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Part 4 · Jobs and the economy · Lesson 21

When bad news becomes good news

Worse-than-expected jobs data is a positive on some days and a negative on others. Let's use the two knobs to see why the same news splits into two paths.

15 min readLesson 21 / 43As of: release cases from 2008 to October 2026 · checked 2026-10-05✓ Read

QToday's question

Stocks rose on news that jobs came in worse than expected. But a few months later, similar news sent stocks sharply lower. Why is the reaction opposite to the same 'bad news'?

On May 3, 2024, the S&P 500 rose 1.26% on weaker-than-expected jobs, and three months later on Aug 2, it fell 1.84% on similarly weak jobs. In this lesson, we first draw the structure by which one piece of news splits into two paths, then build up, one by one, the signals that tell you which path it takes.

MAPLearning map for this lesson

We build it up in three steps. At the end of each step, a 'Quick check' lets you test your understanding before moving on.

Before you start

The 'earnings knob and multiple knob' from Lesson 1, Knowing the economy lets you see stock prices, is the backbone of this lesson. We also bring in the dual mandate (prices and jobs) from Lesson 13, Central banks, the unemployment rate from Lesson 19, Employment indicators, and the surprise from Lesson 20, The gap versus expectations.

  1. STEP 1 · Basic conceptsOne piece of news, two knobs

    You can explain that a weak indicator moves the multiple (rate-cut expectations) and earnings (economic slowdown) at the same time, and that whichever is bigger decides the direction of the stock price.

  2. STEP 2 · Understanding the principlesThree signals that decide the fork

    You can guess which path it will take by looking at the inflation level, the speed of job deterioration (the ), and the expectations already priced in.

  3. STEP 3 · Practical applicationFive release days

    You can split the rate and stock reactions on actual release days into two paths, and summarize the effects on each sector.

Building knowledge90 concepts built so far · 4 added in this lesson

Part 1 · Getting familiar with economics 29 ✓
Stock priceMarket capitalizationEPS (earnings per share)P/E (price-earnings ratio)Discount rate previewEarnings knob and multiple knob4 economic agentsCircular flow of moneySpending = incomeExport shareSupply and demandEquilibrium pricePrice cycleCyclical sectorsGDPValue addedNominal and real GDPEconomic growth rateGDP components (consumption, investment, government, net exports)QoQ and annualizedBusiness cycleRecovery, expansion, slowdown, recessionPeak and troughCyclical component of coincident indexCyclical and defensive stocksLeading, coincident and lagging indicatorsPMI (50 threshold)Diffusion indexComposite leading indicator (100 baseline)
Part 2 · Prices 21 ✓
InflationPurchasing powerRule of 72Nominal and real interest ratesCPICore inflationYoY and MoMBase effectConsensusPCE price indexPPIPass-through2% inflation targetDisinflationDeflationStagflationGrowth × inflation four phasesThree ways inflation reaches assetsReal assetsPricing powerInflation-linked bonds
Part 3 · Interest rates 28 ✓
Interest rate = the fee for moneyDeposit and lending ratesCredit spreadFixed and floating ratesPolicy rateBOK Monetary Policy Board and FOMCDual mandatePolicy lagNeutral rate, hawk and doveMarket interest rateRates by maturity (2-, 3-, 10-year)Priced inTerm premiumThree promises of a bond (par, coupon, maturity)Rate and bond price seesawBond yieldDurationYield curveTerm spreadYield curve inversionPresent value calculationGrowth and value stocksEquity durationP/E and required returnInterest rates as income and costLoan-deposit spread and NIMInsurers' investment incomeSector map by rate phase

Part 4 · Jobs and the economy

Jobs report (first Friday)Nonfarm payrollsUnemployment rate and labor force participationAverage hourly earningsData revisionsSurprise (actual − expected)Earnings surprise and shockOrder for reading release daysTwo-knob scale (multiple ↑, earnings ↓)NEWRate-cut expectations vs recession fearNEWSahm ruleNEWSoft landing and GoldilocksNEW

STEP 1One piece of news, two knobs

In Lesson 20 you learned that the market reacts to the 'gap versus expectations'. But even for a gap in the same direction, for example 'jobs weaker than expected', there are days when the reaction is the opposite. Let's solve that puzzle with the two knobs from Lesson 1.

A weak indicator turns both knobs at once

In Lesson 1 you learned that a stock price is earnings (EPS) times the multiple (P/E). When an economic indicator such as jobs or consumption comes in weaker than expected, these two knobs move in opposite directions.

First, the multiple knob. A signal that the economy is cooling raises the chance that the central bank will cut rates, or at least not raise them. The market calls this . As you learned in Lesson 13, the US Fed is responsible for both prices and jobs, so when jobs weaken there is a reason to lower rates. As in Lesson 14, market rates reflect these expectations right away and fall, and as seen in Lesson 17, when the discount rate drops, the same earnings can be given a higher multiple.

Next is the earnings knob. Fewer new jobs means fewer people receiving paychecks and spending. In the circular flow of Lesson 2, household spending is companies' revenue, so slower hiring eventually lowers the outlook for corporate earnings. If the economy really turns down, it moves into the recession phase seen in Lesson 5, and earnings can shrink sharply.

Stock price change ≈ (1 + multiple change) × (1 + earnings change) − 1A weak indicator raises the multiple (rates ↓) and lowers earnings (economy ↓). The contest between the two forces decides the stock's direction

An easy analogy · A car slowing down

A car speeding on the highway has slowed down. If the driver hit the brakes to match the speed limit, everyone is relieved. But if the speed is dropping because the engine has a problem, it's a completely different story. The number on the dashboard (the drop in speed) is the same, but the meaning is opposite depending on whether the cause is 'control' or 'breakdown'. Weak economic indicators are the same. The market keeps judging whether it's a sign of overheating cooling off or a sign of the economy breaking down.

In pictures: the two-knob scale

On the day a weak indicator comes out, move the sliders to see how much the multiple rises on rate-cut expectations and how much the earnings outlook falls on economic worries. The resulting stock price is the product of the two forces.

The force one weak indicator applies to the two knobs (hypothetical example)

Multiple (P/E) change · rate-cut expectations+6%
Earnings (EPS) outlook change · economic slowdown−1%
Result

The numbers are hypothetical examples to show the principle. In real markets, the earnings outlook does not change right away on the release day; investors first price in the 'risk of earnings declining ahead'.

When 'rate-cut expectations win', the multiple rises 6% and the earnings outlook falls only 1%, so the stock price rises about 4.9%. Press 'when recession fear wins' and the multiple still rises 4%, but the earnings outlook falls 10%, so the stock price drops about 6.4%. Even with the same wind of rate-cut expectations, if the earnings knob turns harder, the stock price goes down.

Quick checkA weak jobs release looks likely to raise the multiple by 3% and cut the earnings outlook by 8%. Roughly which way does the stock price go?
Down about 5%. 1.03 × 0.92 = about 0.948, so the stock price falls about 5.2%. This is a case where economic worry (earnings ↓) outweighs rate-cut expectations (multiple ↑), so 'bad news is bad news'.

STEP 2Three signals that decide the fork

In STEP 1 we saw the contest between two forces. So at the moment of release, which force does the market judge to be bigger? Let's build up, one by one, the three signals that point the direction at the fork.

Signal 1. Is the market's worry now inflation or the economy?

The first signal is the inflation level. As seen in Lessons 8 and 13, when inflation is well above the 2% target, the central bank has to raise rates or keep them high, and the market's biggest worry becomes 'interest rates'. If jobs weaken a little in such a period, a sense of relief spreads first: "now they may not need to raise rates as much". Conversely, when inflation has come down near the target and rate worries have eased, the market's focus shifts to the 'economy'. Then weak jobs are more likely to be read not as relief but as anxiety: "isn't the economy turning down?"

Signal 2. Is it cooling slowly or collapsing fast?

The second signal is the speed at which jobs are deteriorating. A gradual decline in job growth can be a natural process of overheating cooling off. But if the unemployment rate rises quickly over a few months, it can signal that a vicious cycle of layoffs begetting layoffs has begun. People who lose jobs cut spending, and when spending falls, companies cut staff again.

A well-known rule of thumb for measuring this speed is the . Created by Claudia Sahm, a former Fed economist, it says a recession has likely begun when the 3-month average of the unemployment rate rises 0.5 percentage points or more above its lowest 3-month average over the past 12 months.

Sahm rule value = latest 3-month average unemployment rate − lowest 3-month average of the past 12 monthsAt 0.5 percentage points or more it is 'triggered'. It is a rule that looks at how fast unemployment is rising, not its level
Data monthUnemployment rateSahm rule valueVerdict
October 20233.9%0.27%pNot triggered
April 20243.9%0.40%pNot triggered
July 20244.2%0.50%pTriggered
July 20254.3%0.17%pNot triggered
September 20264.2%0.00%pNot triggered

Source: US Bureau of Labor Statistics (BLS) unemployment rate, current revised values from FRED UNRATE (checked 2026-10-05), calculated by Robin Invest. The July 2024 unemployment rate was 4.3% at first release and was later revised to 4.2%.

The Sahm rule is not all-powerful either. It was triggered by the July 2024 data, but as seen in Lesson 16, the US had not been officially declared in recession as of September 2026. So it is better to read this rule not as 'recession confirmed' but as a signal of 'a moment when the market is likely to lean toward recession fear'.

Signal 3. What was the market already expecting?

The third signal is the concept from Lesson 20. If the market has already priced in several rate cuts, a weak indicator adds little to rate-cut expectations. What remains is only economic worry, so stock prices tend to fall. Conversely, if the market was worried that "rates might go even higher", one weak indicator can lift that worry and produce a big relief rally. It also matters whether the central bank has room to cut. If rates are already at the floor, the rate-cut-expectations knob itself barely turns.

In pictures: finding the fork

Pick Signal 1 and Signal 2. From the same starting point of weak jobs, you can see which path lights up.

The two paths of 'jobs weaker than expected'

Jobs release weaker than expectedRate-cut expectations ↑ · economic worry ↑, two forces arise at once

Path A · Rate-cut expectations win

Market rates and dollar ↓Worries about rate hikes ease
Multiple (P/E) ↑The discount rate falls
Stocks ↑ · growth stocks tend to be strongerBad news becomes good news

Path B · Recession fear wins

Market rates sharply ↓ · flight to safe assetsFaster, bigger cuts are priced in
Earnings (EPS) outlook ↓Worries about falling spending and investment
Stocks ↓ · cyclical stocks tend to be weakerBad news is simply bad news
Result

This is a simplification for teaching. Actual reactions vary with detailed figures such as wages and revisions, other news on the same day, and how much was priced in.

Common misconceptions

"Rate cuts are always good for stocks?"
No. A cut made in a hurry because the economy is collapsing turns the earnings knob much harder. In 2008 the Fed cut its policy rate from 4.25% at the start of the year to 0–0.25% by year-end, but the S&P 500 fell 38.5% over the year, from 1,468 to 903.
"If bad news is good news, are worse indicators better?"
No. It's good news only up to the point of 'moderate cooling'. If it's too bad, it shifts to Path B. What the market likes most is a , often called a , where inflation is tamed and the economy holds up.
"Good news is always good news?"
As seen in Lessons 19 and 20, when inflation is high, jobs that are too strong can raise rate worries and make 'good news bad news'. It is the mirror image of this lesson.

Source: Fed policy rate target FRED DFEDTAR and DFEDTARU (Dec 11, 2007 4.25% → Dec 16, 2008 0–0.25%), S&P 500 close Yahoo Finance (Dec 31, 2007 1,468.36 → Dec 31, 2008 903.25). Checked 2026-10-05.

Quick checkWith inflation down near the 2% target, a release shows the unemployment rate jumped 0.6 percentage points in three months. Which path, A or B, is it more likely to take?
Path B, the recession-fear side. Inflation worries have eased so the market's focus is on the economy, and unemployment is rising fast, close to the Sahm rule pace. Even with big rate cuts, earnings worries are larger, so stocks tend to fall.

STEP 3Five release days

Now let's go to actual release days. All five times, US jobs came in weaker than expected. Yet stocks rose three times and fell twice. Let's split them one by one with the three signals.

The same 'miss', different stock prices

The bars are the S&P 500's one-day change on the release day. Tap a row to see that day's numbers and the fork verdict.

S&P 500 one-day change on days when US jobs were weaker than expected

Tap a row.

Source: S&P 500 close and US 2-year and 10-year Treasury yields from FRED SP500, DGS2 and DGS10 (versus previous trading day, calculated by Robin Invest). Jobs actual and expected: Nov 3, 2023 WSJ (expected 170,000; Reuters tally 180,000), May 3, 2024 CNBC (Dow Jones expected 240,000), Aug 2, 2024 CNN (expected about 175,000), Aug 1, 2025 CNBC and WSJ (expected 100,000; May and June revised down by a combined 258,000), Oct 2, 2026 Trading Economics (expected 90,000) and Reuters. For Oct 2, 2026, FRED had not published the 2-year yield, so the 10-year change is shown. Checked 2026-10-05.

Release dateJobs (actual / expected)Backdrop at the timeInterest rateS&P 500
2023.11.3150,000 / 170,000Inflation in the 3% range, rates on hold at 5.25–5.50%2-year −0.15 pts+0.94%
2024.5.3175,000 / 240,000Inflation in the 3% range, wage growth also below expectations2-year −0.06 pts+1.26%
2024.8.2114,000 / about 175,000Unemployment 4.3%, Sahm rule triggered2-year −0.28 pts−1.84%
2025.8.173,000 / 100,000Prior two months revised down by 258,0002-year −0.25 pts−1.60%
2026.10.229,000 / 90,000Inflation in the 3% range, right after the Fed's September rate hike10-year −0.07 pts+0.73%

Splitting by the three signals

The three days when stocks rose have something in common. Inflation was still in the 3% range, so the market's worry was about rates, and jobs were only 'slightly' weak. On May 3, 2024, wage growth was also lower than expected, adding the interpretation that inflation pressure was easing. Oct 2, 2026 came right after the Fed raised rates again in September, and weak jobs brought the relief that "there won't be another hike in October". All are Path A.

The two days when stocks fell are different. On Aug 2, 2024, with inflation down to the high 2% range and the market's attention shifted to the economy, the unemployment rate jumped to 4.3% and the Sahm rule was triggered. On Aug 1, 2025, the large downward revisions to the prior two months were a bigger shock than the July figure itself. It revealed that "things had been cooling much earlier than thought". All are Path B.

Rates fell all five times

The point to note is rates. Market rates fell all five times, and on the days stocks fell, the 2-year yield actually fell more, by 0.25–0.28 percentage points. The greater the recession fear, the faster and bigger the cuts the market prices in. The multiple knob always turned the same way, and what changed the direction of stock prices was the earnings knob.

The day it spread to the Korean market

The US jobs report comes out on Friday night Korea time, so the Korean market reacts on the next trading day. On Aug 5, 2024, the first trading day after the Aug 2 release, KOSPI fell 8.77% from 2,676.19 to 2,441.55. Several factors overlapped that day, including a plunge in Japanese stocks, but US recession fear was one of the triggers. Markets with large export shares like Korea are especially sensitive to the Path B signal that 'the US economy is turning down'. This link is covered in more detail in Part 6, Lesson 32.

Source: Naver Finance KOSPI daily close (Aug 2, 2024 2,676.19 → Aug 5, 2024 2,441.55). Checked 2026-10-05.

For stocks, it goes like this

ForkGenerally strongerGenerally weaker
Path A · Rate-cut expectations dominateGrowth and tech stocks, rate-sensitive small caps and REITs, long-term bondsBanks (Lesson 18), which did well when rates rose, lag relatively
Path B · Recession fear dominates (consumer staples, utilities, health care), long-term bonds (semiconductors, chemicals, autos), markets with large export shares

Also remember that long-term bonds can benefit from falling rates on both paths, because of the seesaw principle in Lesson 15. Stocks, on the other hand, see winners and losers among sectors depending on the path. On release days, check the date and the forecast in the Economic Indicator Calendar, and see which sectors 'weak jobs' leads to in the cause-and-effect chain of the Macro Map.

It doesn't always split this way. On many days, stocks that rose like Path A right after the release turn to Path B later in the session, and earnings or policy news on the same day can overshadow the reaction. Use the three signals as a compass that shows which way things are likely to lean.

Quick checkOn a day when jobs came in weaker than expected, the 2-year yield plunged nearly 0.3 percentage points and stocks fell nearly 2%. Which path did the market judge it to be?
Path B, recession fear. A big drop in rates means faster, bigger cuts were priced in, yet stocks still fell, so the earnings knob (economic worry) turned harder than the multiple knob. Aug 2, 2024 was such a day.

✓What we learned today

  • A weak economic indicator moves the multiple knob (rate-cut expectations → P/E ↑) and the earnings knob (economic slowdown → EPS ↓) at the same time. The direction of the stock price is decided by the bigger of the two forces.
  • In periods when the market worries about rates because inflation is still high, a weak indicator tends to bring relief; in periods when it worries about the economy after inflation is tamed, it tends to be read as recession fear.
  • What matters is whether jobs are 'cooling slowly' or 'collapsing fast'. The Sahm rule, triggered when the 3-month average unemployment rate rises 0.5 percentage points or more above its 1-year low, was triggered on the July 2024 data.
  • On all five actual release days, rates fell but stocks split. The greater the recession fear that day, the more the 2-year yield dropped.
  • Rate cuts are not always good news. In 2008 the Fed cut rates from 4.25% to 0–0.25%, but the S&P 500 fell 38.5%.
Continues in the next lesson · Lesson 22Consumption and business investment: the economy's engines

After jobs, the numbers that show the economy's engines are 'consumption' and 'business investment'. In the next lesson, we read consumption, which makes up about two-thirds of US GDP, and capital expenditure, which swings far more.

Quiz5-question quiz

Pick an answer and it's graded right away with an explanation.

Q1. What is the most fitting reason that a weaker-than-expected jobs indicator can lift stock prices?

Q2. In which situation is the same weak jobs data more likely to be read as 'recession fear'?

Q3. Which statement about the Sahm rule is correct?

Q4. If the multiple rises 5% and the earnings outlook falls 10%, roughly what happens to the stock price?

Q5. In 2008 the Fed cut its policy rate from 4.25% to 0–0.25%. What did the S&P 500 do that year?

NextTerms · Next lesson · Related tools

Sahm ruleSahm rule

A rule of thumb that says a recession has likely begun when the 3-month average of the unemployment rate rises 0.5 percentage points or more above its lowest 3-month average over the past 12 months. It was created by Claudia Sahm, a former Fed economist. It was triggered by the July 2024 US data, but no official recession was declared afterward.

Soft landingSoft landing

A situation in which growth slows gently without a recession while the central bank raises rates to bring down inflation. If it leads to a recession instead, it is called a hard landing.

Goldilocks economyGoldilocks economy

A fairy-tale metaphor for an economy that is neither too hot nor too cold: stable inflation and moderate growth. It is the combination the stock market likes most.

Rate-cut expectationsRate-cut expectations

The degree to which the market expects the central bank to cut rates ahead. It grows when a weak economic indicator comes out, and shows up first in market rates such as the 2-year yield.

RecessionRecession

A state in which economic activity such as output, income and jobs visibly shrinks for a considerable period. It is often described as 'two consecutive quarters of falling real GDP', but the official declaration takes multiple indicators into account.

Unemployment rateUnemployment rate

The share of people who are willing and able to work (the labor force) but cannot find a job. It rises when the economy worsens.

Nonfarm payrollsNonfarm payrolls

The number of paid jobs excluding agriculture, counted in the establishment survey of the US jobs report. A news line such as 'jobs rose by X thousand' is the month-over-month change in this number.

US 2-year Treasury yield2-year Treasury yield

The interest rate when the US government borrows for two years. It moves most sensitively to expectations for the Fed's policy rate over the next one to two years.

P/EPrice-Earnings Ratio

Share price ÷ EPS. A multiple showing how many times one year's earnings the market pays for a share. It varies greatly with interest rates and investor sentiment.

EPSEarnings Per Share

Net income ÷ number of shares outstanding. The profit one share earned in a year.

Defensive stockDefensive stock

An industry or stock whose earnings stay relatively steady even when the economy worsens. Food and beverages, telecommunications, electricity and gas, and pharmaceuticals are typical examples.

Cyclical stockCyclical stock

An industry or stock whose earnings swing widely with the business cycle. Semiconductors, chemicals, steel, autos and shipbuilding are typical examples.

This is educational material and not investment solicitation. There is no guarantee that past relationships will repeat in the future.