Prof G Markets | "The Jobs Report Is Worse Than It Looks"

Date: February 12, 2026
Hosts: Ed Elson (Prof G Markets), Scott Galloway (not present in this episode)
Guests: Katherine Ann Edwards (Labor Economist, Host of "The Optimist Economy"), Alex Heath (Founder, Sources newsletter, Host of the Access podcast)
(Ads & promos omitted)

Episode Overview

This episode dives deep into two big market stories:

1. The January Jobs Report—touted as better than expected, but a closer look by Ed Elson and labor economist Katherine Ann Edwards reveals deep structural weaknesses and ongoing risks in America’s labor market.
2. The Viral AI Moment—a series of new AI tools have led to dramatic market moves and internet hysteria, with tech journalist Alex Heath offering sobering context on the hype, risk, and real transformations taking place.

The hosts cut through upbeat headlines to reveal underlying economic anxieties, especially around where new jobs are (and aren't) being created and what AI-driven disruption means for employment—and policy—in the coming years.

The January Jobs Report—Headline vs. Reality

[01:43] Market Recap & The Headline Numbers

• Major markets dipped after job data. Treasury yields rose, increasing odds the Fed will hold rates.
• Bitcoin dropped below $67K.
• Headline Stat: 130,000 jobs added in January, unemployment rate edged lower to 4.3%—seemingly good news.
• BUT: Nearly all the job gains came from just two sectors: healthcare and social assistance.
• Annual Revisions: 2025 gains revised sharply down to 181,000 jobs (from 584,000), making it the weakest non-recession hiring year since 2003.

[03:45] Katherine Ann Edwards' Initial Reaction

Katherine Ann Edwards:
"I thought it was a report that reminds us that good and bad news is relative. Two years ago, we would have been alarmed at a jobs number this low. Given the tumult of 2025, I think it gave a sense of relief to see even 130,000 jobs added." [03:45]

[04:36] Where Are The New Jobs Coming From?

• Ed Elson: "We added all these jobs, but it's all healthcare jobs and social assistance jobs...If we didn't have those sectors, then actually job growth would be in decline."

• Edwards: Core job growth is acyclic (unrelated to broader economic cycles) and reflects demographic needs (aging population, need for education) rather than business investment or economic expansion.

  • "These are industries that do not reflect the strength of the economy. They don't reflect investments in businesses...They reflect a kind of permanent acyclical need to service the human population." [04:36]
  • She warns that the dominance of healthcare jobs "blinds us to the fact that this industry has severe problems...we're too afraid to look too closely at just how bad of a sector healthcare is on some pretty important metrics, like making people healthier." [07:17]

[08:30] The Jobs Data Revision & Recession Risks

• Edwards: "It's bad and there's no way to spin it." [08:30]
  • The 2025 revision signals a very weak jobs year.
  • U.S. recession declarations are slow—meaning 2025 could still end up officially labeled a recession year in hindsight, with a couple of bad months tipping the scales.
  • Low job creation leaves the economy "still at risk of one really bad jobs report...and we'll have decided that we've been in a recession for six months." [09:23]

[09:52] Are the Monthly Jobs Numbers Reliable?

• Elson: "How seriously should we even be taking the monthly data?"
• Edwards:
  • It's normal for data to be revised down during downturns, but this "are we in a recession purgatory for three years" is unusual. [10:40]
  • Monthly figures are generally reliable for track direction, not exact magnitude.
  • “Any reliance on one single number produced by the data is not the right way to interpret it. The economy always moves in directions and not with the numbers.” [11:49]
  • Advice: Ask whether a typical revision (say, plus/minus 25,000 jobs) would meaningfully change your take. Usually, it doesn't. Focus on the overall trend, not just the number. [12:46]

[12:56] The Job Market for Young People

• Unemployment rate for 16–24-year-olds falls to 9%; college graduate starting salaries drop 8% YoY (lowest in six years).
• Edwards:
  • Young people always fare worse due to inexperience but can also "ride out" bad markets due to fewer obligations.
  • Today's frozen labor market is especially harmful: "Young people are not getting their foot in the door."
  • Even small improvements ("dropping to 9 [percent]...doesn't change the story on the ground, which is that young people are not finding jobs...") don't solve deeper problems. [13:45]
  • Typically, young workers are "a leading indicator as well as the slowest to recover." [14:55]
  • The long duration of weak market is unusual and harmful: “They’re kept in the worst position for a long period of time, when workers who have kept their job are OK.”
  • No simple answers: "There's not really a solution for them...short of let's make the economy stronger." [15:26]

AI Goes Viral—And the Market Panics

[18:09] Recap: Panic in the Financial Markets

• Prof G Markets recaps tech and financial stocks selling off after new AI tool releases:
  • OpenAI's Codex 5.3, Anthropic's Opus 4.6 cause $2 trillion loss in software stock value.
  • New Altruist AI-tax tool sparks 10% decline in major financial stocks.
  • A viral blog post ("These new tools aren't about to change everything. They already have changed everything." —Matt Shumer) reaches 50M views in 24 hours, amplifying anxiety.

[19:54] Sober Perspective from Alex Heath

• Alex Heath:

  • “Everyone is looking for a narrative to hang their jitters on and the market’s jitters on...I would venture to say that this much sell off maybe doesn't have to do with Opus 4.6 and Claudebot. That just seems a little overblown.” [20:32]
  • AI tools are progressing, but the market might be overreacting. “I'm a tech guy, not a macro guy.”

• Coding is changing very fast. AI is rapidly abstracting away much of what used to be manual software engineering. [22:35]

  • But broader claims—that AI tools are now changing every job overnight—may be exaggerated.
  • Technologies like ChatGPT remain far from true ubiquity ("ChatGPT has more users in Texas than Claude has globally").
  • “I do appreciate what [engineers are] experiencing, which is...a key part of their lives quickly changing before their very eyes...But there is a gap between that and what the world is seeing.” [24:49]
  • The threat to other office work? Still a matter of debate, and how quickly it spreads beyond coding is unknown.

[25:31] Hysteria & The “Peril” Narrative

• Elson: Viral resignation letters—like an Anthropic AI safety researcher posting "the world is in peril"—are more about virality and personal branding than substance.
• Heath:
  • “Your departure note is your claim to fame. It is the way you can plant your flag and hopefully maybe use it to raise money if you go start a company. Right. Like, there's a reason everyone is doing this.” [26:26]
  • The mass psychological impact: “Everyone is looking for what is actually happening because they feel the world is changing, and they feel that it's changing in a way they can't control.” [27:08]

[27:29] Industry Ganging Up on OpenAI

• Elson: Quotes Heath’s observation: "The industry has collectively decided to gang up on OpenAI."
• Heath:
  • OpenAI is the market leader (“the Kleenex of AI”) and a target for competitive and reputational attacks.
  • Competitors perceive weakness after Google’s Gemini improved last year.
  • Industry alliances visible, e.g., Anthropic and Google DeepMind leadership appearing collaborative.
  • IPO ambitions for all players raise competitive stakes.
  • "Sam [Altman, OpenAI CEO] is pretty controversial, and I think people want to band together to try to take on Sam’s leadership position.” [29:53]

[30:32] Ed Elson’s Closing Monologue: AI, Jobs & Policy Paralysis

• The viral AI blog post:

  • Ed finds its reporting on AI job risks not revolutionary (much already understood), but notes its power as writing.
  • “Despite what all these tech leaders told us...that AI won’t take your job...the truth is, actually, no, AI will take your job.”
    • Cites mass layoffs in multiple industries explicitly attributed to AI:
      Pinterest, Dow, Heineken, Amazon, et al.
    • 5% of all layoffs in 2025 were attributed to AI—tens of thousands of jobs.

• But this is not new: “We have had big labor market disruptions before, but each time...we have figured out a way to mitigate the externalities with something that we call policy or laws.”

• What’s unique and alarming this time:

  • "Our government has decided that the policy that they want to pursue is no policy. They want to sit back and do nothing."
  • Trump administration’s moratorium on AI regulation at the state level.
  • “If the upshot of this viral blog post is that people now recognize what is happening to jobs, that AI is taking jobs, then great. But...the next step is to take action. What exactly do we do about this?...when it comes to AI and when it comes to jobs, there is no worse policy we could pursue than no policy at all. And yet, that is where we are at today. We have decided to do nothing.” [32:16]

Notable Quotes & Timestamps

• "Bad and there's no way to spin it."
  • Katherine Ann Edwards on the revised 2025 jobs numbers — [08:30]
• “The economy always moves in directions and not with the numbers.”
  • Katherine Ann Edwards on interpreting employment data — [11:49]
• “Young people are not finding jobs and they're not finding them at the degree we want or the pace that we want.”
  • Katherine Ann Edwards — [13:45]
• “I would venture to say that this much sell off maybe doesn't have to do with Opus 4.6 and Claudebot. That just seems a little overblown...I'm a tech guy, not a macro guy.”
  • Alex Heath — [20:32]
• “Everyone is looking for what is actually happening because they feel that the world around them is changing, and they feel that it's changing in a way they can't control.”
  • Alex Heath — [27:08]
• “When it comes to AI and when it comes to jobs, there is no worse policy we could pursue than no policy at all. And yet, that is where we are at today. We have decided to do nothing.”
  • Ed Elson — [32:16]

Key Segments & Timestamps

• 01:43 – 08:30: Markets/vitals, headline jobs report summary, Kathryn Ann Edwards’ first reactions
• 08:30 – 09:52: Discussion of jobs data revisions and recession risks
• 09:52 – 12:56: Reliability of monthly employment data; advice for interpreting
• 12:56 – 15:27: The labor market for young workers—unique risks and lack of solutions
• 18:09 – 21:49: AI tool releases, market panic, context from Alex Heath
• 22:35 – 25:31: Is tech changing “exponentially” or steadily? Are we at a true AI inflection point?
• 25:31 – 27:29: Viral "AI peril" narratives and the content economy
• 27:29 – 30:20: The “dogpile” on OpenAI—industry, competition, and public perception
• 30:32 – 33:00: Ed Elson’s conclusion: AI will take jobs, but lack of policy is the core U.S. risk

Tone & Takeaways

Prof G Markets keeps its usual "no mercy, no malice" posture, delivering data-driven, lucid, and often darkly funny analysis. The hosts puncture optimism around employment data and cut through the hype cycle on AI—emphasizing that both current job growth and the AI “revolution” are more complicated, and scarier, than the headlines suggest. The principal call to action is clarity and urgency around policy in the face of an AI-driven employment shock, with an explicit warning that “doing nothing” is itself a dramatic policy choice—one with high stakes.

For further reading: Check out Katherine Ann Edwards’ "Optimist Economy" podcast or Alex Heath’s "Sources" newsletter for continued expert perspectives on these trends.