The Big Four Economic Indicators: August Employment

Official recession calls are the responsibility of the NBER Business Cycle Dating Committee, which is understandably vague about the specific indicators on which it bases its decisions. This committee statement is about as close as they get to identifying their method.

There is, however, a general belief that there are four big indicators that the committee weighs heavily in their cycle identification process. They are:

The Latest Indicator Data: Nonfarm Employment

PAYEMS linear

August saw a 187,000 increase in total non-farm payrolls and the unemployment rate rose to 3.8%. The forecast was for 170,000 jobs gained and for the unemployment rate to hold steady at 3.5%.

The chart below shows the monthly percent change in this indicator since the turn of the century, a period that includes two recessions. We've included a 12-month moving average to help visualize the trend.

PAYEMS monthly percent change

Nonfarm Employees: Visualizing the Data

There are many ways to plot employment. The one referenced by the Federal Reserve researchers as one of the NBER indicators is total non-farm employees (PAYEMS). In the charts below we have illustrated three different data manipulations:

  • A log scale plotting of the complete data series to ensure that distances on the vertical axis reflect true relative growth. This adjustment is particularly important for data series that have changed significantly over time.

Nonfarm Payrolls Linear

  • A year-over-year representation to help, among other things, identify broader trends over the years. Nonfarm employment year-over-year is currently below the level at the start of five of the thirteen recessions that have started since 1940.

Nonfarm Payrolls year over year

  • A percent-off-high manipulation, which is particularly useful for better understanding of trend behavior and secular volatility. Nonfarm employment is currently at an all-time high.

Nonfarm Payrolls Percent Off Highs

Nonfarm Employment: The Problem of Revisions

At first glance, this indicator appears to have a strong correlation with the business cycle. However, there is a major problem with this assumption: The data in this survey of business establishments undergo multiple revisions. The initial monthly estimate is subject to a first and second revision, subsequent benchmark revisions and annual revisions that stretch back many years (the most recent includes revisions back as far as February 1990). The cumulative size of the revisions is quite stunning, much of which is owing to the "hindsight" of those annual revisions.

The chart below measures the size of the revisions from the initial estimate to the latest employment report.

Nonfarm employment revisions

Nonfarm Employment: The Problem of Population Growth

Another problem with the non-farm employment data is that it isn't adjusted for population growth, which reduces its usefulness in illustrating secular trends. The chart below incorporates a population adjustment by dividing the non-farm employment (FRED series PAYEMS) by the civilian labor force age 16 and over (FRED series CLF16OV).

Population Adjusted Nonfarm Employment

The Generic Big Four Economic Indicators

The chart and table below illustrate the performance of the generic big four with an overlay of a simple average of the four since the end of the most recent recession (2020). The data points show the cumulative percent change from a zero starting point for April 2020.

Big 4 recession indicators growth since end of 2020 recession

Assessment and Outlook

The NBER declared the recent "COVID" recession to be just two months, ending in April 2020. This is the shortest recession on record - here is its announcement on the topic.

Retail sales bounced back most rapidly, due to pent-up demand and savings by consumers. This continues to improve but causes issues for producers and suppliers.

Industrial production has shown the second-best recovery out of the four. Producers and suppliers struggle with limited inventory and continued supply-chain issues.

Employment has improved since the official "end of the recession", but employers cannot fill many open positions for a variety of reasons.

Real income has shown the weakest recovery. Income has been an ongoing issue in terms of trends and matching inflation over the years.

Here is a percent-off-high chart based on an average of the big four. The average set a new all-time high in November of 2018.

Average of Big Four Percent Off High Since 2007

Below is the same percent change chart as from two above, but shows the performance of the generic big four since the end of the great recession. The data points show the cumulative percent change from a zero starting point for June 2009.

Big 4 recession indicators growth since end of 2009 recession

Background Analysis: The Big Four Indicators and Recessions

The charts above don't really show us the individual behavior of the big four leading up to the 2007 recession. To achieve that goal, I've plotted the same data using a "percent-off-high" technique. In other words, I show successive new highs as zero and the cumulative percent declines of months that aren't new highs. The advantage of this approach is that it helps us visualize declines more clearly and to compare the depth of declines for each indicator and across time (e.g., the short 2001 recession versus the great recession). Here is our four-pack showing the indicators with this technique.

It's difficult to discuss the behavior of the big four leading up to the "COVID" recession - it likely would have occurred regardless of the strength of each of the four. Industrial production had not yet fully recovered from the great recession and was well of its high when COVID "hit". Employment and real income were not terribly far off their highs, and retail sales wavered but had recovered.

Big Four Indicators Percent Off Highs in Separate charts

Now let's examine the behavior of these indicators across time. The first chart below graphs the period from 2000 to the present, thereby showing us the behavior of the four indicators before and after the two most recent recessions and now. Rather than having four separate charts, we've created an overlay to help us evaluate the relative behavior of the indicators at the cycle peaks and troughs. (See the note below on recession boundaries).

Big Four Recession Indicators Percent Off Highs Overlay since 2000

The chart above is an excellent starting point for evaluating the relevance of the four indicators in the context of two very different recessions. In both cases, the bounce in industrial production matches the NBER trough, while employment and personal incomes lagged in their respective reversals.

As for the start of these two 21st century recessions, the indicator declines are less uniform in their behavior. We can see, however, that employment and personal income were laggards in the declines.

Now let's look at the 1972-1985 period, which included three recessions -- the savage 16-month oil embargo recession of 1973-1975 and the double dip of 1980 and 1981-1982 (6-months and 16-months, respectively).

Big Four Recession Indicators Percent Off Highs Overlay 1972-1985

And finally, for sharp-eyed readers who can don't mind squinting at a lot of data, here's a cluttered chart from 1959 to the present. That is the earliest date for which all four indicators are available. The main lesson of this chart is the diverse patterns and volatility across time for these indicators. For example, retail sales and industrial production are far more volatile than employment and income.

Big Four Recession Indicators Percent Off Highs Overlay Since 1959

The charts above focus on the big four individually, either separately or overlaid. Now let's take a quick look at an aggregate of the four. The next chart is an index created by equally weighting the four and indexing them to 100 for the January 1959 start date. I've used a log scale to give an accurate indication of growth and also added an exponential regression to assist us in seeing the secular patterns of faster and slower growth. As we can readily see, growth of this aggregate indicator has slowed dramatically since the end of the last recession.

Big Four Recession Indicators Aggregate Since 1959

Now let's plot the percent off high for this aggregate index. As we immediately recognize, it is completely worthless as a leading indicator of recessions. The aggregate index set a new high the month before the recession began for five of the eight recessions since the early 1960s.

Big Four Recession Indicators Aggregate Percent off Highs

We can construct a better leading indicator by plotting the average of the percent off highs for each of the four, which is the technique we've used in the next chart. Here we've highlighted the months when all four indicators were at all-time highs. The dashed line shows the -0.91% average of the four at recession starts.

Big Four Recession Indicators Average Percent Off High Since 1959

A note on recessions: Recessions are represented as the peak month through the month preceding the trough to highlight the recessions in the charts above. For example, the NBER dates the last cycle peak as December 2007, the trough as June 2009 and a duration of 18 months. The "peak through the period preceding the trough" series is the one FRED uses in its monthly charts, as explained in the FRED FAQs illustrated in this Industrial Production chart.

This article was originally written by Doug Short. From 2016-2022, it was improved upon and updated by Jill Mislinski. Starting in January 2023, AP Charts pages will be maintained by Jennifer Nash at VettaFi | Advisor Perspectives

More Commodities Topics >