Recession Indicators Turned Green - Job Quality Hasn’t

October’s jobs report pushed the headline recession indicators back to green, but “labor hoarding” explains why the earnings boom still isn’t reaching full-time workers.

Here is the puzzle investors face right now. S&P 500 companies are on track to report 31.4% earnings growth for the third quarter, the eighth straight quarter of double-digit gains. Last Friday, the October jobs report beat every forecast, with payrolls up 165,000 and unemployment back down to 4.1%. On the surface, the recession indicators have turned green. Beneath the surface, the quality of the jobs tells a different story. Such is the question worth answering: is the labor market healing, or are companies still “hoarding” labor while profits do the heavy lifting?

Why The Recession Indicators Disagree

Let’s start with the economic indicators that say all is well. In the most recent reports:

• Initial jobless claims fell to 189,000 in the week ended October 31, the lowest reading since 1969.
• The Job Openings and Labor Turnover Survey (JOLTS), which printed a layoff rate of 1.0% in September, near the floor of its 25-year history
• The October payrolls rose 165,000 against a consensus near 65,000, and revisions added 84,000 jobs to August and September.

In other words, if your only recession indicators are layoffs, claims, and the headline payroll count, there is no recession anywhere in sight.

Now look at the other half of the labor data. The JOLTS hiring rate sits at 3.4%, in line with its 2013 average and well below the 3.9% pace of 2019. The number of people working part-time because they can’t find full-time work jumped by 339,000 in October to 4.8 million. Workers unemployed for six months or longer now make up 27.6% of the unemployed. Average hourly earnings grew 3.1% from a year earlier, still short of the 3.7% inflation rate.

Employers are not firing anyone, and they are hiring far more cautiously than the headline suggests. That is the “low hire, low fire” economy, and the chart below shows how unusual the combination is. In 2009, hiring collapsed as layoffs surged and companies shed workers as quickly as they could process paperwork. Today, hiring has slowed to 2013 levels with layoffs near record lows. The two lines usually move together. This time they are not.

Labor Hoarding: I’ve Seen This Movie Before

In early 2014, I wrote a piece arguing that the headline jobs data was missing the point. My view was that the only employment chart that mattered was full-time employment relative to the working-age population. The reason was simple. Full-time jobs pay the wages that support household formation, consumption and tax receipts. Part-time work and headline payroll counts don’t.

The argument centered on a behavior I called “labor hoarding.” Businesses had cut costs to the bone after the financial crisis and could cut no further. To wit:

“At this point businesses have to begin to ‘hoard’ what labor they have, maximize that labor force’s productivity (increase output with minimal increases in labor costs) and hire additional labor, primarily temporary, only when demand forces expansion.”Lance Roberts, ” – The Only Employment Chart That Matters, 2014

Swap the 2014 headwinds for today’s tariffs and energy costs, and that description fits almost word for word. So let’s update the chart. Full-time employment as a share of the civilian population age 16 and over peaked at 54.0% in April 2000. It stood at 47.6% when I wrote that piece and recovered to 50.6% by the end of 2019. As of October, it’s 49.0%, roughly where it was in 2016 and still below September 2025’s 49.3%.

Let’s dig into the BLS’s household survey for October. That report showed a jump of 714,000 full-time workers, a welcome sign. However, the household survey swings widely from month to month, and one month doesn’t make a trend.

What was important in that data was that there are still 67,000 fewer people working full-time than in September 2025. However, the working-age population has grown by nearly 1.5 million over the same period. Since November 2023, full-time employment has increased by just 271,000, even though there are 7.9 million more working-age Americans. Companies are protecting the workers they have and adding very few new full-time positions. Calling that a “healing” labor market is generous.

Where The Earnings Boom Actually Comes From

If companies aren’t adding full-time workers, how are earnings growing 31%? Part of the answer arrived last week. Nonfarm productivity rose at a 3.6% annualized rate in the third quarter as output grew 3.7% and hours worked rose just 0.1%. Unit labor costs fell 0.7%. In other words, companies produced more without paying for more hours, and the difference dropped straight to the bottom line.

Pay attention to this data. It is the textbook payoff from “labor hoarding.” The playbook is simple:

• Hold headcount steady,
• Squeeze more output from the existing workforce, and
• Let margins expand.

This is completely rational behavior for any single company. However, when it spans the entire economy, it means the profit boom is not reaching paychecks.

The other piece is concentration. Energy and Information Technology have delivered the biggest upside earnings surprises this season, and as of mid-October, Micron and NVIDIA were the two largest contributors to S&P 500 earnings growth. Elevated oil prices fattened energy profits, while AI spending fattened chip profits.

Neither industry employs many people relative to what it earns. As I discussed in “Capex Spending On AI Is Masking Economic Weakness,” a narrow capex boom can mask economic weakness while the broader economy stalls. Some of those profits are also flattered by accounting timing, a point I made in “AI Capex Depreciation Risk Is The Catch To Record Earnings.”

Is A Recession Coming? The Case Against My View

The other side of this debate has merit, and October’s jobs report handed it more ammunition. Payrolls beat every forecast, and unemployment fell back to 4.1%. Job openings rose by 333,000 in September, lifting the openings rate to 4.5%. Quits hit an 18-month high the same month, which usually means workers feel confident enough to leave. Claims at a 57-year low are hard to argue with. Here’s how one strategist read Friday’s numbers:

“[The report] is a strong rebuttal to fears that the economy is heading into a meaningful slowdown.” – Seema Shah, Chief Global Strategist, Principal Asset Management

Productivity growth is also good news in its own right. If the AI buildout is lifting output per hour, the economy can grow faster without adding workers or adding inflation.

“You made this same argument in 2014, and the economy kept growing for six more years.” Yes, that is true. However, the process of “labor hoarding” doesn’t cause a recession on its own. It changes HOW the next one unfolds. In 2014, the Fed held rates at zero and ran QE, which bought companies years to grow their workforces. On October 28, the Fed held rates at 3.75%-4.00%, and two members dissented in favor of a rate hike. After Friday’s report, investors now lean toward a December hike. There is no zero-rate cushion this time to buy companies that kind of patience.

What These Recession Indicators Mean For Investors

For investors, let’s go back to the beginning. Pay attention to which recession indicators are flashing green. They’re the layoff numbers and the headline counts. Crucially, the payroll survey doesn’t distinguish between full-time and part-time jobs. That distinction matters in a month when involuntary part-time work jumped by 339,000. Furthermore, both claims and layoffs are precisely the signals labor hoarding suppresses, because a company that hoards workers doesn’t let anyone go until it has to. Then it lets a lot of people go at once. When hoarding ends, claims don’t drift higher. They jump.

So, what will eventually force corporate hands is falling profit margins. For now, productivity gains and falling unit labor costs are protecting profits. But wage growth of 3.1% still trails inflation at 3.7%. As I laid out in “Real Wages 2026: Why Consumer Stocks Feel It First,” households are covering the gap with longer hours, less saving, and more credit.

Therein lies the risk. When demand softens enough that output stops growing, and there’s no more productivity to squeeze, then headcount becomes the only lever left. As is always the case, a “low fire” economy turns into a “high fire” one almost overnight.

“Labor hoarding doesn’t prevent a recession. It delays the layoffs, and then it delivers them all at once.”

For investors, the practical point is that the earnings estimates underpinning today’s valuations assume this setup will persist. Analysts expect 28.4% growth in the fourth quarter and 33.3% for all of 2026. Those numbers depend on a narrow group of sectors and on margins built by not hiring. That makes this a good time to review how concentrated a portfolio is in the handful of companies producing those earnings. It’s also worth knowing in advance which signal would change your mind. For me, it’s a sustained break higher in weekly claims, particularly continuing claims, which recently ticked up to 1.718 million. Claims are the recession indicator that hoards the longest, which makes them the ones that matter most when they finally move.

The labor data tells you how long the earnings boom can last, and the answer is only as long as companies can keep avoiding the need to hire.

October’s jobs report bought the bulls another month. Watch the claims data anyway. The quietest layoff market in 57 years is also the one with the least room for error.

Questions This Article Answers

• What are the most reliable recession indicators right now?

• No single indicator works alone. Today the layoff-based recession indicators (initial claims at 189,000 and a 1.0% layoff rate) and the headline payroll and unemployment numbers look healthy. Hiring rates, full-time employment, involuntary part-time work, and real wages are weaker. When those two groups disagree, the hiring-side data has historically turned first.

• What is labor hoarding?

• Labor hoarding is when companies keep their existing workers rather than lay them off, but also avoid hiring new ones, and instead push for more output per worker. It shows up as low layoffs, low hiring, and rising productivity, which is the pattern in the 2026 data.

• Why are corporate earnings rising if full-time job growth is flat?

• Third-quarter output rose 3.7% while hours worked rose just 0.1%, so productivity gains and falling unit labor costs widened margins. Earnings growth is also concentrated in energy and semiconductors, industries that generate large profits relative to their employment.

• Do record-low jobless claims mean no recession is coming?

• Not necessarily. Claims measure layoffs, and companies that hoard labor delay layoffs until margins force them. That is why claims often stay low late into a cycle and then rise quickly once a slowdown arrives.

Sources And Notes

• FactSet, “S&P 500 Earnings Season Update,” November 6, 2026 (88% of companies reported, Q3 blended growth 31.4%, Q4 estimate 28.4%, CY2026 estimate 33.3%, Energy and Information Technology leading upside surprises), and Earnings Insight, October 16, 2026 (Micron and NVIDIA as top contributors).
• U.S. Bureau of Labor Statistics, Employment Situation, October 2026, released November 6, 2026 (payrolls, revisions, unemployment rate, average hourly earnings, part-time for economic reasons, long-term unemployed, full-time employment and population).
• U.S. Bureau of Labor Statistics, Consumer Price Index, September 2026, released October 14, 2026 (3.7% year over year).
• U.S. Department of Labor, Unemployment Insurance Weekly Claims, released November 5, 2026 (initial claims 189,000, continuing claims 1.718 million).
• U.S. Bureau of Labor Statistics, Job Openings and Labor Turnover Survey, September 2026, released November 3, 2026, via FRED (JTSHIR, JTSLDR), plus press coverage of openings and quits.
• U.S. Bureau of Labor Statistics, Productivity and Costs, Third Quarter 2026 Preliminary, released November 5, 2026.
• Federal Reserve, FOMC statement, October 28, 2026. Seema Shah quotation and consensus forecast as reported by Fox Business, November 6, 2026.
• Replication note: the full-time employment ratio was computed by RIA Advisors as LNS12500000 (employed, usually work full time) divided by CNP16OV (civilian noninstitutional population 16+), both from BLS, through October 2026. October 2025 household data were not collected during the government shutdown, so year-ago comparisons use September 2025. The 4.4 million figure applies the December 2019 ratio (50.6%) to the October 2026 population and subtracts actual full-time employment. Population controls introduced each January create small-level breaks, most visible in January 2025.
• Lance Roberts, “The Only Employment Chart That Matters,” FinancialSense, 2014.