The Job Numbers Will Probably Get Revised—That’s Not A Scandal | The Professor Is In

Think Like An Economist17mJune 15, 2026
AI-Generated Summary

The latest jobs report shows strong employment growth, yet the unemployment rate remains flat—leading to confusion and skepticism. But as The Professor Is In explains, this isn't a contradiction, it's a sign of a growing labor force. The key insight? The economy must create roughly 40,000 jobs per month just to keep unemployment stable, a number that’s shifted dramatically due to changes in immigration under the Trump administration. What’s more, the idea that 'crappy jobs' or 'second jobs' are behind the numbers is largely speculation—non-farm payrolls data only tracks how many paychecks were issued, not job quality. Revisions to the data aren’t signs of corruption, but of scientific rigor: as more information comes in, estimates get better. The Bureau of Labor Statistics doesn’t guess—it updates. And while alternative reports like ADP’s may differ, their margin of error is far larger. Inflation is high, but that doesn’t mean a recession is coming—recessions are defined by broad economic contraction, not rising prices. In fact, high inflation during strong job growth signals a supply shock, not a downturn. The real takeaway? Trust the data, not the noise. The episode dismantles myths about economic data with surgical precision. It reveals that the most trusted numbers are not perfect, but they’re the best we have—and their revisions are proof of accuracy, not failure. When people claim the data is manipulated, they misunderstand the process.

Key Takeaways
1

The unemployment rate stays flat not because jobs aren't growing, but because the labor force is expanding—requiring ~40,000 new jobs monthly just to keep pace.

2

Non-farm payrolls data only tracks paychecks issued, not job quality, hours, or whether a job is a first or second position.

3

Revisions to jobs data are not evidence of corruption—they’re proof of accuracy, as more complete data leads to better estimates.

4

Alternative data sources like ADP are less reliable than BLS numbers due to larger margins of error and lack of statistical rigor.

5

High inflation does not equal a recession—recessions are defined by broad economic contraction, not rising prices.

…and 3 more takeaways available in PodZeus

Chapters
0:00
2 min

Podcast Sponsor: iHeart Podcasts

Promotional segment for iHeart Podcasts, highlighting its dominance in the podcast market and urging businesses to leverage podcasting for audience reach across streaming, radio, and podcast platforms.

0:51
1 min

The Paradox of Job Growth and Unemployment

We're on a treadmill. Now, historically, that number was actually very high. We had to create 150,000 jobs a month.

Highlight
1:46
1 min

The Break-Even Jobs Growth Rate

The break-even rate has shifted due to reduced immigration under the Trump administration, making it harder to predict how many jobs are needed to stabilize unemployment.

3:07
1 min

What the Jobs Report Actually Tells Us

It doesn't tell you if it's a high wage job or a low wage job, if the worker is black or white, tall or short.

Highlight
4:30
1 min

Household Survey vs. Payroll Survey

The household survey (60,000 interviews) has too much noise for month-to-month analysis, but is useful for long-term trends like education and multiple job holding.

High-Impact Quotes
So the world can suck because of high inflation, but we have a word for that. We call that inflation. We don't call that a recession.
Justin Wolfus19:41
So that means Megan might not be counted in non-farm payrolls for a little while. Once the government discovers Platypus Economics, she'll be counted and that's the benchmarking process.
Justin Wolfus11:36
The opposite means they're committed to accuracy. Let me explain.
Justin Wolfus7:42
Speakers

Hosts

Megan ConnorsJustin Wolfus
Topics Discussed
jobs report95%non-farm payrolls93%economic revisions92%unemployment rate90%labor market data88%data accuracy87%inflation vs recession85%supply shocks80%
People & Brands

Bureau of Labor Statistics

organization

12xNeutral

iHeart

organization

6xPositive

Platypus Economics

organization

5xNeutral

Alec Baldwin

person

4xPositive

Census Bureau

organization

4xPositive

Trump administration

organization

3xNeutral

MC Jin

person

3xPositive

ADP

organization

3xNeutral

Morgan Neville

person

2xNeutral

Mark Shaman

person

2xNeutral

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