A sentence from 1997 has stayed with me for nearly thirty years. A company I was working for had just posted full-year revenue growth of somewhere between 40% and 50%, off a prior year of 80%. The share price corrected sharply on the day. One headline from a global financial outlet explained it like this: “The market was disappointed that the company failed to again exceed expectations.”

Read it twice. Not “failed to meet expectations.” Failed to exceed them.

The company had been signalling low-double-digit growth for months, though never in explicit numerical terms. The actual result came in roughly twice the signal. And somehow the narrative was disappointment.

The sentence was absurd on its face. It was also the most honest line in the coverage, because it gave away what the market had actually expected: something nobody had written down.

The game

The quieter feedback I received at the time, from people closer to the market than I was, was that I “wasn’t playing the game.”

The game, if I’m being generous about how it was described, involved feeding more accurate or outright actual numbers into the market ahead of the print. Selectively. To the right people.

Putting aside whether any of that was ever my call to make, the phrase has stayed with me longer than the criticism did. Not because of what it accused me of. Because of what it took for granted. If insiders could casually describe selective pre-release as “the game,” and the press could casually describe “failure to exceed” as a rational market response, then there was an understood set of rules being played at, by people who assumed everyone at the table already knew them.

Fair enough. But it raises a question nobody was asking.

If you are not one of the parties in on the game — not a buy-side investor with a position to protect, not a sell-side analyst whose ranking depends on calling the print — why would you choose to play?

The company is the one party at the table that cannot win.

The buy side can be long or short; the sell side can upgrade or downgrade. The press has no position in anything and no risk in being wrong. The company announces a number and then stands back while everyone else decides whether it was a victory or a betrayal. And the benchmark that actually moves the stock is one nobody has written down.

Three expectations, not one

When people say “market expectations,” they usually mean three different things at once.

There is management guidance: what the company itself has said, quantitative or directional. In many Asian markets, still the thinnest layer. Explicit numerical guidance is the exception here, not the norm; companies that rely on directional language effectively invite the market to invent the number and then blame them for not hitting it.

There is published consensus, the average sell-side estimate you can pull off a Bloomberg screen. This is what the press prints. It drifts upward as a stock performs, because analysts operate inside their own incentive ecosystem. If a company routinely beats, published consensus routes itself slightly above what the company has signalled, almost as a reflex.

And there is the shadow consensus — sometimes called the whisper number, though that term undersells it. The buy side actually sits here. It lives in private models, in the mid-morning chat, in the fact that a momentum fund has already priced a 60% growth scenario and is now looking for either confirmation or an exit. This is the number that moves the stock. It is also the number almost no IR team tracks systematically.

When a company “beats consensus” but sells off anyway, the shadow was higher than the print. When it “misses” but rallies, the shadow was lower. The published number is a lagging indicator of what the market already believed.

NIRI’s disclosure standards acknowledge as much, if implicitly. They observe that analysts and investors “usually expect issuers to pre-release when results fall short of analyst expectations, even if the issuer does not provide earnings guidance.” The baseline exists whether you set it or not. That is the game, institutionally described.

After the fact

Thirty years on, the question that interests me is how to decline to participate on the terms being offered, without pretending the game isn’t happening.

A few things help. Explicit quantitative guidance, given as a range and revised carefully. Ranges don’t eliminate the shadow, but they give you a reference point to push back from; directional language cedes that ground before the quarter begins. Active monitoring of the gap: ongoing buy-side perception work, a running sense of the difference between what analysts publish and what investors are privately modelling. The IR Society’s best-practice guidance frames this almost identically: the IRO “should monitor how analyst expectations and forecasts compare to company guidance and address any dislocations as required.” Publishing company-compiled consensus on the corporate website is treated there as standard practice, still rare in most Asian markets.

None of this is glamorous. Most of it happens in the weeks leading up to the print and the weeks after, not in the two hours on the day itself. This is the unglamorous middle of earnings cycle management.

The smaller point

“Failed to exceed expectations” described something real in 1997, and describes something real now. The market treats meeting guidance as a kind of soft failure, because the benchmark that actually matters sits somewhere above guidance. Nobody, including the company, wrote it down.

You can try to win on those terms. That mostly means engineering your expectations infrastructure so the gap between what you signalled and what the market privately priced stays small enough not to punish you. It is hard, unglamorous, never-ending work.

Or you can decline. The company is the one party in the room with no position of its own and no story to file on the outcome. It does not actually owe the game its participation. Thirty years on, the part of the earnings cycle I think matters most is making that choice, and then not drifting from it as the next quarter approaches.


Further reading: NIRI, Standards of Practice for Investor Relations — Disclosure, Seventh Edition, Ch. 7 (“Earnings and Guidance Disclosure”); Investor Relations Society, Best Practice Guidelines, Section 4 (“Sell-Side Management”), 2023.

Frequently asked questions

What is a whisper number?

The unpublished earnings estimate the buy side actually sits at — usually higher than published sell-side consensus when a stock has been performing well, and lower when it has been struggling. It lives in private models, in the mid-morning chat, and in positioning. It is also the number that typically moves the stock on the day of the print, because it is the benchmark the market has privately agreed to price against.

What is shadow consensus, and how is it different from published consensus?

Published consensus is the average sell-side estimate visible on a Bloomberg screen — what the press prints and what companies are asked to beat. Shadow consensus is the same concept framed from the IR side: the number buy-side investors are actually modelling privately, which can sit materially above or below the published figure depending on recent performance, positioning, and sentiment. Almost no IR team tracks shadow consensus systematically, yet it is the number most responsible for the share price reaction on results day.

Why do stocks sometimes fall on an earnings beat?

Because the benchmark that priced the stock going into the print was shadow consensus, not the published figure. A result that “beats” the published number can still be a miss against the number the market privately believed, at which point positioning unwinds and the stock corrects. When a company beats published consensus but sells off anyway, the shadow was higher than the print; when it misses but rallies, the shadow was lower.

Advising listed companies representing over $50 billion in aggregate market capitalisation.

The expectations infrastructure you’ll go into next quarter’s print with is largely decided in the weeks leading up to it — not on the day.

If your results cycle produces a gap between what you signalled and what the market priced, that’s an expectations infrastructure problem — and the kind of gap we’re built to close.

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Jonathan Zax Founder & President Director, IR Advantage IRC·ICIR·Wharton MBA·Harvard BA 30 years in investor relations
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