What expectation a company is really competing against

Beating analyst estimates isn't an achievement: around 78% of S&P 500 companies do it every quarter, according to FactSet. If almost everyone beats, beating stops being a surprise — and without surprise there's no reason for the price to rise.

How the analyst consensus forms

The consensus is the average of the individual estimates from every analyst covering a company. It's a public number, quoted by every outlet and calendar, and it's built through a process considerably more mechanical than its authority suggests.

The process, step by step

Each analyst at a bank or asset manager maintains their own model of the company: a spreadsheet with dozens of variables on sales by product, margins, costs, and exchange rates. From that comes their individual estimate of earnings per share and revenue for the quarter.

That estimate goes to a data provider, which averages it with those of every other analyst covering the same company. The result is the published consensus.

Two consequences worth keeping in mind.

It's an average, so possibly nobody estimated that number. If estimates run from $1.80 to $2.10, the $1.95 consensus is a point perhaps no analyst actually defends.

Not every company has the same coverage. A large company might have thirty analysts following it; a small one, two or three. A consensus built from three estimates is far more fragile, and a single revision can move it noticeably.

The detail almost nobody mentions: the bar moves before the event

Analysts revise their estimates during the quarter, and there's a documented pattern: estimates commonly drift down in the weeks before a release.

That happens partly because new information arrives, and partly through a less innocent mechanism: it suits a company for the bar it's measured against to sit at a reachable height, and communications with analysts during the quarter influence where it ends up.

The practical result: by the time the day arrives, consensus usually sits at a comfortable level to clear. Which connects directly to the next section.

Beating is the norm, not the exception

This is the figure that reframes the whole chapter, and it comes from FactSet, the data provider publishing the reference tracker for every season.

Period	S&P 500 companies beating estimates
10-year average	76%
5-year average	78%
Q1 2026 (closed)	84%
Q2 2026 (27% reported, as of July 24)	86%

Season figures update every quarter, and this session gets reviewed with them.

Three in four companies beat, quarter after quarter, for a decade. Beating isn't an exceptional accomplishment: it's the expected outcome.

And the magnitude is modest most of the time too: the average aggregate surprise runs around 7.0% over five years and 7.4% over ten, per the same data. Meaning companies almost always beat, and beat by a little.

Why this changes how to read a headline

If a headline says "Company X beats estimates," it's telling you what three in four companies do. It's information with almost no context.

The questions that do inform are different: by how much compared to normal? Did it beat on revenue or only on earnings? What did it say about what's coming? None of the three fits in the headline.

Revenue and earnings don't carry equal weight

A practical distinction that gets skipped. Beating on earnings per share is easier to achieve with levers that aren't business growth: share buybacks — which the chapter on reading a company covers — one-off cost control, or a favourable accounting adjustment.

Beating on revenue is harder to manufacture: either you sold more or you didn't. That's why earnings that beat with revenue that misses tends to be received worse than the reverse, even though the headline says "beats estimates" in both cases.

And there are two different earnings figures, not one

This is the detail that decides which number the company is actually being measured against, and almost no headline clarifies it.

GAAP earnings — from the United States' Generally Accepted Accounting Principles — come from applying official accounting rules, with nothing removed. It includes everything: redundancy costs, asset write-downs, a fine, the sale of a division.

Adjusted earnings is what the company publishes after excluding items it considers non-recurring. The logic is reasonable — a one-off fine says nothing about the business's future capacity — and the problem is who decides what counts as "non-recurring": the company itself.

Analyst consensus is almost always calculated on the adjusted figure. So when you read "beats estimates," what's usually being compared is adjusted earnings against an adjusted-earnings estimate.

Why this matters, with a real case

In the second quarter of 2026, FactSet reported S&P 500 companies posting aggregate earnings 39.3% above estimates, far from the historical average of around 7%.

That number didn't describe an exceptional season in the way it appears. FactSet noted that the main contributor to the figure was the surprise from a single company, Alphabet, whose GAAP earnings for the quarter included a $98 billion gain.

An item like that says nothing about how the ordinary business is doing. It distorts the entire index aggregate, and anyone reading "companies are beating by 39%" without that context takes away a completely wrong impression of the quarter.

The practical check: when a company touts earnings far above expectations, look at whether the gap between GAAP and adjusted is large. If it is, the next question is what got excluded and why.

What the whisper number is and why it matters more

The whisper number is the real expectation circulating informally among fund managers and trading desks, which doesn't necessarily match the published consensus. It's that number, not the official one, the company is really competing against.

Why it exists

An analyst doesn't publish a formal revision every time they tweak their internal model slightly. They publish periodically, when there's sufficient reason.

That means in the days before an event, what an analyst actually believes will happen can have moved considerably from the last official figure they published. That updated belief circulates in conversations, informal notes, and desk commentary, and ends up embedded in the price.

The consequence

A company can clear the published consensus and still disappoint, because the real bar — the one embedded in the price — was higher.

And here's the uncomfortable part for individual investors: anyone can look up the published consensus; the whisper number appears nowhere. It's a genuine information asymmetry, not a conspiracy theory, and it explains many of the reactions that look absurd from outside.

What you can do, and it's the subject of what the options market is saying before the announcement, is look at where the price is positioned: the options market leaves measurable traces of what people on the inside actually expected.

Why a company beats estimates and still falls

Because the price doesn't react to the fact of beating: it reacts to the gap between what happened and what was already embedded in the price. And what was embedded includes the consensus, the whisper number, and everything the stock rose in the preceding weeks anticipating it.

The four scenarios, and which hurts most

An event has two parts: the quarter reported and the guidance about what's coming. Combining them gives four scenarios, and they aren't received equally.

Quarter	Guidance	How it's usually received
Beat	Raised	The best case. Confirms the present and improves the future
Beat	Maintained	Depends entirely on by how much it beat and what was already priced in
Beat	Cut	The worst received of the four, despite the beat
Miss	Cut	Bad, but frequently already partly anticipated

Notice the third row, which breaks intuition. A company that beats and cuts guidance is sending two contradictory messages: the past was better than feared and the future will be worse than expected. The market weights the second more heavily, because price trades on expectations rather than history.

The special case: "sell the news"

There's a variant where nothing has to disappoint at all for the price to fall.

If a stock rises in the preceding weeks because a good result is expected, much of that good news is already in the price before anything is published. When the result arrives and confirms exactly what was expected, there's no fresh surprise left to push the price higher. And whoever bought anticipating the news starts selling to lock in the gain.

It isn't the same as beating and falling, even though the outcome looks alike. In "beat and fall," the result came in below a higher informal bar. In "sell the news," the result was exactly as expected, and that had stopped being a reason to keep buying.

Both are versions of the same underlying mechanism: the price competes against what was already inside, not against the previous quarter.

Why guidance outweighs the quarter just reported

Because the reported quarter already happened and a share is worth what the company earns from here on. Guidance is the only part of the event that speaks about the future, which is why it moves the price more than the figures accompanying it.

What it is exactly

It's the company's own forecast for its coming quarters or full year: usually a range for revenue and earnings. It appears in the earnings release or gets detailed on the call.

It isn't mandatory. Some companies give none, by policy or because their business is too unpredictable. That absence is information too, and withdrawing guidance that used to be given usually reads as a signal management lacks visibility.

Why the market weights it so heavily

Because of what the chapter on reading a company covers: a stock's price reflects expectations about future earnings, not ones already banked.

A reported quarter tells you whether the expectations from three months ago were right. Guidance tells you whether expectations for the next twelve months need revising. Only one of the two changes what you hold is worth.

Beyond that, guidance comes from whoever has the most information: management sees the order book, the signed contracts, and cost trends before anyone outside. When they cut their own forecast, they're saying something only they could know.

And why the tone it's delivered in counts too

In why earnings move the price so much we saw that management's tone on the call measurably predicts future results. Guidance and tone either reinforce or contradict each other, and that combination is among the most informative parts of the whole event.

Guidance maintained but explained uncomfortably isn't the same as guidance maintained with confidence. A headline can't capture that difference, and an hour-long call can.

And that's where the gap remains. Reading the release, cross-checking it against consensus, listening to the full call, and drawing a coherent reading from all of it takes two to three hours per company. Doing it for one company one quarter is perfectly possible; doing it across your whole portfolio, four times a year, on Spanish night-time hours, is where the plan breaks.

That's exactly what Volatly does in the background: it gathers each event's context — what's expected, how that asset has behaved before, what's at stake — and leaves it written in plain language before the event happens, so the reading doesn't depend on having the night free.

What to remember

• Between 76% and 78% of S&P 500 companies beat estimates every quarter per FactSet: beating is the expected outcome, not an achievement.
• The real bar isn't the published consensus but the informal whisper number that is embedded in the price.
• Beating the quarter and cutting guidance is the worst received of the four possible scenarios.
• The price competes against what was already inside, not against the previous quarter.

Related: how to read an income statement · why earnings move the price so much · what the options market is saying before the announcement