A state is a snapshot. The process is the film

Someone says “I am calm”, and it is true for exactly the second in which it is said. A minute later they may be pulling themselves together, an hour later they may snap, and the word has not changed once. A state is a photograph taken at a random moment of a film that is already running. Behind every state there is movement between poles, and it is that movement, far more than the photograph, that decides what happens next.

I meet this confusion in marketing every week. A client tells me the market is calm. A head office tells me its Russian operation is stable. A survey tells me customers are satisfied. Each of these is a snapshot, and each of them can describe two opposite processes at the same time. The whole skill of reading a customer, a team or a market comes down to one habit: refusing to stop at the frame.

A process is movement, not a point

By this point in the series the system already has a space, a boundary, a contrast between its poles and a channel through which that contrast can make itself known. A process is what happens next: movement between those poles, aimed either at a fixed balance, homeostasis, or at a corridor of oscillation around a centre, homeokinesis. Living systems usually run in the second mode, and why a complete stop of oscillation means the end for them is a separate conversation.

The key word is movement. Not the end point but the path itself. Two people can be in a formally identical state called “calm”, while one is travelling from acute stress toward rest and the other from boredom toward a rising unease. One photograph, two opposite processes. Whoever looks only at the frame will see no difference between them. Whoever asks about the process will see it at once.

This sounds abstract until you notice how much of business reporting is built entirely out of frames. A status, a score, a share, a position: every one of them is a point with the direction removed.

Why you cannot judge by the snapshot

This explains a common mistake in assessing a state, your own or somebody else’s. The label “he is calm” feels like a complete description, and it says nothing about trajectory. If the movement came from an acute crisis, “calm” means relief, a drop in tension, possibly a balance that is still fragile and easy to break with one sharp word. If the movement came from a neutral background toward growing internal tension, the same “calm” is the lull before the storm, the upper edge of the corridor, ready to swing the other way.

Without knowing the process it is easy to mix up these two states and react wrongly: to push where the right move was to give space, or to relax where the right move was to pay attention.

The cost of the mistake is asymmetric. Giving space to someone who did not need it costs a little time. Pushing someone whose tension has not discharged costs the relationship, and the bill arrives later and somewhere else, which is why nobody connects it to the moment the mistake was made.

Two conversations after a conflict

Take a situation most people know. An hour after a heated argument, both participants look calm. One of them has actually been through the process: from contrast and tension to discharge, back into the corridor of oscillation around the usual centre, which is homeokinesis doing its work. The other has simply frozen the process, stopping it at the peak without letting it finish. From outside the picture is identical. Inside, the trajectories are completely different, and what happens next to each of them will differ just as sharply.

Continue the conversation with the first, and you will most likely get a constructive discussion: the process has already run its course. Continue with the same pressure against the second, and you risk running into the fact that the process, left unfinished, has only been postponed. It will break out later, in a different place and over a different pretext, and nobody in the room will trace it back to the argument an hour ago.

Replace the two people with a distributor and a supplier after a dispute over terms, or a client and an agency after a failed launch, and the picture does not change. The quiet counterpart is one of two very different counterparts, and the only way to find out which is to ask about the movement rather than the state.

Where marketers mistake a frame for a film

The snapshot error has three favourite habitats in marketing, and all three get worse when the market is being watched from a distance.

The report. A monthly report to head office is a photograph. “Inquiries flat at last month’s level” can mean that demand has returned to its centre after a shock, or that demand is quietly sliding while a promotion holds the number up. The figure is identical. The direction is opposite, and the decision that follows should be opposite too. A report that shows one period and no comparison has removed exactly the information a manager needed.

The survey. Satisfaction scores, brand trackers and one-off customer studies describe where people stand on the day of the fieldwork. A “satisfied” customer may be one who has just had a problem solved and is on the way back to normal, or one who is slowly accumulating irritation and has not yet reached the point of saying so. In Russia a large share of customer dialogue runs through messengers, where a thread is often closed with a single word. That word is the state. The history of the thread is the process, and it is rarely read.

The market. The Russian market has moved between its poles more sharply and more often than most Western markets in recent years: platforms leaving, payment and logistics changing, demand migrating between channels. In a market like this, a calm quarter is far more likely to be a point in motion than a resting state. A manager who reads a Russian report the way they read a report from a slower home market is looking at a frame from a faster film and assuming the same frame rate.

Why distance makes it worse

A company selling into Russia from another country watches the market through two filters at once. The first is language: the reports arrive translated, summarised and smoothed by whoever wrote them. The second is time: the frame reaches head office days or weeks after it was taken. Both filters strip out movement and leave the state.

The result is a predictable failure mode. The head office receives a snapshot, treats it as a stable description, and acts on it. If the snapshot was taken at the bottom of a swing, the decision is to cut or to leave. If it was taken at the top, the decision is to scale. Both decisions were made about a point that had already shifted by the time the decision was taken. The local team then spends the next quarter explaining why reality did not match the frame.

The fix is cheap and almost never applied: every number that crosses the border should travel with its previous value. Where it was, where it is, and therefore which way it is heading. One additional column turns a photograph into the shortest possible film.

Plans made at the peak

The same error turns inward. Plans made at the peak of an emotional process rarely reflect a stable position. They reflect a point in motion, and that point will move soon. A budget cut decided during the worst week of the quarter and an expansion approved in the glow of a record month are the same mistake with opposite signs.

Russia gives a foreign company more such peaks per year than its home market does, which means more decisions taken at the extremes of the corridor. The protective habit is to ask, before signing anything, where the system was a month ago and where it is likely to be a month from now. If the answer is “we do not know”, the decision is being taken on a snapshot, and it should wait for the second frame.

What a company selling into Russia should do

A short route from frames to film:

1. Ask “where from and where to” before “what”. Every status line in a report, a call or a survey should carry a direction. If a number arrives without one, the first question is about the previous period, not about the number.
2. Insist on two frames. The same metric, the same definition, side by side with the period before. Any analytics system, Yandex Metrica included, will show two periods next to each other. Almost nobody opens that view, and it is the only one that shows movement.
3. Tell discharge from freeze. After a dispute with a distributor, a partner or a key account, a quiet counterpart is one of two things. Do not rely on the quiet. Ask directly whether the matter is closed or shelved, and keep the channel open until you know.
4. Do not decide at the extremes. Flag any decision that is being taken in the week of a record or a collapse. Wait for one more measurement unless the delay itself is the greater risk.
5. Design research with a repeated core. A single study gives a state. A small set of identical questions asked again later gives a direction. This is how I build customer research for companies entering Russia: the second measurement is part of the design, not an afterthought.
6. Keep someone watching the film. Snapshots are what you get when nobody is looking between reports. Ongoing marketing support exists largely to be the person who saw the previous frame and can say whether this one is a swing or a trend.

Watching a process is harder than reading a snapshot. A snapshot takes one glance. A process takes two: now, and a minute ago, to see the direction. For a company working in Russia from abroad, that second glance is the cheapest piece of risk management available, because it costs one more column in a report and saves a quarter of decisions made about a point that has already moved.

A state is what can be seen. A process is what explains why you see exactly this, and what you will see next.

Frequently asked questions

Sources

• Russian version of this article on belokrylovo.ru: Между двумя точками всегда что-то движется