Quant500 Academy

3. The trigger: which news actually revises an expectation

Level 4: What really moves the price

Hundreds of news items about listed companies come out every day. The vast majority change nothing about value, and a tiny minority change everything. This module is a filter: how to tell a trigger, meaning a piece of news capable of revising the expectation built into the price, from noise, meaning a piece of news capable of revising only the headline.

The three-question test

Faced with any piece of news, three questions in order settle 90% of cases:

Notice that none of the three asks about the size of the headline. Size is the worst possible guide: the biggest moves in value tend to come from news you can read in two lines.

Real triggers

Four families, with the logic of why they bite:

Expensive noise

And now the news that fills front pages and almost never revises a well-built expectation:

The symmetrical error: confusing volume of coverage with relevance

There is a cruel asymmetry here. Genuine triggers tend to arrive in boring documents: a regulatory filing, a paragraph in an annual report about customer concentration, a discreet change in a rival's pricing policy. Noise arrives with video, red charts and interviews. If your analytical process feeds on whatever is most visible, you will be systematically reacting to the irrelevant and arriving late to what matters.

A useful exercise with every piece of news: try to translate it into a sentence with this exact shape. This changes such-and-such a driver in such-and-such a direction for so many years. If you cannot complete the sentence with numbers, even approximate ones, you are probably looking at noise.

Real cases: two textbook triggers

The first, a concentrated customer. In April 2017 the British company Imagination Technologies announced that Apple, the source of an enormous share of its licensing revenue, had notified it that it would stop using its graphics technology within a couple of years. Not a single figure for that quarter changed. The share sank by around two thirds in a single session. The market did not revise a year: it revised whether the company had an independent future.

The second, regulation. In July 2021 China announced rules banning profit-making in tutoring academies covering the compulsory school curriculum. The listed companies in the sector, which until that moment were growing strongly and had real, verifiable revenue, lost most of their value within days: falls on the order of 70% or more. No operating figure published that month explained any of it. What was revised was the terminal value, that is, the part of the valuation that assumed the business would carry on existing indefinitely.

Take the magnitudes, as always, as orders of magnitude. The lesson is exact: what moves the price is what moves the path, not what moves the front page.

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