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How to read an economic release against expectations

Every line on a news calendar carries three numbers, and only one of them decides whether a currency moves. Here is what each number is, why the forecast matters more than the figure itself, and what to check before you believe the first move on the chart.

By Mike, last updated 21 September 20267 minute read

The three numbers on every line

A calendar entry shows the actual, the figure just published; the forecast, the average of what economists expected; and the previous, last period's figure. Markets have already traded on the forecast for days. What is new at the moment of release is the distance between the actual and that forecast, which is why traders call it the surprise.

So inflation at 2.4% is neither good nor bad on its own. Against a forecast of 2.1% it is a hot number that makes a rate cut less likely. Against a forecast of 2.7% the same figure says the opposite. Always read the pair, never the single number.

The forecast is a crowd, not a fact

The consensus is an average of estimates collected before the release, and different calendars collect from different economists, so the numbers can differ slightly between sites. Just before a big release the market often leans one way beyond the published consensus, on a rumour or on a related figure earlier in the week. That is the whisper, and it explains an odd reaction: the figure beat the printed forecast but missed what traders had quietly started to expect.

You cannot see the whisper on a calendar. You can see its footprint: if a currency ran up for two days into the release, part of the good news was already in the price before the number arrived.

Revisions change the story

Most statistics offices revise earlier figures when better data comes in, and the revision is published alongside the new one. A jobs report that beats by twenty thousand while last month is revised down by fifty thousand is a weaker report than the headline suggests, and the market reads the sum, not the headline.

This is the most common reason a strong number is followed by a falling currency. Before you conclude the market is wrong, look for the revision.

Look one layer inside the report

The headline is a summary of something larger, and central banks tend to watch the layer below it.

  • Inflation: the core figure, which leaves out food and energy, and the services part, which moves slowly and says most about where inflation settles.
  • Jobs: not only how many jobs were added, but wage growth, the participation rate and whether the gain came from one sector.
  • Growth: whether it came from consumers, from business investment or from stock building, which flatters one quarter and drags on the next.
  • Business surveys: the new orders and prices parts, which lead the headline index.

Does the bank care about this number right now?

The same release can be decisive one month and ignored the next. What decides it is what the central bank has said it is watching. When a bank keeps repeating that inflation is too sticky, the inflation figure moves the currency most. When it says the labour market is cooling faster than expected, the jobs report takes over. Read the last statement first, then the calendar.

The markets page lists the eight major currencies with the bank behind each one and what it is aiming at, and what a central bank steers on goes through the statement, the vote and the projections.

Timing is not accuracy: the first minute

The first seconds after a release are dominated by speed, not judgement. Spreads widen, the price can spike both ways, and the level you see may not be a level you could trade. The move that means something is the one that is still there once the detail has been read, usually well after the first minute.

If you hold positions through releases, that widening is a risk in itself: a stop can be filled at a price that never appears on your chart. On a funded account it also runs into the firm's own rules, which trading around the news with prop-firm rules goes through.

A pair has two sides

A release only tells you about one currency. A hot inflation print in the euro area says the euro should be better bid, but whether EUR/USD rises depends just as much on what the dollar is doing that week. This is why a macro view works best as a comparison: the strongest story against the weakest one, rather than one good number against the whole market.

A short checklist

  • What was expected, and how far off was it?
  • Was anything revised, and in which direction?
  • What does the layer below the headline say?
  • Is this the figure the central bank is watching at the moment?
  • How much of the move had already happened before the release?
  • Is the move still there after the first minutes?

How MacroSetup uses releases

Every score has a fundamentals pillar, and a release enters it as a surprise against expectations, weighted by what the bank behind that currency is focused on now. High-impact releases are flagged a day ahead on the currency and on every setup that includes it, so a setup can carry a warning rather than a silent risk. The methodology explains the weights, and the features page shows where the flags appear.

Common questions

What does actual, forecast and previous mean on a news calendar?
Actual is the figure just published, forecast is what economists expected on average, and previous is last period's figure, which may itself have been revised. The gap between actual and forecast is what markets react to.
Why did the currency not move on a strong number?
Usually because the detail inside the report was weaker than the headline, because an earlier month was revised down, or because the figure was not the one the central bank is currently watching.
How big does a surprise have to be to matter?
Big enough to change the expected path of interest rates. A tenth of a percentage point on inflation can matter when a bank is close to a decision, and the same miss can be ignored when it is not.

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General market research for educational purposes. Not investment advice, and not a recommendation to buy or sell anything. See the risk disclosure.

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