The hottest Labor markets Substack posts right now

And their main takeaways

Open Borders and Remote Work

Bet On It • 161 implied HN points • 04 Feb 26

🌐 International Labor markets

Remote work reduces some need to move for jobs, but many roles still require physical presence or regular in-person collaboration, so relocation remains necessary for those jobs.
Time zones and the need for synchronous overlap, plus legal and regulatory hassles like taxes, labor laws, and data rules, make hiring and coordinating across countries difficult and costly.
Local language, culture, and in-person experience improve product quality and daily life, so remote work only slightly weakens the economic case for migration and doesn’t address other reasons people move.

America's $1T AI Gamble

Apricitas Economics • 131 implied HN points • 10 Feb 26

💼 Business Labor markets

U.S. companies are now spending over $1 trillion a year on AI-related software, computers, and data centers, a record investment driven mainly by the big tech hyperscalers.
Much of the costly hardware is imported—especially from Taiwan, Mexico, and Malaysia—so a large share of the near-term economic gains goes to foreign manufacturers rather than directly to U.S. GDP.
The boom is straining supply chains and power grids, pushing up component and memory prices, and revenues haven’t yet caught up, so whether the massive investment will pay off remains uncertain.

📈 The most underrated trend of the 2020s

Faster, Please! • 365 implied HN points • 06 Jan 26

💼 Business Labor markets

U.S. productivity, which was slow in the 2010s, has quietly sped up since 2020.
Output per hour rose at roughly 2% annualized from 2020 to mid‑2025 compared with about 1.5% from 2007–2019, showing a clear improvement.
That improvement undercuts the Great Stagnation story and points to growing productivity momentum even before AI fully changes work.

🤖👴 AI vs. age: The great offset

Faster, Please! • 548 implied HN points • 09 Dec 25

💼 Business Labor markets

Many people expect AI to cause a huge economic boom and rapid change across society.
A JPMorgan analysis suggests aging populations will subtract from growth roughly as much as AI can add, so the two forces could cancel each other out.
That means AI might mainly keep economies from shrinking rather than spark a new golden age. So investors and policymakers should temper overly rosy expectations.

Europe's rigid labor markets are an economic death sentence

Economic Forces • 26 implied HN points • 05 Mar 26

💼 Business Labor markets

When it's hard to fire workers, companies treat employees like long‑lasting capital and are much more reluctant to hire, so labor supply can't adjust quickly.
That rigidity makes uncertainty especially harmful: firms hold back hiring and investment during downturns because they can't easily unwind staff, which creates lasting scarring and reduces reallocation to more productive firms.
The result is less economic dynamism and weaker growth, especially in risky, fast‑changing industries where firms need to experiment and scale quickly.

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Economics Links, 12/25/2025

In My Tribe • 273 implied HN points • 25 Dec 25

💼 Business Labor markets

Productivity often comes from many small, practical, firm-level efficiency improvements and incremental innovations rather than a single big breakthrough.
There are multiple competing explanations for why industrialization happens, so no single factor fully explains events like Britain’s early industrial revolution.
Some argue protectionism or industrial policy can shelter and encourage domestic manufacturing investment, while others warn such policies often do more harm than good and that trade deficits can reflect productive capital imports. Being able to sustain attention and mental effort—cognitive endurance—is becoming an important skill for many modern jobs.

Economics Links, 12/13/2025

In My Tribe • 318 implied HN points • 13 Dec 25

💰 Finance Labor markets

Defined-benefit pension plans share risk and promise steady payouts, but claims of higher returns often rely on risky investments and create incentives that lead to underfunding and bailouts. 401(k)s put responsibility on individuals to make good investment choices.
Modern institutions keep creating more HR, compliance, DEI, and management roles to prevent mistakes and reduce risk, which explains much recent job growth in administrative positions. This expansion may be concentrated in nonprofits and health care, producing many paper-pushing jobs.
Trade with China changes the mix of what gets produced but is not inherently zero-sum, since domestic productivity and policy can offset demand shifts. Meanwhile, zero-sum thinking strongly shapes political views—encouraging support for redistribution, identity-based policies, and restrictive immigration—and often reflects personal or ancestral experiences.

This Is Imaginal Disk

Some Unpleasant Arithmetic • 23 implied HN points • 20 Feb 26

💰 Finance Labor markets

Modern AI systems run on huge models trained with massive datasets and require enormous compute — specialized GPUs, large data centers, lots of energy, and a concentrated global chip supply chain.
The current AI boom resembles past tech bubbles because vast infrastructure and speculative valuations risk collapsing if those investments don’t translate into sustained cash flows or viable business models.
Evidence of AI’s productivity gains is mixed and uneven: some tasks see modest improvements, adoption has plateaued in places, and public, political, and regulatory resistance (especially to data centers) could limit broader economic impact.

Visions for AI

In My Tribe • 288 implied HN points • 12 Dec 25

🕹 Technology Labor markets

AI will eventually do most software engineering by taking English prompts to write and maintain business applications, making traditional developers unnecessary for routine work.
Robots that understand and respond to human language will become much more useful, sparking a robotics boom and creating new roles for people who design practical uses for them.
AI will automate many routine tasks in education and health care — personalized teaching software will handle factual instruction and AI tools could diagnose and treat — but political and institutional resistance means assisting human professionals will come first.

Governments Do the Bad Things That Sound Good

Bet On It • 266 implied HN points • 04 Dec 25

🌍 World Politics Labor markets

Immigration bans throw away enormous economic gains; when migrants do cause real harms, it makes more sense to measure those harms and use taxes or transfers to fix or compensate, not to close the door.
People often say culture matters more than money, but their choices (not moving away) suggest cultural attachment is weaker than claimed, so cultural costs rarely outweigh big material benefits from migration.
Housing rules that block building ignore that denser living has large net benefits people are willing to pay for; policymakers should allow more construction and deal with specific nuisances using targeted charges instead of blanket bans.

We don't need to just make up fantasy stories

Economic Forces • 21 implied HN points • 26 Feb 26

💼 Business Labor markets

GDP accounting means output turned into income never just disappears; if automation shifts income from workers to capital owners, that money gets spent or saved and fuels other parts of the economy.
Prices provide a natural brake: cheaper AI-driven supply pushes prices down, which tends to raise demand or shift consumption and prevents an endless negative spiral unless a specific blocking mechanism exists.
You can’t extrapolate from a few firms to the whole economy — comparative advantage and new consumer demand lead people and firms to reallocate into new roles, so automation changes jobs and wages but doesn’t automatically cause total collapse.

“We Are Not as Wealthy as We Thought We Were”: Part 5

Erdmann Housing Tracker • 147 implied HN points • 30 Dec 25

💼 Business Labor markets

Supply constraints can make a city appear richer because poorer families leave, so rising local average incomes often reflect displacement rather than higher productivity.
Aggregate, value-weighted measures hide how much housing costs have risen for the typical household. Equal-weighted measures show much larger increases in price-to-income for average families.
Rent inflation has been higher in poorer neighborhoods than in richer ones, which cuts real incomes for low-income households and is poorly captured by national inflation measures.

The Ownership Class and Working Class

Satisologie: Systems//Creativity • 29 implied HN points • 08 Feb 26

💰 Finance Labor markets

About 70% of people depend on wages while a small ownership class lives off assets and passive income, and mathematically only a tiny share of workers can move into ownership each year while a similar share fall out.
Both capitalist and communist systems end up with large working classes: capitalism leaves a narrow path to ownership for a few, while communist-style systems often close that path entirely.
Seeding every person with dividend-bearing stock or indexed accounts at birth could, through compound returns, make broad ownership possible within a generation, though programs like this risk mainly helping families who can afford additional contributions without strong financial education.

The Machine as Manager

Brave New Teams • 16 implied HN points • 01 Feb 26

💼 Business Labor markets

Autonomous organisations are already emerging: software now runs pricing, routing, risk and learning, while humans shift toward exception handling, goal-setting and oversight.
Success depends on trust and accountability, not just accuracy; firms will need constraint-by-design, audit trails, incident reporting and clear governance to make autonomy legitimate.
Autonomy brings real risks like metric gaming, slow drift and brittleness, so resilience measures and human custodians who set values and handle ambiguity are essential, and law and norms will likely evolve to reshape corporate forms and roles.

Innovation Job Market Papers 2025 (2/2)

New Things Under the Sun • 48 implied HN points • 24 Dec 25

🕹 Technology Labor markets

Innovation is highly geographically concentrated, and place-based policies like targeted R&D or industrial subsidies can raise growth, though the best approach depends on how technology interacts with local productivity and spillovers.
The pace and pattern of technology diffusion hinge on human-capital and market frictions: worker mobility, training incentives, non-competes, and venture-capital funding shape how fast and widely new technologies spread.
Institutions and regulations — including patent rules, exclusivity periods, financial development, and adaptive regulatory sandboxes — strongly shape firms’ incentives to innovate and the trade-off between protecting inventors and promoting broader technology diffusion.

More Efficiency, More Demand

Fish Food for Thought • 47 implied HN points • 31 Dec 25

🕹 Technology Labor markets

When tools make tasks cheaper and easier, we usually do more of those tasks, not less; efficiency expands demand and creates new uses.
Automation tends to shift work, not eliminate it — machines handle repetitive parts while people take on harder, higher-value tasks like interpretation, edge cases, and oversight.
AI will grow opportunities for engineers and data scientists by increasing the amount of software and systems to build, maintain, secure, and govern, shifting work toward architecture, judgment, and integration rather than rote coding.

Legally Toast

davidj.substack • 47 implied HN points • 13 Dec 25

💼 Business Labor markets

Routine, language-driven legal tasks are likely to be automated, so junior and mid-level lawyer roles will shrink while partners and senior lawyers who provide judgment, sales, accountability and human interaction stay essential.
Firms will become more top-heavy and need far fewer junior hires, which will reduce demand for law graduates—especially from second- and third-tier programs—and increase competition for the remaining positions.
This is part of a wider knowledge revolution: AI will replace much routine knowledge work across industries, reshaping labour markets and the economy in a way comparable to the industrial revolution.

The O-Ring Theory of Economic Development

Something to Consider • 59 implied HN points • 15 Jun 24

💼 Business Labor markets

Production can be broken down into many steps, and a failure at any step can ruin the entire process. The skill level of workers, known as human capital, plays a key role in this.
Regions can be stuck in a bad place with low investment in education due to a lack of returns. Immigration can help individuals escape this situation, leading to better education and economic growth in both their new home and their original country.
Trade policies can significantly impact production. Quotas can be much more damaging than tariffs because they disrupt the entire production process, leading to larger losses than expected.

Six Reasons Why Current AI Won't Displace Lawyers

Autonomy • 34 implied HN points • 20 Dec 25

🕹 Technology Labor markets

Current AI doesn't generalize or perceive the world like humans, so it misses novel facts and real-world cues that lawyers use to build and win cases.
Litigation is inherently adversarial, so both sides will adopt AI and the human lawyers who best direct and strategize with those tools will decide outcomes.
Lawyering involves client counseling, moral responsibility, and institutional rules that AI can't fulfill, and greater AI productivity may actually increase demand for legal services rather than eliminate lawyers.

Cutting Interest Rates Isn’t a Cure‑All for the Economy

QTR’s Fringe Finance • 18 implied HN points • 12 Jan 26

💰 Finance Labor markets

Cutting interest rates only creates a temporary boom with fake job gains and malinvestment that leads to a deeper bust later.
A real recovery needs market‑driven interest rates, sound money, and fiscal restraint so savings and investment can realign properly.
Labor-market problems are worsened by wage rigidities and regulations, so letting wages adjust and removing hiring barriers helps jobs recover.

Complementarities, Weak Links, AI, and Economic Growth

Economic Forces • 7 implied HN points • 05 Feb 26

💼 Business Labor markets

Production relies on complementary tasks, so a few high-quality workers can boost output far more than many low-quality workers; quality isn’t a simple substitute for quantity, which leads skilled workers to cluster and earn much more.
Intermediate goods create powerful multiplier effects across the economy—better inputs like electricity or transport raise productivity everywhere—but when these inputs are complements, the weakest link can cap overall output and help explain big rich–poor gaps.
AI’s growth impact hinges on whether it substitutes for or complements other inputs; if many tasks remain hard to automate and are complementary, they become weak links that limit explosive growth and prevent the capital share from soaring to 100%.

The Chinese Hukou system, all but obsolete?

Beijing Channel • 16 implied HN points • 12 Dec 25

🌍 World Politics Labor markets

China's average hukou threshold fell to about 12.6% in 2024, down from 98.8% in 1999, and most cities now have low or no barriers to local registration, especially fourth- and fifth-tier cities.
The biggest drivers were top-down policy pushes (notably around 2001 and 2014) plus local incentives like strong labor demand, aging populations, competition from nearby cities, weak housing markets, and closeness to major metros.
Hukou is becoming less restrictive but still matters because many public services remain tied to hukou status, and further easing is likely to continue slowly through quotas, lower criteria, or suburban registration options.

Dialing Back Restraint

The Transcript • 79 implied HN points • 05 Feb 24

💰 Finance Labor markets

The Federal Reserve suggested that interest rates may have reached their highest point in this tightening cycle and could start decreasing later this year.
The Fed is cautious about lowering rates too soon and wants to see sustained progress in managing inflation before making any major moves.
Despite some challenges with inflation, the overall economy, especially the job market, remains strong.

You got to pay people to work in the suburbs

Klement on Investing • 3 implied HN points • 30 Jan 26

💼 Business Labor markets

Moving offices to the suburbs often increases most employees' commute times because public transit is built for suburb‑to‑city travel, not suburb‑to‑suburb trips.
Companies pay skilled workers more to compensate for longer commutes—roughly a 10–20% wage uplift per extra hour—which can amount to a large effective payment for travel time.
Relocating work to the suburbs only makes economic sense for low- and medium‑skilled white‑collar roles (like support and admin) and only if rent savings are big enough to offset higher wages for affected staff.

[Re-Post] Costs, Competition, and Prices that Don't Clear the Market

Economic Forces • 4 implied HN points • 15 Jan 26

💼 Business Labor markets

People and firms think about costs as opportunity costs measured in present value, so choices depend on the full stream of future costs and benefits, not just today’s price.
Firms often keep prices stable or use lotteries and loyalty allocations to avoid creating search costs and to protect future demand, preferring reliability over squeezing short-run revenue.
Employers respond to temporary labor shortages with one-time bonuses or short-term measures because they factor future wage paths into hiring costs, avoiding permanent wage raises that would raise the present value of labor costs.

Don’t Ask People How The Economy Is Doing

Economic Forces • 4 implied HN points • 14 Dec 23

💼 Business Labor markets

People don't have accurate insights on the overall economy.
Personal experiences don't necessarily reflect economic trends.
To understand the economy, rely on economic theory and data, not people's opinions.

You'll have to pry supply and demand from my cold, dead hands (from the archives)

Economic Forces • 3 implied HN points • 17 Aug 23

💼 Business Labor markets

Supply and demand can explain a lot about labor markets, even for introductory economics students.
Workers respond to higher wages predictably, wages reflect productivity, and technology affects worker productivity.
Understanding supply and demand in labor markets can help explain trends like growing returns to education and the increasing cost of education.

Dumb Questions about Artificial Intelligence

Magis • 2 HN points • 26 Mar 23

🕹 Technology Labor markets

AI can be great at human prediction tasks, but struggles with hard-to-predict events.
Legal issues around AI training data sets need to be solved.
Data ownership and availability are crucial in AI.

5,127 Layers

Digital Native • 0 implied HN points • 13 Feb 26

🕹 Technology Labor markets

AI capabilities are advancing extremely fast, but real-world adoption is much slower because of regulatory, organizational, and social friction, so the sci‑fi future people hype is still a long way off.
In the near term AI will mostly augment workers and boost productivity—some tasks like code generation are changing quickly, but demand for engineers and implementation roles will grow as companies integrate AI.
Winners will pair simple AI interfaces with proprietary data, meaning software will evolve (not vanish) with lower margins, and rising inequality plus public backlash could meaningfully slow or reshape adoption.

20251221

Curious futures (KGhosh) • 0 implied HN points • 21 Dec 25

🎭️ Culture Labor markets

Relying on AI for thinking and social life leads to cognitive offloading that can weaken critical thinking and turn education and relationships into corporate products.
Consumption has become a symbolic economy where brands and cheap retail practices shape identity and often harm people through price tricks and shallow meaning.
New technologies—automation, surveillance, biotech and material innovations—are reshaping jobs, privacy and environmental risk, with opaque corporate power deciding who benefits and who loses.

The buck stops here

Brave New Teams • 0 implied HN points • 25 Jan 26

🕹 Technology Labor markets

AI has made basic competence—drafting, summarising and producing text—cheap and abundant, so markets now reward people who deliver real results, not just plausible outputs. That shifts value toward asking the right questions and owning the consequences of decisions.
Three human scarcities remain valuable: setting ends and moral choices (and taking the blame), verifying models with fresh real-world signals, and winning acceptance through trust and relationships. These tasks require being inside institutions and doing hard fieldwork, not just producing words.
Work will shift from content production to governance: people will be paid to edit, test, decide and take responsibility while AI handles generation. The mediocre who only produce plausible text without owning outcomes will be displaced, while skilled operators who bind AI to reality, responsibility and trust will win.