Tag: Economics

  • Occupational employment statistics

    Occupational employment statistics

    Salary data presented in an interactive visualization by occupation and by metropolitan area. Updated with data through 2019, and with additional data and charts.

    The Bureau of Labor Statistics, an agency of the United States Department of Labor, gathers data on employment and wages in a program titled Occupational Employment Statistics. The data are estimates gathered through surveys.

    This article provides a larger explanation of the data and holds the link to the visualization itself. Here, I show some data for Wichita and a few surrounding areas for an occupation important to Wichita: Aerospace engineers.

    Click for larger.

    You can see that Wichita has the highest number of employees in this category, with Omaha the lowest.

    “Jobs per 1000” is the number of jobs in the occupation per thousand jobs in the area. For Wichita, this number is high, and for Omaha, low.

    “Location quotient” is a measure of concentration. BLS says: “As measured here, a location quotient shows the occupation’s share of an area’s employment relative to the national average. … For example, a location quotient of 2.0 indicates that an occupation accounts for twice the share of employment in the area than it does nationally, and a location quotient of 0.5 indicates the area’s share of employment in the occupation is half the national share.”

    As an example, the location quotient for aerospace engineers in Wichita is 15.14. This is a relatively high value, which is not surprising given the concentration of that industry in Wichita. For Omaha, the value is low at 0.11. Of note, the location quotient for Oklahoma City and Tulsa are greater than one, reflecting the active aerospace industry in those cities.

    For salary, BLS reports the mean and median, although this example shows only the mean. I rank the areas by salary and then calculate the difference for each city from the highest city. Here, Wichita ranks third in salary, with the mean being $27,380 (20 percent) less than the highest. Note that the number of aerospace engineers in Omaha is small compared to Wichita. For mechanical engineers, where the concentration between these two cities is not as large, Wichita engineers earn more.

    In the interactive visualization I created, you may select cities, years, and occupations. Click here for a larger explanation of the data and the link to the visualization itself.

    Example from the visualization. Click for larger.
  • Kansas jobs, May 2020

    Kansas jobs, May 2020

    After falling sharply in April, employment in Kansas rose in May 2020 as the response to the pandemic continued to affect the economy.

    Data released this week from the Bureau of Labor Statistics, part of the United States Department of Labor, shows the effect of the pandemic and the response to it on employment in Kansas for May 2020.

    (Click charts and tables for larger versions.)

    Using seasonally adjusted data, from April 2020 to May 2020, nonfarm employment in Kansas rose by 24,200 (1.9 percent). Over the year, the number of Kansas nonfarm jobs for May 2020 fell by 110,100 (7.7 percent) over the same month last year. This is using seasonally adjusted data. The non-adjusted figure is 110,000 (7.7 percent).

    Over the year (May 2019 to May 2020), the Kansas labor force is up by 22,288 (1.5 percent) using seasonally adjusted data, with an increase of 1,754 (0.1 percent) over the last month. Non-seasonal data shows an increase of 22,681 (1.5 percent) in the labor force over the year.

    Of note: While the number of jobs and working people rose by large amounts in May, both are still much smaller than before the response to the pandemic.

    The number of unemployed persons fell from April 2020 to May 2020 by 27,933 (16.1 percent). The unemployment rate was 10.0 percent in May, up 6.9 percentage points from one year ago, and down 1.9 percentage points from last month.

    Comparing Kansas to the nation: Using seasonal data, Kansas nonfarm jobs fell by 7.73 percent over the past 12 months, while national jobs fell by 11.73 percent. Non-seasonal data shows Kansas nonfarm jobs falling by 7.74 percent over the past 12 months, while national jobs fell by 11.76 percent.

    Click charts and tables for larger versions.

    In the following chart showing job changes from the previous month, the magnitude of the April and May changes overwhelms the other months. The rise in May employment is much larger than experienced in any other month during the past year.

    In the following chart of showing job changes from the same month one year ago, the April and May figures are much larger than any other.

    The May release contained figures for industry groups. The following chart shows the number of employees in May 2019 and May 2020.

    This chart uses the same data, showing the percent change from last May. Leisure and hospitality rose the most, proportionally, after losing the most in April, again proportionally. Construction showed the smallest proportional loss.

    Photo by Krista Joy Montgomery on Unsplash

  • Quarterly Real GDP in Kansas

    Quarterly Real GDP in Kansas

    Examining changes in GDP and industry contribution in Kansas.

    The interactive visualization Quarterly Real Gross Domestic Product by state and industry holds real (inflation-adjusted) GDP data for states and industries. In the visualization, one presentation shows the contribution to a state’s GDP by each industry.

    The nearby example taken from the visualization shows data for Kansas and nearby states, as well as the nation. The industry “Government and government enterprises” contributes a large portion of Kansas GDP, more than any of the illustrated states except Oklahoma. This is consistent with Kansas having many government employees as compared to other states. 1

    Click for larger.

    We see that the industry “Agriculture, forestry, fishing and hunting’ is prominent in Kansas compared to the nation, although both Iowa and Nebraska are more reliant on this industry. Kansas is roughly equal to the Plains states in this regard. Note that agriculture is volatile.


    Notes

    1. “Looking at the number of government employees in proportion to population, Kansas has many compared to other states, and especially so in education.” Weeks, Bob. State and local government employees and payroll. Available at https://wichitaliberty.org/kansas-government/state-and-local-government-employees-and-payroll-through-2018/.
  • The misclassification error in the May 2020 jobs report

    The unemployment rate for May is higher than the 13.3 percent figure widely reported today.

    Not noticed by me (and nearly everyone else) in today’s jobs report from the Bureau of Labor Statistics, part of the United States Department of Labor, is a note disclosing an error.

    The error has to do with the way workers are classified: employed, unemployed, or not in the labor force. The upshot is this, as BLS describes: Without the error, the unemployment rate would have been three percentage points higher than the 13.3 percent widely reported today. (The three points is on a not seasonally adjusted basis.) Here’s what BLS noted: 1

    If the workers who were recorded as employed but absent from work due to “other reasons” (over and above the number absent for other reasons in a typical May) had been classified as unemployed on temporary layoff, the overall unemployment rate would have been about 3 percentage points higher than reported (on a not seasonally adjusted basis). However, 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 reclassify survey responses.

    In a separate document, BLS offered a larger explanation: 2

    Household survey: What would the unemployment rate be if these misclassified workers were included among the unemployed?

    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. There were 5.4 million workers with a job but not at work who were included in the “other reasons” category in May 2020, about 4.9 million higher than the average for May 2016–2019. (While this category contains misclassified workers, not every person in this category was necessarily misclassified. The average for recent May estimates was 549,000 employed people with a job not at work for “other reasons.”)

    One assumption might be that these additional 4.9 million workers who were included in the “other reasons” category should have been classified as unemployed on temporary layoff. If these workers were instead considered unemployed on temporary layoff, the number of unemployed people in May (on a not seasonally adjusted basis) would increase by 4.9 million from 20.5 million to 25.4 million. The number of people in the labor force would remain at 158.0 million in May (not seasonally adjusted) as people move from employed to unemployed but stay in the labor force. The resulting unemployment rate for May would be 16.1 percent (not seasonally adjusted), compared with the official estimate of 13.0 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 3.1 percentage point increase in the unemployment rate for May — or 16.4 percent, compared with the official seasonally adjusted rate of 13.3 percent.)

    More reporting is in the Washington Post at A ‘misclassification error’ made the May unemployment rate look better than it is. Here’s what happened.


    Notes

    1. Bureau of Labor Statistics. The Employment Situation — May 2020. Available at https://www.bls.gov/news.release/archives/empsit_06052020.pdf.
    2. Bureau of Labor Statistics. Frequently asked questions: The impact of the coronavirus (COVID-19) pandemic on The Employment Situation for May 2020. Available at http://www.bls.gov/cps/employment-situation-covid19-faq-may-2020.pdf.
  • National employment, May 2020

    There is good news in the jobs report for May, if unexpected.

    Update: There is an error in the estimates made from the household survey, meaning the unemployment rate is higher than reported below. See The misclassification error in the May 2020 jobs report for more on this.

    The headline number from the jobs report released today by the Bureau of Labor Statistics, part of the United States Department of Labor, is that the unemployment rate fell in May as the number of people with jobs rose.

    Specifically, the number of employed people rose from 133,403,000 in April to 137,242,000 in May (2.9 percent). The number of unemployed persons fell from 23,078,000 to 20,985,000 (9.1 percent). The civilian labor force rose from 156,481,000 to 158,227,000 (1.1 percent).

    These numbers produced an unemployment rate of 13.3 percent, down from 14.7 percent in April. This data is from the household survey, which counts people.

    From the establishment survey, which counts jobs, the number of nonfarm jobs rose from 130,403,000 in April to 132,912,000 in May, an increase of 2,509,000 jobs (1.9 percent).

    This is great news, and many forecasts called for job losses in the range of eight million instead of the 2.51 million gained.

    A few notes of caution: The BLS figures are estimates gathered by surveying a sample of households and business firms. They are subject to both sampling and nonsampling errors. BLS has told of impacts on data collection and estimation methodology due to the pandemic, and there could be errors in both.

    The uncertainly in gathering data is illustrated by private forecasts of a loss of many jobs instead of the gain estimated by BLS. Further, the survey conducted by the payroll processing firm ADP estimated a loss of 2.76 million jobs in May — quite a difference from the gain of 2.51 million jobs estimated by BLS.

    Generally, the BLS and ADP estimates are close to each other. The ADP estimate is a respected report that is watched closely. The numbers for May were released on Wednesday, two days before the BLS release.

    The ADP estimate — a loss of 2.76 million jobs — was viewed as a positive outcome, as many forecasts called for much larger losses. When interviewed on Fox Business News Wednesday, White House Senior Adviser and former Chairman of the Council of Economic Advisers Kevin Hassett said this of the ADP estimate:

    This number so much below expectation or what you would get if you built up from the claims data that I wonder about it. And I’ll go back to my desk and study it. But I — I — the number is so good, it’s such good news, that I really have to dig deep into it and see if there’s not something funny going on because that’s pretty far removed from what we would get if we just added up the claims data and so on from the last survey week. (emphasis added)

    So at least one economist in the Trump administration must be surprised at the BLS estimate.

    BLS data is subject to two monthly revisions. For example, the report released the first Friday in May gave 131,045,000 as the number of nonfarm jobs in April. Today’s report revised that to 130,403,000, a value 642,000 lower (0.49 percent). The March report gave 151,786,000 for the number of jobs in that month. That has been revised to 151,090,000, a value 696,000 lower (0.46 percent).

  • Wichita jobs and employment, April 2020

    Wichita jobs and employment, April 2020

    For the Wichita metropolitan area in April 2020, the number of unemployed persons is up, the unemployment rate is up, and the number of people working is down, all by large amounts, when compared to the same month one year ago. Seasonal data shows the same trend.

    Data released today by the Bureau of Labor Statistics, part of the United States Department of Labor, shows the effects of the response to the pandemic in the Wichita Metropolitan Statistical Area for April 2020.

    Click charts and tables for larger versions.

    Total nonfarm employment fell from 306,700 last April to 274,400 in April 2020, a loss of 32,300 jobs (10.5 percent). (This data is not seasonally adjusted, so month-to-month comparisons are not valid.) For the same period, employment in the nation fell by 12.9 percent. The unemployment rate in April 2020 was 17.8 percent, up from 3.0 percent one year ago.

    Considering seasonally adjusted data from the household survey, the labor force rose by 15,214 persons (4.8 percent) in April 2020 from March 2020, the number of unemployed persons rose by 50,106 (460.8 percent), and the unemployment rate was 18.3 percent, up from 3.4 percent in March. The number of employed persons not working on farms fell to 272,446 in April from 307,338 the prior month, a decline of 34,892 persons (11.4 percent).

    The following chart of the monthly change in the labor force and employment shows the magnitude of change in April overwhelming other months. Note that the labor force rose.

    The following chart of changes from the same month one year ago shows the same trend.

    The following chart of changes in employment from the same month of the previous year shows months when the Wichita MSA performed better than the nation. Over the past 12 months, the average monthly job growth for the nation was 0.23 percent, and for the Wichita MSA, 0.69 percent.

    The following two charts show changes in jobs for Wichita and the nation over longer periods. The change is calculated from the same month of the previous year. For times when the Wichita line was above the nation, Wichita was growing faster than the nation. This was often the case during the decades starting in 1990 and 2000. Since 2010, however, Wichita has rarely outperformed the nation and sometimes has been far below the nation.

  • Kansas tax revenue, May 2020

    Kansas tax revenue, May 2020

    For May 2020, total Kansas tax revenue fell by 20 percent from last May.

    Tax reports from the State of Kansas for May 2020 reveal some of the effects of the response to the pandemic on state finances.

    When reporting on Kansas tax collections, comparison is usually made to the estimated collections. Those estimates were revised in April based on economic conditions affected by the response to the pandemic. To get a feel for the effects of the response to the pandemic, it is best to compare to the same month the prior year.

    For May 2020, individual income tax collections were $215,902,744, down 22.3 percent from last May. Retail sales tax collections declined by 13.6 percent to $173,858,126. Total tax collections were $448,655,015, down 20.3 percent. A nearby table summarizes.

    My report on tax revenue for April details some changes made by the estimating group.

    My interactive visualization of Kansas tax revenue has been updated with May data. Click here to use it.

    An example from the visualization. Click for larger.
  • Wichita city population rises

    Wichita city population rises

    Wichita city population rose in 2019, but is still below its recent peak.

    Each year the United States Census Bureau produces new population estimates through its Population and Housing Unit Estimates program.

    For the City of Wichita on July 1, 2019, the estimated population was 389,938. This is an increase of 707 over the prior year, which is 0.18 percent. It is below Wichita’s peak population of 390,519 in 2016 by 581 people (0.15 percent).

    When the Census Bureau produces estimates for a new year, it also revises the estimates for prior years. For the city of Wichita in recent years, the revisions have been very small, almost always less than one-tenth of one percent.

    A nearby chart plots the population of the city, along with Overland Park, which is the second-largest city in Kansas. The chart also plots the percent change from the prior year. It is common for large changes to appear in decennial census years like 2010, as estimates are recalibrated to the census.

    For the population of the Wichita metropolitan area, see Wichita metro population for 2019.

    Click for larger.