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Part 4 · Jobs and the economy · Lesson 20

The market reacts to the gap from 'expectations'

Good numbers can turn into bad news, and bad numbers into good news. Learn why the market reacts not to the 'number' but to the 'gap from expectations'.

13 min readLesson 20 / 43As of: releases from November 2022 to October 2026 · checked 2026-10-05✓ Read

QToday's question

They say inflation came in at 3.0%. That's higher than the 2% target, so why is the headline 'Stocks cheer as inflation cools'?

Even the same 3.0% is a welcome number if the market expected 3.2%, and a disappointing one if it expected 2.8%. In this lesson we start with what 'expectations' are and who creates them, and build up to the order in which to read a number on release day.

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

In Lesson 8 How to read CPI you got a quick taste of 'the gap from forecast matters more than the number', and in Lesson 19 Jobs data you saw a day when strong employment actually pushed stock prices down. 'The market prices in the future ahead of time' from Lesson 14 Policy rate and market rates is the root of this lesson.

  1. STEP 1 · Basic conceptsConsensus and surprise

    You will know what is, and be able to state the direction and size of a by comparing it with the actual number.

  2. STEP 2 · Understanding the principleWhy only the gap matters

    You will be able to explain that, because expectations are already in the price, that is, , only new information moves the price.

  3. STEP 3 · Real-world applicationFive real release-day scenes

    You will be able to guess the reaction of interest rates and stock prices from the gap between expectation and actual in real cases, and apply the same principle to company earnings releases.

Building knowledgeConcepts built so far: 86 · 3 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 participation rateAverage hourly earningsData revisionSurprise (actual − forecast)NEWEarnings surprise and shockNEWOrder for reading release dayNEW

STEP 1Consensus and surprise

In Lesson 19 we saw a day when jobs grew by nearly three times the forecast and yet the stock market fell. Who decides that 'forecast', and how? Let's start there.

The forecast is a collection of experts' numbers

Before major indicators such as CPI or the jobs report come out, financial information firms like Bloomberg, Reuters and Dow Jones ask economists at banks, brokerages and research institutes, "What do you expect this month's number to be?" When the dozens of answers are gathered and the middle value (median) or average is taken, that is the , the market forecast. The box labeled 'forecast' in an economic calendar is exactly this number.

Consensus is not a number meant to be right; it is a number that shows 'what the market currently believes'. Investors have already bought and sold stocks and bonds based on this forecast. So what the market checks at the moment of release is not "is the number high or low?" but "how different is it from what we believed?"

Surprise = actual release − consensus (forecast)If positive, 'above forecast'; if negative, 'below forecast'. The market reacts to the direction and size of this gap

An easy analogy · A report card and parents' expectations

A kid who usually gets 95 brings home a 90. The score is high, but the parents' reaction will be "What happened?" On the other hand, a kid who usually gets 60 and brings home a 75 gets praised. It's the 'gap from expectations', not the score itself, that determines the reaction. The market is exactly the same. Expectations are already in the price, so it only moves by the amount it departs from them.

Is 'above forecast' good or bad?

Here is something easy to mix up. 'Above forecast' only means the number is bigger than forecast, not that it is good. Inflation above forecast is bad news (worry about rate hikes), and jobs above forecast are good for the economy but raise rate worries when inflation is high. So for each indicator you have to think separately about 'which direction of surprise is a burden for the market'.

MetricIf above forecastIf below forecast
CPI (inflation)Rate-hike worries ↑, burden on growth stocksRate pressure ↓, favorable for growth stocks and long-term bonds
Job gainsSolid economy, but when inflation is high, rate worries ↑Rate-cut expectations ↑, but if too weak, recession worries
Company earnings (profit), favorable for the stock priceEarnings shock; a burden on the stock price even if profit grew
Quick checkThe CPI forecast was 3.4% and the actual came in at 3.6%. What is the surprise, and how does the market generally take it?
+0.2 percentage points, above forecast. 3.6 − 3.4 = +0.2 percentage points. Inflation is hotter than forecast, so worries about rate hikes (or delayed cuts) grow, and market interest rates tend to rise while growth stocks come under pressure.

STEP 2Why only the gap matters

In STEP 1 we calculated the surprise. Now let's build up 'why' the market reacts only to the gap rather than the number itself, and why the reaction differs even for the same gap.

Prices already contain 'expectations'

Market participants buy and sell ahead of a release based on their expectations. This is called . If the number comes out as expected, nothing new has been learned, so there is no reason for the price to move much. Only the 'part nobody knew' moves the price.

The principle of Lesson 14 applies directly

In Lesson 14 you learned that market interest rates price in the future policy rate ahead of time. For example, if the expectation that CPI will be in the 4% range is widespread, the 2-year Treasury yield already contains the expectation that 'the Fed will raise rates further'. If the actual number matches the forecast, that is merely confirmation that the expectation was right. If it is higher than forecast, the expectation must be revised to 'they'll raise more', and if lower, to 'they'll raise less', and rates and stock prices move by the size of that revision. In the words of Lesson 1, a surprise is an event that instantly resets the multiple knob.

How different must it be to count as a 'surprise'?

The size of the gap that matters differs by indicator. For US CPI, forecasts cluster very tightly, so a gap of just 0.1–0.2 percentage points can shake the market for a whole day. Job gains, by contrast, are inherently hard to predict and expert forecasts are widely scattered, so a difference of tens of thousands is common and it takes a miss of over 100,000 to count as a big surprise. How widely the forecasts are scattered, that is, 'how unsure even the experts were', decides the weight of a surprise.

Distribution of CPI forecasts from 30 experts (hypothetical example)

Each dot is one expert's forecast. The middle value (3.2%) is the consensus. The further the actual number lands outside the dots, the bigger the surprise, one that 'most experts got wrong'. This is a hypothetical distribution to aid understanding.

The details and 'today's worry' change the reaction

It's easy to be wrong if you judge the reaction from one headline alone. With CPI, even if the headline is lower than forecast, the market can be disappointed if core inflation is higher than forecast. With jobs, even if the number of jobs added beat forecast, the reaction can go the other way if the previous two months were revised sharply down or wages rose less than forecast. And as you saw in Lesson 19, the same direction of surprise is read differently depending on whether the market is worried about inflation or about the economy.

See it in a chart: the surprise gauge

Pick an indicator and move the forecast and actual. For jobs, also change 'what the market is worried about now'. You can see the reaction change even though the number is the same.

Forecast vs. actual surprise gauge

Result
Market interest rates-
Dollar-
Stock prices (especially growth stocks)-

This is a simplification for teaching. Actual reactions depend on the details, other news the same day, and how much the market had already braced itself.

The first screen is today's question. The actual 3.0% is higher than the 2% target but 0.2 percentage points below the 3.2% forecast, so the gauge points to 'below forecast' and market rates tend to fall. Now pick jobs, raise the actual number well above the forecast, and switch 'current worry' back and forth between inflation and the economy.

Common misconceptions

"Good economic news = good for stock prices?"
No. Good news that was already expected is in the price, and news that is 'too' good versus forecast can raise rate worries.
"If it comes out exactly as expected, it means nothing?"
There is no big move, but as uncertainty clears the market often calms down. 'Confirmation' is information too.
Quick checkThe US CPI headline came in exactly as forecast. But core inflation was 0.2 percentage points higher than forecast. Which is the market more likely to react to?
Core inflation coming in above forecast. The headline was as expected, so there is no new information, and core, which the central bank cares about more, was hotter than forecast. The newly learned 'surprising part' decides the reaction.

STEP 3Five real release-day scenes

Now that you know the principle, let's go to real release days. In all five scenes it was not the 'number' but the 'gap from expectations' that moved the market.

From forecast to actual: the direction of the arrow

The gray dot on each line is the forecast and the tip of the arrow is the actual release. Tap a line to see how the market reacted that day.

Forecast vs. actual for key US indicators

Tap a row.

Each line has a different scale (CPI in %, jobs in tens of thousands). Sources: Nov 10, 2022 CPI forecast 7.9%, actual 7.7% (IMF Global Markets Monitor, Bloomberg consensus), S&P 500 +5.5% (WSJ). Feb 3, 2023 jobs forecast 187,000, actual 517,000 (CNBC, Dow Jones forecast), 2-year yield +0.21 percentage points (MarketWatch). Aug 2, 2024 jobs forecast about 175,000, actual 114,000, unemployment rate 4.3% (CNN), S&P 500 −1.8% and Nasdaq −2.4% (NYT). Jun 5, 2026 jobs actual 172,000, 'nearly double' the forecast as reported, 2-year yield 4.16% (Investopedia). Oct 2, 2026 jobs forecast 90,000, actual 29,000, 10-year yield −0.07 percentage points (Trading Economics). Forecasts differ slightly depending on the compiler.

November 10, 2022 is the day that best shows the power of a surprise. US October CPI was 7.7%, still nearly four times the 2% target. But just because it was 0.2 percentage points lower than the 7.9% forecast, 2-year and 10-year yields fell about 0.15 percentage points early in the session, and the S&P 500 rose 5.5% in one day, its biggest one-day gain in about two years. A number that was 'high but less high than forecast' created the expectation that the pace of rate hikes would slow.

The jobs cases reconfirm the lesson of Lesson 19. In February 2023 and June 2026, when inflation was high, stronger-than-forecast jobs pushed up rates and weighed on stock prices, while in August 2024, when inflation had come down, weaker-than-forecast jobs stirred recession worries. On October 2, 2026, September jobs came in at just 29,000, far short of the 90,000 forecast, and the rate-hike expectations for October that had been building faded, pushing the 10-year yield down about 0.07 percentage points on the day.

Company earnings work on the same principle

This principle is not limited to economic indicators. When a company reports earnings, there is also a consensus gathered from brokerage analysts' forecasts, which in Korea is compiled by information firms such as FnGuide. When operating profit far exceeds consensus it is called an , and when it falls far short it is called an earnings shock. Even if profit grew 50% from last year, if the market expected an 80% increase it becomes an earnings shock and the stock price can fall. In the end, the earnings knob from Lesson 1 also moves 'relative to expectations'.

The order for reading release-day numbers

  1. Write down the forecast before the release. Check the date and the forecast in the economic indicator calendar.
  2. Look at the direction and size of the headline surprise. Its weight differs: 0.1 percentage points for CPI, tens of thousands for jobs.
  3. Look at the details. Check whether core inflation, revisions to the previous month and wages point the same way as the headline.
  4. Match it against what the market is worried about now. The same number is read differently when inflation is the worry and when the economy is the worry.

For stocks, it goes like this

Most surprises first move interest rates and the dollar, and then spread to stock prices through the multiple knob of Lesson 1. Growth stocks and long-term bonds, which rely on far-future earnings, are the most sensitive, and sectors such as banks, whose profits can rise when rates rise, sometimes move the opposite way. To see which sectors each indicator affects, tap events such as 'CPI above forecast' or 'jobs surprise' in the causal chain of the Macro Map.

For Korean investors, most US indicators come out at night Korean time. So the Korean stock market moves the next morning on the result of the US market having already absorbed the surprise. Making it a habit to first check "what differed from expectations last night" in the morning is the shortcut to understanding that day's market.

It doesn't always move that way. On many days the first reaction right after the release reverses within hours, because the market changes its interpretation after reading all the details. Please read a surprise as a clue to the 'first direction'.

Quick checkA company's operating profit rose 40% from last year. The analyst consensus was a 70% increase. What is the stock price likely to do on earnings day?
It is more likely to fall. Profit grew a lot but missed expectations, an earnings shock. Because the expectation of a 70% increase was already in the price, the stock price tends to drop by the amount of the miss.

✓What we learned today

  • Consensus is the median of expert forecasts. Most of this expectation is already in market prices.
  • What moves the market is actual − forecast, the surprise. If the number matches the forecast, the reaction is small no matter how big or small the number is.
  • Even for the same surprise, the reaction differs depending on the details (core inflation, revisions, wages) and on what the market is worried about now (inflation or the economy).
  • On November 10, 2022, US CPI came in at 7.7%, below the 7.9% forecast, and the S&P 500 rose 5.5% in one day. The number was high, but it was lower than forecast.
  • Company earnings work on the same principle. Even if profit grows, falling short of consensus is called an earnings shock, and beating it is called an earnings surprise.
Continues in the next lesson · Lesson 21When bad news becomes good news

So is 'jobs worse than forecast' always bad news? The next lesson separates the days when bad news is good news because it raises rate-cut expectations from the days it is bad news because of recession fear.

Quiz5-question quiz

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

Q1. What is the 'consensus' of an economic indicator?

Q2. The CPI forecast was 3.2% and the actual release was 3.0%. What is the most likely market reaction?

Q3. Which is the correct meaning of 'priced in'?

Q4. On November 10, 2022, US CPI was a very high 7.7%, yet the S&P 500 rose 5.5%. What is the most fitting reason?

Q5. A company's operating profit grew 30% while the consensus was a 10% increase. What is this result called?

NextTerms · Next lesson · Related tools

ConsensusConsensus

The average forecast of market experts for an economic indicator or company earnings. The gap between the actual release and this figure moves the market.

SurpriseSurprise

The difference between the actual announced figure and the market's expectation (the consensus). The market reacts to the direction and size of this gap rather than to the number itself.

Priced inPriced in

A state in which something expected to happen is already reflected in prices such as stock prices or interest rates. If things happen as expected, prices do not move much.

Earnings surpriseEarnings surprise

When company earnings come in well above the analyst forecast (consensus). When they come in well below, it is called an earnings shock.

CPIConsumer Price Index

The main price indicator showing changes in the prices of goods and services households buy. It is usually released as the rate of increase versus the same month a year earlier.

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.

10-year Treasury yield10-year Treasury yield

The interest rate when a government borrows for a 10-year term. The US 10-year yield is used as a benchmark rate for asset prices worldwide.

FedFed, US Federal Reserve System

The central bank of the United States. It sets the policy rate with the goals of price stability and maximum employment.

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.

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