First Friday: Jobs Fell by 92,000. But the Economy Is Still Growing?
Episode
42 min
Read time
2 min
Topics
Career Growth, Fundraising & VC, Leadership
AI-Generated Summary
Key Takeaways
- ✓Conflicting Jobs Data: When BLS, ADP, and Revelio Labs produce wildly different monthly employment figures (negative 92,000, positive 63,000, and negative 16,000 respectively), averaging all three sources produces the most reliable read. That average suggests near-flat to slightly negative job growth — a more accurate baseline than relying on any single report alone.
- ✓Demand vs. Supply Weakness: A labor market decline driven by reduced hiring signals potential recession risk, while supply-side shrinkage (fewer immigrants, lower participation) is less alarming. February marked the first month Revelio Labs recorded both falling employment and falling pay simultaneously, suggesting the weakness is shifting from supply-constrained to demand-driven — a more serious macroeconomic warning sign.
- ✓401(k) Hardship Withdrawals: Six percent of Vanguard plan participants took hardship withdrawals in 2025, up from five percent the prior year — a 20% proportional increase. Asset-rich but cash-poor households are tapping retirement accounts to cover daily expenses. Automatic enrollment has raised participation rates, but retirement accounts are increasingly functioning as short-term emergency buffers rather than long-term savings vehicles.
- ✓Jevons Paradox and AI Costs: GPT-4 output costs dropped roughly 98% in two years, from $60 to under $1 per million tokens, yet OpenAI's annual recurring revenue grew from $1 billion to $12 billion over the same period. Cheaper AI expands total usage rather than reducing it, meaning workers should position toward judgment, vision, and orchestration roles — the tasks AI cannot yet perform.
- ✓Gas Prices and Mortgage Rate Context: Gas prices jumped 26 cents per gallon in one week to a national average of $3.25, driven by Strait of Hormuz shipping disruptions affecting roughly 20 million barrels per day. Mortgage rates crossed 6%, tracking the 10-year Treasury yield rise to 4.14%. Both increases follow historically low baselines, so the psychological impact currently exceeds the mathematical affordability impact.
What It Covers
The February BLS jobs report showed a loss of 92,000 jobs, contradicting ADP's gain of 63,000. Paula Pant and Revelio Labs CEO Dr. Ben Zweig analyze conflicting labor data, rising 401(k) hardship withdrawals, Supreme Court tariff ruling, gas price spikes, and AI's falling costs alongside surging usage.
Key Questions Answered
- •Conflicting Jobs Data: When BLS, ADP, and Revelio Labs produce wildly different monthly employment figures (negative 92,000, positive 63,000, and negative 16,000 respectively), averaging all three sources produces the most reliable read. That average suggests near-flat to slightly negative job growth — a more accurate baseline than relying on any single report alone.
- •Demand vs. Supply Weakness: A labor market decline driven by reduced hiring signals potential recession risk, while supply-side shrinkage (fewer immigrants, lower participation) is less alarming. February marked the first month Revelio Labs recorded both falling employment and falling pay simultaneously, suggesting the weakness is shifting from supply-constrained to demand-driven — a more serious macroeconomic warning sign.
- •401(k) Hardship Withdrawals: Six percent of Vanguard plan participants took hardship withdrawals in 2025, up from five percent the prior year — a 20% proportional increase. Asset-rich but cash-poor households are tapping retirement accounts to cover daily expenses. Automatic enrollment has raised participation rates, but retirement accounts are increasingly functioning as short-term emergency buffers rather than long-term savings vehicles.
- •Jevons Paradox and AI Costs: GPT-4 output costs dropped roughly 98% in two years, from $60 to under $1 per million tokens, yet OpenAI's annual recurring revenue grew from $1 billion to $12 billion over the same period. Cheaper AI expands total usage rather than reducing it, meaning workers should position toward judgment, vision, and orchestration roles — the tasks AI cannot yet perform.
- •Gas Prices and Mortgage Rate Context: Gas prices jumped 26 cents per gallon in one week to a national average of $3.25, driven by Strait of Hormuz shipping disruptions affecting roughly 20 million barrels per day. Mortgage rates crossed 6%, tracking the 10-year Treasury yield rise to 4.14%. Both increases follow historically low baselines, so the psychological impact currently exceeds the mathematical affordability impact.
Notable Moment
Dr. Zweig noted that healthcare, which drove the majority of job gains over the prior year, shed 90,000 jobs in February alone. He suggested this reversal was likely inevitable, describing healthcare job growth as partially disconnected from consumer-demand-driven economic activity and unsustainable as a long-term employment engine.
Episode Transcript
The jobs report came out today, and it is wild. The US lost 92,000 jobs in February according to BLS data. That is a huge shock after looking at the ADP report, which came out on Wednesday, which told a totally different story. It told a story of The US gaining 63,000 jobs. So how do we square the circle? How do we make sense of a world in which the data is telling us such different things? Well, we're gonna talk about that on today's episode. Welcome to the Afford Anything podcast, the show that knows you can afford anything, not everything. This show covers five pillars, financial psychology, increasing your income, investing, real estate, and entrepreneurship. It's double I fire. I'm your host, Paula Pant. I hold a master's in economic journalism from Columbia. And once a month on the first Friday of every month, we host an episode in which we take a look at the broad macroeconomic trends that are affecting us. What's affecting your wallet, your mortgage rates, your gas prices, your ability to get a job or ask for a raise at work? What are the things that are affecting that at the big picture level? We answer that question on the first Friday of every month. So in today's episode, I'm gonna walk through several big economic stories, but I'm gonna organize them into three layers of the economy so that you've got a framework for thinking about them. Layer number one, we're gonna talk about the household economy, jobs, wages, housing costs, gas prices, four zero one k's. Layer number two is markets and policy, things like tariffs, stock markets, how investors are reacting to big geopolitical shocks. And then layer number three is the long term forces that are reshaping the economy, most predominantly AI. How is that layer affecting everything? We're also going to talk to RevelioLab's CEO, doctor Ben Zweig. He will join us at the end of the episode to shed some light on today's BLS jobs report. Let's kick off. Data from the BLS shows that The US lost 92,000 jobs in February and that the unemployment rate ticked up to 4.4%. That's just slightly higher than where it's been. Previously, it was at 4.3%. 4.4 is still a number that's considered healthy, but it's getting towards the top end of healthy. You don't want it to go too far beyond that. The Fed doesn't set an official target unemployment number, but many economists talk about unemployment as though they want it to be somewhere within that four to 5% range. There is no official target number as opposed to with inflation officially the target is 2%. In any event, the BLS report came as a bit of a shock because economists were expecting a gain. People were expecting a gain of around 60,000 jobs, and that was largely because of the ADP report, which came out two days prior, came out on Wednesday. The ADP report, …
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