u/InventoryLogic

Image 1 — After 16 years in the market, I realized price often has to punish the people who are right before it can move
Image 2 — After 16 years in the market, I realized price often has to punish the people who are right before it can move
Image 3 — After 16 years in the market, I realized price often has to punish the people who are right before it can move
Image 4 — After 16 years in the market, I realized price often has to punish the people who are right before it can move
Image 5 — After 16 years in the market, I realized price often has to punish the people who are right before it can move
Image 6 — After 16 years in the market, I realized price often has to punish the people who are right before it can move

After 16 years in the market, I realized price often has to punish the people who are right before it can move

Disclaimer: In each chart, the white arrow marks the impulse I’m using as the reference. The green levels show the 1.382 and 1.618 extensions. What I’m watching is whether price expands far enough against the positioning built around that impulse before the larger move continues.

Most people think the important part is the level itself. I don’t really see it that way. What interests me much more is the part of the structure where people actually had time to build a position: slowly, for similar reasons, with increasingly obvious confirmation and with invalidations starting to cluster in similar places.

A lot of traders assume that once the direction becomes obvious enough, price is free to move. Quite often the opposite happens. The people who eventually turn out to be right have already become too comfortable, too early, and that positioning has to be dealt with before the move can properly develop.

That is what I’m trying to show in these charts. If it’s not clear enough, let me know. I’ve been looking at the market this way for so many years that some of these things feel obvious to me now, so I sometimes forget they may not be obvious at all to someone seeing the framework for the first time.

In every example, the arrow marks the impulse I’m measuring. The important part isn’t simply that price later expands beyond it. It’s that the expansion repeatedly reaches far enough to damage the positioning that was built during the previous structure before the original direction resumes.

That is why I care about proportions like 1.382 and 1.618. Not because I think Fibonacci numbers are magical, but because they give me a way to quantify something that otherwise sounds subjective: how far does price need to move against the people who were right too early before their position becomes difficult to hold?

The level by itself tells me very little. I want to know where people became comfortable, what impulse created that comfort, where their invalidations are likely to accumulate, and whether price has already done enough work against that positioning.

Two traders can draw exactly the same levels and still be measuring completely different things. One is looking at the number. The other is trying to understand what happened to the participants between those numbers.

That distinction is much more important to me than the tool itself. It’s also why some moves can look completely ready and still spend days doing the opposite before finally delivering the direction that looked obvious from the beginning.

Being right about direction is not enough. You also have to survive the part of the move designed to make being right too early expensive.

I’ve been organizing more of this research lately, especially how I classify the impulse and decide which ones are actually worth measuring. I write the deeper breakdowns on the substack linked in my profile.

u/InventoryLogic — 8 days ago

After 16 years in the market, this is a situation I keep seeing over and over again

- I’m just trying to offer a useful framework for people who want to become professionals.

- I don’t sell anything. I won’t offer signals, groups, or anything like that.

- I just enjoy trading and share things whenever I have some free time.

-CHECK THE TIMEFRAME OF THE PICS-

What most people think is happening is simple. Price goes down and they read it as weakness, continuation, more downside. But when you actually watch how positions build, it doesn’t look like that at all.

-The move down is usually slow. Not aggresive, not impulsive. It takes its time. And that’s exactly the point. Because that’s where people start shorting.

- Structure begins to look clean. Lower highs, lower lows. It starts making sense.

- There’s usually one obvious reference above, and not much else nearby, so everyone ends up using the same level --> That becomes the stop, not a few people --> Most of them.

- And market makers know that, because they have access to that information.

- So they don’t rush anything. They need time for positions to build, for people to get comfortable, for size to accumulate in the wrong place.

- This is what I think of as a controlled move, it’s not weakness, it’s positioning.

- They’re creating the conditions they need before doing anything meaningful.

- You’ll often see multiple pushes down, giving more and more confirmation. It feels like the move is already happening. But it isn't, it’s just people getting in.

-And until that’s done, price can’t really move.

- Once enough people aer in, the move changes.

- It doesn’t continue down immediately, first it goes the other way.

- Stops get taken. Shorts get forced out.

- Only after that does the real move begin.

If you start looking at it in terms of proportions, this tends to happen around similar areas. One of the ones I use is 1.097.

It’s not something standard. It’s just something I kept seeing over the years while watching how these sequences play out.

It doesn’t need to be exact to be useful.

And the interesting part is that this repeats across every timeframe. Seconds, minutes, hours, higher timeframes. Same idea, just different scale.

Also, something that took me a long time to understand is that the end of a move often lines up with where the pressure sits from a higher timeframe.

Not randomly. Where people are already in a bad position.

Once you start looking at the market this way, it becomes less about predicting direction and more about understanding positioning.

Who is in, where they are likely wrong, and what needs to happen before price can actually move.

That’s usually enough.

u/InventoryLogic — 1 month ago

After 16 years trading, I don’t think price moves "the best" way, it moves the only way it can

We are going to look at the same BTC move from different proportional measurements.

The main point is not that one Fibonacci level magically predicted the top. That is not how I see the market.

What I want to show is how the same price level can be measured from different structural anchors, and how those measurements start to describe the same areas again and again.

For me, price does not move in the “best” or most profitable way. It moves in the way it is forced to move, because it has to rotate inventory, clean inefficient areas, remove badly positioned traders, and find enough liquidity to keep the action alive.

In the next images, we will see how price moving into one very specific area completed the whole puzzle.

It was not just a random reaction. By reaching that zone, price finished multiple unfinished movements at the same time. It punished the shorts placed from different control points, removed the largest amount of short interest possible before continuing lower, and at the same time rotated the defensive inventory that had been used to stop the extreme selloff and control the order book.

That is why, for me, this area mattered. Not because it was a magic line, but because it solved several structural problems at once:

**Quick note before the charts**: this is not a sales post. I’m not selling signals, a course, or trying to convince anyone of anything. I’ve been doing this for many years, and I simply enjoy sharing thoughts about trading when I have some free time, both here and on my free Substack.

This post is not meant to be a universal truth or a prediction model. It is just one part of how I trade. In this case, I’m focusing on the chart side: structure, proportionality, liquidity, and inventory rotation. In other posts, the focus could be completely different, like risk, execution, numbers, or trader behavior.

Take it as one trader sharing part of his framework, not as something you have to agree with.

We are going to look at the move from the furthest relevant extreme to the most recent nearby range, and see how liquidity gets cleaned while inventory is being rotated.

FIBO:

https://preview.redd.it/mm0n2yanovbh1.png?width=611&format=png&auto=webp&s=a369d4adacd9c38ba2e5eeca9c091ebf362018c9

If you’ve followed some of my previous threads, you probably already know this fib. If not, I’ll leave it here as a reference.

These are the proportional levels I use in this framework. I’m adding this so the levels in the next charts don’t look random.

Each level has a reason to exist and is linked to specific market events, but explaining all of them would make this post unnecessarily long. For this example, the important ones are mainly 0.714, 0.905, 1.382, 1.618 and 1.85.

I don’t use them as magic support or resistance. I use them as reference points to understand where inventory may rotate, where trapped positioning may start to feel pain, and where liquidity can be cleaned as the structure develops.

IMAGE 1:

https://preview.redd.it/ftxi1meijvbh1.jpg?width=1600&format=pjpg&auto=webp&s=c9c95cb110de0c29f75befb25196e30e66fe5087

- Image 1, The furthest relevant anchor: the high that created the collapse.

Here I’m measuring the move from the highest point that created the entire selloff down to the low.

The reason I start from that high is because, once the previous structure has already been resolved what that high, that extreme becomes the furthest relevant point of the new structure. From there, I measure the full displacement: high to low.

The level I’m focusing on here is the 0.714 . This is one of the proportional levels I use.

For me, the 0.714 is the first major reversal point. When price falls from the high to the low and then comes back into the 0.714 area, a lot has happened in between, too much to fully explain in one post, but structurally, this is where the first strong psychological shift begins.

It is the area where traders who were short from the previous structure start to stop thinking like shorts. In other words, it is where many shorts begin to question the trade, close part of the position, get stopped out, or even start thinking long.

That is why I call it a proportionality point. It is not just a number on a chart. It is an area where a lot of stops and emotional pressure from the previous structure tend to concentrate.

Also, because the 0.714 is the first major reversal point for me, it is often important to understand whether the defensive inventory has already been rotated here or not. When price stops an extreme selloff, it usually needs defensive inventory to absorb the move and control the order book. So when price returns to this zone, I want to know if that inventory has already been transferred, cleaned, or if the market still needs to resolve it.

IMAGE 2:

https://preview.redd.it/0ffx18pfkvbh1.jpg?width=1600&format=pjpg&auto=webp&s=f3ba5dcb8d479581ae9f8943f32b997e1dce746c

- Image 2, First pullback in the selloff: the first area where shorts begin to build

This is the first real pullback after the initial selloff, so it becomes the first zone where shorts begin to build.

After such a strong drop, the retracement gives enough time for traders to start leaning short. And if the structure is going to finish properly, those shorts usually need to be cleared at some point.

The level price reacts to here is the 0.905. I’ll explain later where these proportional levels come from, but for now, the important idea is that this is the second major reversal zone after the 0.714.

What makes this structure so clean is that different measurements line up beautifully: the 0.714 from the major high matches the 0.905 from the second high. When several structural turns start pointing to the same area, that matters a lot to me.

IMAGE 3:

https://preview.redd.it/da2kg4culvbh1.jpg?width=1600&format=pjpg&auto=webp&s=4104c56cdfa73d2a2d276f4a562a6f280746d20b

- Image 3, The highest unmitigated high that defines the structural low

This measurement comes from the highest unmitigated high to the structural low.

To fully see why this high matters, you would need to drop to a lower timeframe like M1, but the idea is simple: this is the highest point from which price never made a full mitigating retracement before going on to mark the low of the structure.

In other words, from that high, price never formed a move down and then retraced deeply enough to neutralize or mitigate that origin. That is why this high remains structurally important.

For me, this is one of the most important measurements because it encapsulates the strongest part of the range. Everything that happens inside that range keeps building liquidity until that high is finally taken.

One of the strongest pain points in this structure is the 1.382. That is an extreme proportional zone because it has the ability to fully wipe out the shorts built inside that range.

That is also why the market often leaves so much price action between the 0 and the 1. It does not mind letting traders position there. In fact, it often needs that participation. It needs shorts to build inside the range so they can be punished into the 1.382 extension.

What makes this even more interesting is that, while this is happening, price can keep printing higher highs and higher lows in a slow and controlled way. Most people read that as clear bullish strength. I do not necessarily see it that way.

Very often, that slow sequence of higher highs and higher lows helps create participation on both sides: first it pressures the shorts into the extension, and later it can trap the longs as well if the broader move continues lower.

IMAGE 4:

https://preview.redd.it/ihcle4wfmvbh1.jpg?width=1600&format=pjpg&auto=webp&s=24e08192fb4bd11d61ce436536dfb3e546c94517

- Image 4, Measuring the next range

Here we take the high and the low of the next range and measure that structure on its own.

If we zoom in a bit more or drop to a lower timeframe, we can see that price reacts very cleanly to the 1.382, which tells us that this measurement is also being respected and actively used by the market.

And this is important: if the 1.382 is reacting, then the 1.618 also becomes a zone where a reaction can appear.

In the end, the logic is the same as in the previous image. The market is once again punishing the shorts that it previously allowed to build comfortably inside the range.

What happens here is not random. Price is moving through the structure in a way that keeps clearing liquidity step by step, and these proportional extensions help show where that pressure is being released.

------------------------------------------------------------------------

This is just one example of how I think this kind of market structure works.

There is obviously a lot more behind it: execution, invalidation, timing, risk, context, and the numerical side of the trade. A Reddit post is not enough to explain the whole framework properly.

If there are questions, I’ll probably expand on this much more on my free Substack, because I had to simplify a lot of things here.

The interesting thing is that right now the market is developing a very similar structure again. Anyone who read this can go to the chart and check what is happening in real time.

This does not mean “sell everything” or “short with your whole account.” That would be stupid.

But for me, this is the type of situation where I’m willing to take a short with my normal risk, which is around 0.017% of my account.

I’m not trying to predict the future with certainty. I’m just identifying a structure, defining my risk, and letting the market prove me right or wrong.

Thanks a lot if you made it this far.

I know this is probably a very dense read for a Reddit post, but honestly this is just the surface of how I understand the agents that move the market and the way they act inside a structure.

There is a lot more behind it, and I had to simplify many things to make it readable here.

Thanks for your time, and I hope it helped in some way.

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u/InventoryLogic — 3 months ago

A lot of traders are right about the move. They are wrong about the time the market needs to build it.

A lot of traders actually read the direction well. They know the area, they understand the larger idea, and later the market ends up doing more or less what they expected. The problem is that they treat the zone like a button. Price reaches the area and they expect the reaction to happen immediately.

That is usually where the damage starts.

A good area is not always the exact place where price turns. Very often, it is the place where the market starts building the conditions for the turn. That process can take time. People who were right too early need to get tired, forced out, or made to doubt the idea. The other side needs to build confidence. Stops need to become obvious. The range needs to give traders enough time to enter, defend, add, doubt, and expose themselves.

Only then does the real move have something to use.

That is why being early can feel exactly like being wrong. You short the right area, price holds, squeezes a little higher, comes back, refuses to die, and after enough frustration you close, reduce, or move your stop. Then, after the market has given new longs enough time to build and old shorts enough time to give up, it finally moves the way you expected.

Same thing on the long side. You can understand that downside is probably exhausted, but the market may still need to clean the lows again. Not because the idea is wrong, but because the structure is not ready. Weak longs need to disappear. Late shorts need to enter. The reversal needs fuel.

This is why I don’t like thinking “price should turn here.” I prefer thinking: “this is an area where the structure required for a turn can start forming.”

That small difference changes how you manage the trade. A delay is not automatically invalidation. A wick is not automatically confirmation. The real question is whether the market is still building the inventory needed for the move, or whether it has actually accepted beyond the level.

A lot of traders are right about what should happen. They just don’t survive the part where the market builds the people it needs to make it happen.

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u/InventoryLogic — 5 months ago

The most expensive mistake is not being wrong. It is realizing it too late.

A lot of traders think being wrong means the trade immediately goes against them and that is not always how it happens.

Sometimes the trade starts well. It moves in your direction, gives you confirmation, makes you feel like the read was correct. Then it stalls, pulls back, sweeps a small range, recovers a bit, fails again, and by the time the trader understands what happened, the whole trade has turned into a loss or a breakeven exit.

The problem was not the entry alone, was that the trader never knew exactly what he needed to keep seeing.

Before I enter a trade, I need to know two things: what confirms the idea, and what invalidates it not only at entry, also during the trade too.

There is a big difference between a healthy pullback against your position and a move that tells you the whole idea is no longer behaving correctly. Sometimes price moves against you because it is cleaning a small range before continuing in your direction. Other times, the move in your favor was only the cleanout of a larger range before the market continues against you.

If you cannot tell the difference, you are not managing a trade. You are emotionally waiting.

I have seen many traders open trades that were not even optimal, watch them move in their favor, and then refuse to let go of the feeling that they were right. That feeling becomes expensive. They do not want to exit because the market already gave them emotional confirmation. So they stay, not because the trade is still good, but because they are attached to the moment where it looked good, that is a very different thing.

One of my mentors told me something 16 years ago that stayed with me: the difference between an intelligent person and a genius is that the genius understands he is wrong at a much lower cost. The intelligent person often needs a very clear signal. The genius does not. He sees the behavior change early.

In trading, that matters more than people think.

Two traders can take the same ten trades and get completely different outcomes, not because one predicted the market better, but because one understood faster when the market was no longer doing what it needed to do.

Trader A risks $200 per trade and stays attached to the idea until the stop or full invalidation. Ten bad reads cost him $2,000.

Trader B sees the same type of trades, but manages the information differently. Some exits are +$100, some are flat, some are -$100. At the end of the same sequence, he might be around breakeven instead of down $2,000.

It´s exaftly the same market, same experience, but the cost it´s very different

That is why I do not think the best traders are the ones who need constant confirmation from small R:R trades. Small targets can become emotional candy. If someone trades ten times a day and almost never has to go two or three days without easy dopamine, he may never develop the ability to hold uncertainty properly.

Wider R:R requires something different. You need to let the market breathe, but you also need to know when the breathing has changed into invalidation. That distinction is where a lot of the edge is.

Being wrong is not the problem, usually be wrong is part of this business

The real problem is needing the market to make it obvious.

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u/InventoryLogic — 5 months ago

I know psychology matters, but I think people use the word too quickly. A trader takes a few losses, gets emotional, moves a stop, cuts a winner, revenge trades, and then says he has a psychology problem.

Maybe. But a lot of the time the position was simply too big.

If one stop makes you angry, the trade was probably too large. If one loss makes you change the plan, the size was wrong. If you need the next trade to work, that is not psychology anymore. That is bad risk structure.

I’ve seen this mistake many times. People try to fix their mind when the real problem is that their numbers are asking too much from the person executing them. A trader can say he accepts risk, but if the account cannot survive a normal bad sequence, he does not really accept it. He is just hoping the bad sequence does not come. And it always comes.

This is why I think the business has to be built from the losses first, not from what you want to make, but from what you can survive. How many trades can be wrong before you reduce size? How many losses can happen before the account is damaged? How small does the first attempt need to be so you can think clearly? When do you stop trading for the day? When do you do nothing?

Most people can answer where they want to enter. Fewer can answer what happens after five losses. Even fewer can answer what happens after ten. And that is usually where the real problem is.

Those questions are boring, but probably more important than most setups. A good chart with the wrong size is still a bad trade. A good idea with no plan for losses is still a bad trade. The market does not need to do anything special to destroy most traders. Most of them arrive already built too fragile.

For me the order is always numbers first, person second, chart last. The chart matters, of course. But if the numbers are wrong, the person breaks before the chart has time to matter.

I’m curious how other people think about this. When you look back at your worst trading periods, was the real problem the setup, or was it size, pressure, and not knowing how to handle the sequence?

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u/InventoryLogic — 6 months ago

I think one of the biggest problems with trading is that people underestimate how much work it actually takes. Not in the motivational way. I mean they literally don’t know what kind of work is behind it.

Most people see someone doing something well and they only see the last layer, the clean version. The athlete makes it look natural. The surgeon makes it look controlled. The trader makes the decision look obvious. But that’s never the real story. Behind that there is usually years of repetition, review, correction, boring work, and a lot of time spent looking stupid before anything starts to make sense.

Trading has a weird problem on top of that. The market can reward you while you are doing the wrong thing. You can take a bad trade, make money, and walk away thinking you learned something. That feedback is brutal because it feels like progress, but sometimes it is just noise paying you.

I think a lot of people come into trading thinking the work is mainly about finding better entries. Then they realize entries are not even the hard part. You have to understand risk, drawdown, what happens after 5, 10, 15 losses, how to review your own mistakes without just blaming the market, how to study sequences instead of isolated trades, how to know when an idea is actually dead and when it was just early. You have to understand your numbers before the chart even matters.

And this is where many people get surprised, because nobody really told them they were signing up for that. I’ve seen people start with real interest, and once they understood the amount of review, exercises, chart time, numbers, corrections, and repetition involved, they just didn’t want it anymore. And honestly, I get it. It is a lot.

This is also why I think a lot of people get damaged by learning only from YouTube or Instagram. Not because every creator is bad. That would be a stupid thing to say. But because those platforms reward the wrong things. They reward simple ideas, fast explanations, clean screenshots, big results, and things that feel easy to copy. They do not reward someone telling you: “This may take years, most of the work is boring, and you probably need to spend a long time reviewing your mistakes before anything makes sense.” That kind of message doesn’t go viral, but it is probably much closer to the truth.

At the beginning it is a bit like learning to drive. You think about the clutch, gears, mirrors, road, signals, cars around you, everything at once. Later it becomes automatic. Trading has a similar thing, just much more abstract. There is no clear instructor next to you telling you when you almost killed the car. Sometimes the market even pays you for doing something dumb, which makes it worse.

The goal is not to keep trading complicated forever. The goal is to repeat the right things enough times, with enough structure, until the complicated parts start becoming obvious. But that takes way more work than most people imagine.

I really think many people could become better traders if they understood the commitment from the beggining. But I also think if most people knew what it actually takes to become consistently profitable, a lot of them wouldn’t even start. Not because they’re incapable, but because they would realise this is not just opening a laptop and clicking buttons.

It’s a profession. And like any profession, the part that looks simple from the outside is usually the part that took years to build.

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u/InventoryLogic — 6 months ago

I think one of the biggest problems with trading is that people underestimate how much work it actually takes.

Not in the motivational way.

I mean they literally don’t know what kind of work is behind it.

Most people see someone doing something well and they only see the last layer. The clean version.

The athlete makes it look natural.

The surgeon makes it look controlled.

The trader makes the decision look obvious.

But that’s never the real story.

Behind that there is usually years of repetition, review, correction, boring work, and a lot of time spent looking stupid before anything starts to make sense.

And trading has a weird problem on top of that.

The market can reward you while you are doing the wrong thing.

You can take a bad trade, make money, and walk away thinking you learned something.

That feedback is brutal because it feels like progress, but sometimes it is just noise paying you.

I think a lot of people come into trading thinking the work is mainly about finding better entries.

Then they realize that entries are not even the hard part.

You have to understand risk.

You have to understand drawdown.

You have to know what happens after 5, 10, 15 losses.

You have to review your own mistakes, not just blame the market.

You have to study sequences, not isolated trades.

You have to know when an idea is dead, and when it was just early.

You have to understand your numbers before the chart even matters.

And this is where many people get surprised.

Because nobody really told them they were signing up for that.

I’ve seen people start with real interest, and once they understood the amount of review, exercises, chart time, numbers, corrections, and repetition involved, they just didn’t want it anymore.

And honestly, I get it.

It is a lot.

This is also why I think a lot of people get damaged by learning only from YouTube or Instagram.

Not because every creator is bad.

That would be a stupid thing to say.

But because those platforms reward the wrong things.

They reward simple ideas, fast explanations, clean screenshots, big results, and things that feel easy to copy.

They do not reward someone telling you:

“This may take years, most of the work is boring, and you probably need to spend a long time reviewing your mistakes before anything makes sense.”

That kind of message doesn’t go viral.

But it is probably much closer to the truth.

At the beginning it is a bit like learning to drive.

You think about the clutch, gears, mirrors, road, signals, cars around you, everything at once.

Later it becomes automatic.

Trading has a similar thing, just much more abstract.

There is no clear instructor next to you telling you when you almost killed the car.

Sometimes the market even pays you for doing something dumb, which makes it worse.

The goal is not to keep trading complicated forever.

The goal is to repeat the right things enough times, with enough structure, until the complicated parts start becoming obvious.

But that takes way more work than most people imagine.

I really think many people could become better traders if they understood the commitment from the beggining.

But I also think if most people knew what it actually takes to become consistently profitable, a lot of them wouldn’t even start.

Not because they’re incapable.

Because they would realise this is not just opening a laptop and clicking buttons.

It’s a profession.

And like any profession, the part that looks simple from the outside is usually the part that took years to build.

reddit.com
u/InventoryLogic — 6 months ago