentage change | May 2020 over-the-month change | June 2020 over-the-month change | July 2020 over-the-month change | August 2020 over-the-month change | May through August total change | Net change since February 2020 | Percentage change since February 2020 |
---|---|---|---|---|---|---|---|---|---|---|---|
Total nonfarm |
-1,373 | -20,787 | -22,160 | -14.5 | 2,725 | 4,781 | 1,734 | 1,371 | 10,611 | -11,549 | -7.6 |
Total private |
-1,356 | -19,835 | -21,191 | -16.3 | 3,236 | 4,729 | 1,481 | 1,027 | 10,473 | -10,718 | -8.3 |
Mining and logging |
-8 | -53 | -61 | -8.5 | -20 | -7 | -7 | -2 | -36 | -97 | -13.6 |
Construction |
-65 | -1,018 | -1,083 | -14.2 | 456 | 159 | 27 | 16 | 658 | -425 | -5.6 |
Manufacturing |
-46 | -1,317 | -1,363 | -10.6 | 240 | 333 | 41 | 29 | 643 | -720 | -5.6 |
Wholesale trade |
-12 | -385 | -397 | -6.7 | 23 | 52 | -20 | 14 | 69 | -328 | -5.5 |
Retail trade |
-85 | -2,299 | -2,384 | -15.2 | 386 | 858 | 236 | 249 | 1,729 | -655 | -4.2 |
Transportation and warehousing |
-10 | -560 | -570 | -10.0 | -25 | 87 | 49 | 78 | 189 | -381 | -6.7 |
Utilities |
0 | -4 | -4 | -0.7 | -2 | -3 | 1 | 1 | -3 | -7 | -1.3 |
Information |
-6 | -279 | -285 | -9.8 | -40 | 7 | -9 | 15 | -27 | -312 | -10.8 |
Financial activities |
-18 | -261 | -279 | -3.2 | 19 | 20 | 13 | 36 | 88 | -191 | -2.2 |
Professional and business services |
-94 | -2,202 | -2,296 | -10.7 | 160 | 311 | 153 | 197 | 821 | -1,475 | -6.8 |
Education and health services |
-178 | -2,603 | -2,781 | -11.3 | 388 | 567 | 222 | 147 | 1,324 | -1,457 | -5.9 |
Leisure and hospitality |
-743 | -7,575 | -8,318 | -49.3 | 1,405 | 1,979 | 621 | 174 | 4,179 | -4,139 | -24.5 |
Other services |
-91 | -1,279 | -1,370 | -23.1 | 245 | 366 | 154 | 74 | 839 | -531 | -8.9 |
Government |
-17 | -952 | -969 | -4.3 | -511 | 52 | 253 | 344 | 138 | -831 | -3.7 |
Note: Estimates for July and August are preliminary. |
The household survey is conducted by the Census Bureau and normally includes both in-person and telephone interviews, with the majority of interviews collected by telephone. Interviewing for the household survey began on August 16, 2020.
Households are in the survey’s sample for a total of 8 months, meaning that interviewers attempt to interview someone in the household each of those 8 months. Generally, households entering the sample for their first month are interviewed through a personal visit, and households in their fifth month also often receive a personal visit. Interviews for other months are generally conducted by telephone.
For the safety of both interviewers and respondents, the Census Bureau suspended in-person interviews on March 20, 2020, and conducted all interviews by telephone for April, May, and June. In July and August, in-person interviews were conducted on a limited basis in some areas of the country, though the vast majority of interviews were conducted by telephone. In August, a relatively small number of these telephone interviews were conducted through two call centers. After conducting no interviews in April, May, and June, these call centers that usually assist with telephone interviewing had resumed activity on a limited basis in July.
The response rate for the household survey, at 70 percent in August 2020, continued to be adversely affected by pandemic-related issues. While it was considerably lower than the average response rate of 83 percent for the 12 months ending in February 2020, it was higher than the low reached in June 2020 (65 percent). (See table D.)
In August, the response rate for households entering the sample for their first month, which has a direct impact on response rates in successive months, was again particularly low. The response rate for these households, which normally are interviewed in person, was 20 percentage points lower than the average for the 12 months ending in February 2020. However, this was an improvement over July, when the response rate for households in their first month was 26 percentage points lower than the average prior to the pandemic.
Although the response rate was adversely affected by pandemic-related issues, BLS was able to obtain estimates that met our standards for accuracy and reliability.
Measure and period | Total | Month in sample interview | |||||||
---|---|---|---|---|---|---|---|---|---|
First | Second | Third | Fourth | Fifth | Sixth | Seventh | Eighth | ||
Response rate |
|||||||||
Average for the 12 months ending in February 2020 |
82.5 | 80.1 | 83.1 | 83.7 | 83.8 | 80.7 | 82.4 | 82.7 | 83.6 |
March 2020 |
73.0 | 56.8 | 74.2 | 77.3 | 77.5 | 68.6 | 75.2 | 76.1 | 78.6 |
April 2020 |
69.9 | 46.7 | 63.5 | 75.7 | 78.2 | 68.6 | 72.7 | 76.2 | 78.1 |
May 2020 |
67.4 | 47.8 | 56.4 | 67.7 | 76.5 | 68.3 | 71.4 | 73.7 | 77.7 |
June 2020 |
64.9 | 48.4 | 55.8 | 60.7 | 68.9 | 68.4 | 70.9 | 72.0 | 74.3 |
July 2020 |
67.2 | 54.2 | 61.0 | 64.3 | 66.6 | 70.4 | 72.4 | 73.7 | 75.1 |
August 2020 |
70.2 | 60.0 | 65.1 | 67.5 | 69.1 | 72.9 | 74.8 | 75.7 | 76.9 |
Percentage point difference from average |
|||||||||
March 2020 |
-9.5 | -23.3 | -8.9 | -6.4 | -6.3 | -12.1 | -7.2 | -6.6 | -5.0 |
April 2020 |
-12.6 | -33.4 | -19.6 | -8.0 | -5.6 | -12.1 | -9.7 | -6.5 | -5.5 |
May 2020 |
-15.1 | -32.3 | -26.7 | -16.0 | -7.3 | -12.4 | -11.0 | -9.0 | -5.9 |
June 2020 |
-17.6 | -31.7 | -27.3 | -23.0 | -14.9 | -12.3 | -11.5 | -10.7 | -9.3 |
July 2020 |
-15.3 | -25.9 | -22.1 | -19.4 | -17.2 | -10.3 | -10.0 | -9.0 | -8.5 |
August 2020 |
-12.3 | -20.1 | -18.0 | -16.2 | -14.7 | -7.8 | -7.6 | -7.0 | -6.7 |
Note: In the household survey, interviewers attempt to interview each household for 8 months total. The first month is generally an in-person interview; the fifth month is often an in-person interview. |
As highlighted in The Employment Situation news release, household survey total employment rose and unemployment fell in August. The jobless rate and the number of unemployed people were 4.9 percentage points and 7.8 million, respectively, higher than in February, before the pandemic crisis unfolded in many parts of the United States. (A full discussion also can be found in the BLS Commissioner’s statement on The Employment Situation. Also see prior assessments of the pandemic’s impact on The Employment Situation and historical data from the household survey.)
Among the unemployed, the number of people on temporary layoff decreased in August, but remained high. However, as happened in earlier months, some workers who were not at work during the entire reference week were not classified as unemployed on temporary layoff in August. Rather, they were classified as employed but absent from work. BLS and Census Bureau analyses of the underlying data suggest that this group may still include some workers affected by the pandemic who should have been classified as unemployed on temporary layoff, although the degree of misclassification in July and August was considerably lower than in prior months. (See details in item 6.)
In August, 7.7 million workers were classified as employed with a job but not at work during the survey reference week (not seasonally adjusted). The estimate for August is at a typical level for this time of the year. (See table E.) However, there were differences among some of the reason categories that likely reflect the impact of the coronavirus pandemic.
Year | July | August | Difference* (August - July) | |||
---|---|---|---|---|---|---|
Total employed | With a job not at work | Total employed | With a job not at work | Total employed | With a job not at work | |
2016 |
152,437 | 9,726 | 151,804 | 8,440 | -633 | -1,286 |
2017 |
154,470 | 9,658 | 153,576 | 8,384 | -894 | -1,274 |
2018 |
157,004 | 9,549 | 155,539 | 7,172 | -1,465 | -2,377 |
2019 |
158,385 | 10,051 | 157,816 | 7,133 | -569 | -2,918 |
2020 |
144,492 | 9,703 | 147,224 | 7,721 | 2,732 | -1,982 |
Note: * Users are generally cautioned against over-the-month comparisons of not seasonally adjusted data, as the change could be affected by some seasonal component. |
There are many reasons why employed people are not at work for the entire survey reference week. BLS tabulates data on employed people not at work whose main reason for being absent was vacation, own illness, childcare problems, other family or personal obligations, labor dispute, bad weather, maternity or paternity leave, school or training, civic or military duty, and other reasons. Vacation and a person’s own illness are typically the most common reasons people are not at work. (See table F. All data about people with a job but not at work are not seasonally adjusted. See also data on absences from work for more information.)
Of the 7.7 million employed people not at work during the survey reference week in August 2020, 1.3 million people were included in the “own illness, injury, or medical problems” category. This was down from 1.7 million in July but higher than the average of 892,000 for August 2016–2019. People who were not at work to care for a sick family member should be counted in the “other family or personal obligations” category. This measure was not very different from the typical range for August in recent years.
In August 2020, 3.4 million people were recorded as absent from work because of vacation. This is about two-thirds of the average number usually recorded in the vacation category for August. In recent months, estimates of employed people absent from work due to vacation have been lower than usual, likely the result of the pandemic and efforts to contain it.
In August 2020, 2.0 million people were included in the “other reasons” category—about one-fourth of the total 7.7 million employed people not at work during the survey reference week. This was lower than the 2.5 million people not at work for “other reasons” in July, but higher than the average of 931,000 for August in recent years.
As happened in earlier months, BLS and Census Bureau analyses of the underlying data suggests that this group not at work for “other reasons” may still include some workers affected by the pandemic who should have been classified as unemployed on temporary layoff. However, the degree of misclassification in July and August was considerably lower than in prior months. (See item 6.)
Other than those who were themselves ill, under quarantine, or self-isolating due to health concerns, most people who did not work during the survey reference week due to efforts to contain the spread of the coronavirus pandemic should have been, and were, classified as “unemployed on temporary layoff.” As happened in earlier months, some people who were not at work during the entire reference week for reasons related to the coronavirus pandemic were not included in this category but were instead misclassified as employed but not at work for “other reasons.” However, the degree of misclassification in July and August was considerably lower than in prior months.
The misclassification hinges on a question about the main reason people were absent from their jobs. If people who were absent due to temporary, pandemic-related business closures or cutbacks were recorded as absent due to “other reasons,” they could have been misclassified. According to special guidance provided to interviewers, most people absent due to temporary, pandemic-related business closures or cutbacks should be recorded in the “on layoff (temporary or indefinite)” category. (This response option is generally not available for people identified as business owners.)
The degree of misclassification declined considerably in recent months. BLS and Census Bureau staff have been reviewing survey responses that might have been misclassified. When interviewers record a response of “other reason,” they also add a few words describing that other reason. The review of these brief descriptions found that the share of responses that may have been misclassified was much smaller in July and August than in prior months.
The obvious indication of misclassification is the number of people not at work for “other reasons.” This measure was smaller in July and August than in the prior months, both in the number of people and as a percentage of the total not at work. For example, the number of people not at work for “other reasons” has fallen from 8.1 million in April to 2.0 million in August.
Even with this decline, the estimate of 2.0 million people not at work for the “other reasons” category was higher than the average of 931,000 for August 2016–2019. The difference between the current number and the average for the same month in prior years has been used to estimate the potential size of the misclassification. (See item 8.) The exact extent of the misclassification is unknown; however, this represents the upper bound of our estimate of misclassification.
It is important to realize that not everyone included in the “other reasons” category is necessarily misclassified. The category includes people who mention reasons other than those related to the pandemic. Moreover, the “on layoff (temporary or indefinite)” response option is not available for business owners who have no other job, so the “other reasons” category could be the appropriate category for them.
BLS is continuing to evaluate the misclassification issue and will publish a detailed description of the findings in a forthcoming article.
According to usual practice, the data from the household survey are accepted as recorded. To maintain data integrity, no ad hoc actions are taken to reassign survey responses.
The misclassification hinges on a question about the main reason people were absent from their jobs. While some workers classified as absent from work for “other reasons” may have been misclassified, there is no easy correction that could have been made to the data to count these individuals as unemployed. Changing a person’s labor force classification would involve more than changing the response to the question about why people were absent from their jobs.
Although BLS and the Census Bureau believe some responses to the question on why people were absent from their jobs may have been incorrectly recorded, we do not have enough information to reclassify each person’s labor force status. To begin with, the exact information provided by the person responding to the survey is not known. The brief descriptions included in the “other reasons” category often appear to go against the guidance provided to the survey interviewers, but these descriptions are not full transcripts of the interaction between the interviewer and the person responding to the survey.
Also, people whose answers were recorded as absent from work for “other reasons” were not asked the follow-up questions needed to determine whether they should be classified as unemployed. Specifically, there is no information about whether they expected to be recalled to work and whether they could return to work if recalled. Therefore, shifting people’s answers from “other reasons” to “on layoff (temporary or indefinite)” would not have been enough to change their classification from employed to unemployed. Assumptions would have had to be made about how they would have responded to the follow-up questions. Changing answers based on incorrect assumptions would also have introduced error.
For the reasons above, the exact extent of the misclassification is unknown. In addition, BLS’s usual practice is to accept data from the household survey as recorded. In the 80-year history of the household survey, we do not know of any actions taken on an ad hoc basis to change respondents’ answers to the labor force questions. Any ad hoc adjustment would have relied on assumptions instead of being strictly based on what people answered during their interviews and also could appear to be a manipulation of the data.
If the workers who were recorded as employed but not at work for the entire survey reference week had been classified as “unemployed on temporary layoff,” the overall unemployment rate would have been higher than reported. This kind of exercise requires some assumptions. For example, first one needs to determine how many workers might be misclassified.
We provided an estimate of the potential size of the misclassification error and its impact on the unemployment rate in March, April, May, June, and July. Because the exact extent of the misclassification is unknown, we had to make assumptions to construct these estimates. Specifically, we assumed that all of the increase in the number of employed people who were not at work for “other reasons” compared with the average for recent years was due solely to misclassification. We also assumed that all of these people expected to be recalled and were available to return to work.
Following this same approach, there were 2.0 million workers with a job but not at work who were included in the “other reasons” category in August 2020, 1.1 million higher than the average for August 2016–2019. If we assume that this 1.1 million increase was entirely due to misclassification and that all of these misclassified workers expected to be recalled and were available for work, the number of unemployed people in August (on a not seasonally adjusted basis) would increase from 13.7 million to 14.8 million. The number of people in the labor force would remain at 161.0 million in August (not seasonally adjusted) as people move from employed to unemployed but stay in the labor force. The resulting unemployment rate for August would be 9.2 percent (not seasonally adjusted), compared with the official estimate of 8.5 percent (not seasonally adjusted). Estimates of people with a job but not at work are not available on a seasonally adjusted basis, so seasonally adjusted data, such as the unemployment rate mentioned in The Employment Situation news release, are not used in this exercise. (Repeating this exercise, but combining the not seasonally adjusted data on additional people with a job but not at work in the “other reasons” category with the seasonally adjusted estimates reported in The Employment Situation news release yields a similar 0.7 percentage point increase in the unemployment rate for August—or 9.1 percent, compared with the official seasonally adjusted rate of 8.4 percent.) Comparable calculations were previously published for March, April, May, June, and July.
These broad assumptions represent the upper bound of our estimate of misclassification—the largest estimate of unemployment and correspondingly the largest unemployment rate. However, these assumptions probably overstate the size of the misclassification error. It is unlikely that everyone who was misclassified expected to be recalled and was available to return to work. It is also unlikely that all of the increase in the number of employed people not at work for “other reasons” was due to misclassification. Some people may be correctly classified in the “other reasons” category. For example, someone who owns a business (and does not have another job) is classified as employed in the household survey. Business owners who are not at work due to labor market downturns (or in this case, pandemic-related business closures or cutbacks) should be classified as employed but absent from work for “other reasons.” Business owners are classified as employed because it is assumed that they have a job to return to even if their businesses are not able to currently function or if the business lacks customers; they can engage in some work activity related to maintaining the operation of that business.
Regardless of the assumptions made as to the degree of misclassification, the trend in the unemployment rate over the period in question is the same—that is, the rate increased in March and April and eased in May, June, July, and August.
BLS is continuing to evaluate the misclassification issue and will publish a detailed description of the findings in a forthcoming article.
BLS and our partners at the Census Bureau take the misclassification very seriously.
Census Bureau training over the last several months has done much to improve interviewers’ understanding of the special instructions. In addition, Census Bureau staff again monitored survey responses during the August collection period, specifically flagging responses that might have been misclassified as not at work for “other reasons.” When interviewers record a response of “other reason,” they also add a few words describing that other reason. For each potentially misclassified response, Census Bureau staff reviewed these brief descriptions to identify responses that had likely been recorded incorrectly. Census Bureau staff found fewer responses in July and August than in prior months that had probably been recorded incorrectly. For those responses that did appear to have been recorded in error, Census Bureau staff followed up with interviewers to discuss the responses, remind interviewers of the guidance, and hopefully prevent future misclassification. No responses were changed as a result of these discussions.
The household survey includes questions about the number of hours people usually work and the number they actually worked during the survey reference week. If someone works part time (fewer than 35 hours per week), it also has questions about the main reason they were at work part time—regardless of whether they usually work full time or part time. Depending on the reason provided, these workers are then grouped into those at work part time for economic or noneconomic reasons. Economic reasons include working reduced hours due to slack work or business conditions, seasonal work, or starting or ending a job during the week. Noneconomic reasons include illness, vacation, holidays, schooling, childcare problems, labor dispute, bad weather, and other reasons.
In August 2020, there were 7.6 million employed people at work part time for economic reasons (seasonally adjusted). These individuals wanted and were available to work full time, but were working part time because their hours had been reduced or they were unable to find full-time jobs. (People at work part time for economic reasons include those who usually work full time and those who usually work part time.) This measure declined by 871,000 over the month, but was still 3.3 million higher than in February, clearly reflecting continued slack work or business conditions due to the pandemic response.
Overall, about 5 percent of employed people were at work part time for economic reasons in August. The pandemic impact remained particularly acute in the accommodation and food services industry, where people working part time for economic reasons represented about 14 percent of those at work in that industry in August (not seasonally adjusted).
See additional information on people working part time for economic reasons, including historical time series and monthly tables. See also data on absences from work, including limitations of these data, historical time series, and monthly tables.
The household survey estimate of total employment continued to increase, and unemployment continued to decline in August. Although unemployment fell for the fourth consecutive month, both the unemployment rate and the number of unemployed people remain substantially higher than their pre-pandemic values in February. A similar pattern can be seen across most of the occupation groups.
Notably, unemployment in August remains higher than in February across nearly all occupational categories. In August, unemployment rates remained highest for people whose last job was in service occupations (13.4 percent) and in production, transportation, and material moving occupations (11.1 percent). Within service occupations, food preparation and serving related occupations continued to have a particularly high unemployment rate (22.3 percent), as did personal care and service occupations (13.8 percent).
Learn more about using employment and unemployment data by occupation.
People are categorized as either employed, unemployed, or not in the labor force based on how they respond to survey questions about their recent activities. People who have a job are employed, including those who may be temporarily absent (whether or not they are paid). People who do not have a job and are actively looking for and available for work are unemployed. People who are on temporary layoff and expect to be recalled to their job do not need to look for work to be counted as unemployed, but they do need to be able to return to work if recalled. Those who do not meet the criteria to be classified as either employed or unemployed are not in the labor force.
Among those not in the labor force in August, there were 5.2 million people who reported that they did not look for work in the last 4 weeks because of the coronavirus pandemic. (These data are not seasonally adjusted.) This represents 5 percent of all people not in the labor force in August. The number of people not in the labor force who were prevented from looking for work by the pandemic has fallen from 9.7 million in May, the first month these data were collected. Among those not in the labor force, people who wanted a job were much more likely to report they were prevented from looking for work because of the pandemic than were people who did not want a job, 33 percent versus 3 percent in August.
Fewer than 1 in 10 people not in the labor force wanted a job. There were 7.0 million people not in the labor force who wanted a job in August, down from 7.7 million in July. (The seasonally adjusted monthly series that dates back to 1994 reached a series high of 9.9 million in April 2020.) Despite declining each month since April, this measure was still considerably higher than in February (5.0 million). Most people who wanted a job had not looked for work recently. If they had actively looked for work in the past 4 weeks and were available to take a job, they would have been counted among the unemployed.
The number of people not in the labor force who did not look for work because of the pandemic is part of new supplemental data on the effects of the coronavirus pandemic on the labor market that have been collected since May. See also other information on people not in the labor force.
Yes. New questions were added to the household survey in May 2020 to measure the effects of the pandemic on the labor market. These questions ask whether people teleworked or worked from home because of the pandemic; whether people were unable to work because their employers closed or lost business due to the pandemic; whether they were paid for that missed work; and whether the pandemic prevented job-seeking activities. See supplemental data measuring the effects of the pandemic on the labor market, which includes an explanation of the concepts and limitations of these measures.
Beginning with the publication of August estimates, the new supplemental data are available at the same time as the other monthly data from the household survey. Key indicators from these data are discussed in The Employment Situation news release. See also tables for all months.
Where can I learn more about methodological changes to the birth-death model?
Where can I find information about job gains and losses by earnings?
Were interviewers provided with any special guidance?
What’s the difference between a furlough and a layoff in the household survey?
How are these data different from the unemployment insurance (UI) claims data?
How can unemployment insurance (UI) claims be larger than the number of unemployed people?
How are workers under the Paycheck Protection Program (PPP) treated in these data?