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Global Economic Research

Revising Impressions of the Labor Market

Inaccurate statistical estimates can have policy ramifications.

“Under-promise and over-deliver” is an ageless business axiom. It is one of many strategies used to impress managers and dazzle customers, but it has its limits. For many measures, accuracy is most important. 

U.S. labor market readings benefitted from upward revisions throughout 2021. Monthly payroll figures are published three times, with each month’s initial estimate subject to revision in the two months that follow. So far, with the exception of March, every single month in 2021 had an upward revision from its initial reading. In total, over a million more jobs were created than initially estimated. In a recovery measured by its distance from the February 2020 pre-crisis peak, these are significant upward revisions with policy ramifications.

The employment surveys have been challenged by limited responses, especially from businesses completing the establishment survey that determines payroll gains. Participation in the establishment survey sample is voluntary and uncompensated. The responses are often completed by human resources staff who are already quite busy with rapid hiring and high turnover. The number of firms that accept survey invitations each month has been declining; among those who participate, submitting the survey on time became a low priority. However, submissions returned after the deadline are accepted and used to calculate revised figures in subsequent months. This process is not new, but late responses are making a greater impact than they did before the pandemic.

Policymakers watch these statistics closely. For much of 2021, despite high inflation, the Fed maintained accommodative monetary policy as the employment recovery appeared tenuous. Some months showed especially sluggish gains in their initial readings that were revised up significantly; readings for August and September each doubled. If the labor recovery had appeared more complete throughout 2021, Fed officials may have adjusted policy sooner in an attempt to curb inflation. Moreover, the revisions tend not to capture much attention from the press; the sluggish initial headline figures helped shape the consensus of a struggling labor economy in 2021.

Seasonal adjustments have further clouded our understanding of economic metrics. Numerous measures follow logical patterns each year, such as higher spending and employment in the summer and around winter holidays, or a jump in education employment as schools reopen every September. Seasonal adjustment creates a consistent and understandable view of data series in normal years, but recent years have not been normal. 

Incorrect estimates of economic data can change the course of policy.

Weekly Economic Commentary - Chart 3

Applying seasonal factors led to some surprising initial measures last year, such as a decline in retail employment in November. While stores may not have reached their former staffing levels, very few had layoffs. Unadjusted, the sector showed a more plausible gain of 332,000 workers. From 2010 through 2019, each November showed an average increase of 420,000 retail employees; the smaller gain in 2021 led to the negative seasonally-adjusted figure.

The revisions to employment data were not the only substantive changes. In the crash and recovery of 2020, overwhelmed state unemployment agencies struggled to accept and report initial claims in a timely manner, leading to volatility in a measure that was closely watched. Meanwhile, state health agencies have periodically revised their COVID-19 case and mortality counts as they scrambled to create and improve their processes to track the disease.

Economic measures are subject to ongoing enhancements and periodic re-benchmarking. The measures and adjustments of the data were designed for the pre-COVID economy. Today, they are still valuable, but their limits are clearer. No single measure should be read in isolation, nor should any reading be assumed to be perfect. Upward revisions to job gains are good news, but we would prefer a reliable first estimate to a subsequent over-delivery.

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Ryan James Boyle portrait

Ryan James Boyle

Chief U.S. Economist
Ryan James Boyle is the Chief U.S. Economist within the Global Risk Management division of Northern Trust. In this role, Ryan is responsible for briefing clients and partners on the economy and business conditions, supporting internal stress testing and capital allocation processes, and publishing economic commentaries.


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