The Eight Dimensions of Chess Analysis: When the Board Needs an Honest Storyteller

On the night of December 12, 2026, in Singapore, an eighteen-year-old Indian boy named Gukesh Dommaraju pushed a pawn to the final square of his journey and became the youngest world chess champion in the history of this intellectual sport. At the same hour, in another hall of the same city, a regional women's chess event was producing games I considered more beautiful. I sat in front of a screen in Da Nang, opened two live streams side by side, and recorded the numbers: hundreds of thousands of viewers for the final, four viewers for the women's board.

Four people. One of them was me, taking notes, and perhaps one was the coach of one of the two remaining players.

I sat with that number for a long time. Not out of shock. Out of familiarity. Fifteen years writing about chess for Vietnamese readers had made me used to a structured emptiness: a complete results table, a list of players, a few coefficients, and absolutely nothing to read. A frame built beautifully, nailed firmly, and hollow inside.

That emptiness is the subject of this article. Not the emptiness of the women's board — the women's board is full. But the emptiness of how we read it.

When the cheers fall silent, I finally hear the true breathing of the board.

I. Context: A beautiful, hollow frame

There is something I call "empty payload" in the trade of writing about chess. It happens when a game is recorded fully in form but stripped of all content. You have the pair of players. You have the result. You have the move count. You have the clock. And you do not have a single answer to the simplest question: what happened there?

I have seen this kind of hollowness so often that I wondered whether it was a law of the industry. When a women's chess event ends, the next morning's report usually consists of three lines: who won, the score, the tournament name. No move is analysed. No moment is reconstructed. No person is asked how it felt when the queens were exchanged on move twenty-three.

Meanwhile, the same game, if it were men's, would have an entire ecosystem behind it: editors, experts, graphics technicians, presenters, and dozens of detailed analyses down to the individual move pair.

This asymmetry is not new. It is old, and the old is often more frightening than the new, because it has settled into habit.

But habit is only the outer shell. Inside it is a more serious technical problem, and this is the point I want to spend most of this article on: we have built a very sophisticated chess analysis machine, but that machine is being operated in the wrong place.

Picture a two-stage process. Stage one collects raw data: player names, event names, format, moves. Stage two takes that data and turns it into analysis. This sounds reasonable. But in practice, stage one fails silently. It returns a structure that is formally valid but empty in content — no names, no moves, no players, nothing. An envelope with a red stamp, opened to reveal no letter.

And the worst part is that the empty envelope is still passed to stage two. Because it looks valid. Because it has all the boxes. Because no one taught the machine that an empty frame must be returned, not filled with inference.

I once witnessed this in a series of features on women's chess I produced for a Vietnamese sports newspaper. We had a tracking table for hundreds of women's games in a season. The table was complete. It looked very professional. But when I sat down to read it back in order to write, I realised that some games had every cell filled while the story about them did not exist. The machine had given me a perfect answer to a question no one had asked.

And here we must stop. A decent chess analysis is not a filled table. It is a correctly understood story. To understand correctly, you need a framework wide enough not to miss anything, and deep enough not to lie.

Tactics are like people: you must know who you are before you want to become someone else.

II. The eight dimensions: the skeleton of a decent game

I do not believe in a single analytical framework that can be applied to every game. But I believe in eight dimensions that anyone writing about chess — whether an Elo expert or merely a storyteller — should pass through. These eight are not eight fixed steps. They are eight questions. And how you answer them determines whether your game is analysis or mere reporting.

Dimension one: Game technique — where the game speaks for itself

Everything starts here. Without the technical dimension, all the others are decoration.

The first thing to establish is the opening. What system did the game open with? That seems simple but carries great weight. An opening system is not just the first few moves. It is a statement of identity. When a player enters a variation, they are saying to the opponent: I have prepared for this, I know where it leads, and I am more confident there than you are.

In opening analysis there is a concept called a "novelty" — a move that has never appeared in the database. A novelty is the moment a player steps off the paved road. But here is the important part: a novelty is not automatically good. It is only new. The analyst's job is to determine whether the new thing can stand, or whether it is merely a trap prepared for the one who prepared it.

After the opening comes the middlegame, and there are three technical indicators I consider the backbone of all modern analysis.

The first is engine match rate — the percentage of a player's moves that coincide with the analysis engine's first choice. This is not an indicator of intelligence. It is an indicator of certainty. A player can play with a very high match rate and still lose, because certainty does not create victory — it only avoids error. And sometimes, to win, you must dare to leave the road the engine believes to be correct.

The second is average centipawn loss — lower is better. It measures how much value a player loses per move. But here I want to warn of a trap: this indicator cannot tell a story. It says player A played more accurately than player B throughout the game. It does not say that on move thirty, player A had to think for twenty minutes while the clock showed ten, and that it was precisely that span of time that decided the game.

The third is time management. This is the most neglected technical dimension. A player can be technically right in each individual move and strategically wrong across the whole game, simply because they spent all their time on a stable position.

Game technique, in the end, is not a right-or-wrong checklist. It is a record of comprehensible choices. And to understand a choice, you need to know who made it.

Dimension two: Players and data — numbers do not tell their own story

This is the dimension my trade has treated worst.

A chess player, in the eyes of a data system, is a set of numbers. The Elo rating — a measure of relative strength, higher is stronger. The live rating — updated continuously from ongoing events. The performance rating — corresponding to a given event's results. And a range of derived indicators.

Here is what no one teaches you when you learn to read numbers: data means nothing if you do not know where it comes from.

Take a seemingly simple example. A player has a classical rating of 2500 and a rapid rating of 2600. The higher number in rapid does not mean they are better at slow chess. It means these two indicators measure two different skills, and in this case, the player is stronger in the format with less thinking time. That is not merely meaningless — it can be completely misleading if you are trying to predict the outcome of a classical event.

This is a trap I once fell into. Early in my writing, I built a ranking for a women's event in Vietnam based only on classical rating. The table looked very scientific. But when I compared it with actual results, the correlation was weak. It took me nearly a week to realise the problem: I had ranked players on an indicator that is not updated frequently for players who rarely compete internationally, while that very infrequency of competition was the most important variable.

Numbers do not tell their own story. They tell it only when you place them next to another story. A 2400 rating for a rising twenty-year-old tells a very different story from a 2400 rating for a holding thirty-eight-year-old. The same number, two opposite meanings.

And here I want to talk about data-form divergence. There are periods when a player performs better than their number, and periods when they perform worse. The analyst's job is to determine whether the gap is temporary or structural, whether it is luck or a genuine change in how they play. This is the hardest work in the trade, and it cannot be done by looking at a table of numbers.

For women's chess, this dimension is more complex still, because the data sample is usually smaller. When there are few games, a win streak can be noise, and a losing streak can mean nothing. Caution before hasty conclusions is not timidity. It is respect for data.

Dimension three: Tournament systems — format is part of the story

No game takes place in a vacuum. It takes place in a tournament system, and that system shapes the game before the first pawn is pushed.

Start with the qualification path. How does a player qualify? Do they have a direct ticket, or must they survive a demanding qualification system? This matters because it determines their psychological state on entering the event. A player who has fought through qualifying feels very different from one granted an exemption.

At the highest level there is one tournament anyone writing about chess must understand: the Candidates Tournament, which determines the challenger for the world championship. This is not an ordinary event. It is a psychological vortex lasting weeks, where the rating number matters less than the capacity to endure. A player can reach the form of their life in rapid, then break in classical because they cannot bear the weight of each move.

Beyond the qualification path is the quality of the event. Here there are four things to measure. The strength of the field — average rating, or the quality of the entry list. The scale of the prize fund. The draw rate and the watchability of the games. And the reasonableness of the schedule.

The draw rate deserves its own mention. A high draw rate does not automatically mean a boring event. In some cases it signals a high level of balance — and that balance is what fans actually want to see, even if they do not say so. But in other cases a high draw rate is the consequence of a format that encourages caution. The difference between these two cases is vast, and it is usually ignored in reports.

The schedule matters too. Are the rest days between rounds sufficient? How many rounds are played consecutively? A badly designed event can turn the strongest players into the most tired, and the final result will say more about stamina than about talent.

There is one thing I firmly believe: format is part of the story. When you write about a controversial result without mentioning the format, you are telling half the truth.

Dimension four: Competitive landscape — who sits on the throne

This is the dimension readers care about most, and also the one most easily oversimplified.

The competitive landscape of world chess can be pictured as a tiered system. At the top is the throne tier — the champion. Below is the challenger tier of high-rated players. Then the rising-star tier. And finally the reserve pipeline — young players in training.

My job is to look at that system and spot signals of movement. When a challenger-tier player starts defeating throne-tier players consistently, that is a sign of generational change. When a young player leaps several tiers, that is another, stronger, more notable signal.

But in this dimension there is one structural feature anyone writing about modern chess must grasp: the split between the world number one by rating and the world champion. These two positions do not necessarily belong to the same person. Rating measures average strength over time; the championship measures the result of a specific series of games. Two different measures, and across many periods of history they have pointed to two different people. This is not a contradiction. It is a feature, and the writer needs to distinguish it clearly or risk confusing readers.

For women's chess, this dimension carries an added layer. The competitive landscape of women's chess is not only about who is stronger. It is also about opportunity, investment, and the gap in playing conditions between two systems. When you compare a women's event with an open event, you are not only comparing two fields. You are comparing two levels of support.

The existence of a tournament system reserved for women in chess is a contested topic. Some argue it is necessary to create opportunity. Others argue it creates a parallel system. I do not intend to adjudicate here. I only want to say that anyone writing about women's chess without placing the game in the context of this system is telling a story missing an important chapter.

Dimension five: Rules and governance — the invisible lines

Chess is a sport with rules, but the rules are not always visible in the game. They sit behind it: in decisions about format, eligibility, and disputes.

At international level there is a single governing body for chess, which issues regulations on many things: format, rules of play, entry conditions, and most importantly anti-cheating measures.

Anti-cheating is the dimension readers see least but which affects them most. In an intellectual sport where every move can be pre-computed by machine, the line between legitimate preparation and cheating becomes fragile. Using analysis tools to prepare before a game is legitimate. Receiving assistance during play is cheating. The difference in principle is clear; in detection, it is not.

I once followed a controversy in the chess world in which a player was suspected but no conclusive evidence existed. What I learned was not about that player, but about how the community responded. The community did not respond with caution. It responded with division. Believers believed to the end. Non-believers denied to the end. And in the middle, there was no one.

This is why I believe anyone writing about chess must understand governance rules. Not to act as a lawyer, but to avoid turning an unresolved case into a verdict.

Tiebreak formats are also part of this dimension. Some events, after a draw in classical chess, move to rapid or blitz to decide the outcome. This means the final result of a classical event can be decided by an entirely different format. That is not a small thing, and it must be stated clearly whenever it is mentioned.

There is a principle I set for myself: the absence of a scandal in my article does not mean there is no scandal out there. My silence is not evidence.

Dimension six: Risk — what can break

Risk in chess takes many shapes, and most appear before the game begins.

Competitive risk is outcome risk. A highly rated player can lose, and that news needs no further explanation. But beneath that surface are deeper risks.

Career risk is long-term risk. A young player competing in too many events can achieve good short-term results and burn out over the long term. An older player trying to hold their rating can delay the development of the next generation within their system.

Financial risk is the risk of an entire system. Prize funds for women's events are often significantly lower than for open events, which creates a loop: less prize money, less incentive for professionalisation, less investment, and again less prize money.

Psychological risk is the kind I care about most, and also the hardest to measure. In a sport where every mistake is recorded forever, psychological pressure does not disappear when the game ends. It stays, and it accumulates. I once interviewed a female player after a defeat on a move that still haunted her a week later. She told me her body had recovered, but her head had not. That fear is harder to fix than the body.

Systemic risk is the largest kind, because it does not reside in one person. It resides in how the whole system operates. And in the specific case I am writing about, systemic risk resides in the very analytical frame we use. If that frame allows an empty envelope to pass without anyone crying out, the problem is not the envelope. It is the letter-checker.

Dimension seven: Media and expectations — the gap between story and truth

Chess has a media paradox: it is one of the most stable sports in results, but one of the most volatile in stories.

Public expectations of a player are usually formed by media rather than by data. When a player wins several games in a row, media creates a story. When the story becomes popular, it begins to live a life of its own, and then it begins to shape expectations.

Here I want to discuss a concept I call the expectation gap. It is the gap between what the market expects and what the data actually shows. A player can be very famous and not at peak form. Another can top the rating list and receive no attention. That gap is usually measured by reputation and ignored by data.

In women's chess this gap has a special direction. Female players often have fewer opportunities for media attention than men, even when their achievements are equal or better. This leads to a second paradox: when they do receive attention, it often arrives as a story about gender rather than a story about chess.

And when the chess story is replaced by the gender story, the opportunity for a game to be read correctly disappears.

I believe the only way out of this paradox is to return to the technical dimension. Not to evade the gender context, but to place it in its proper position: a part of the story, not the whole story.

Dimension eight: Industry transmission — from the board to the market

The final dimension is the broadest, and the one most writers ignore: chess's impact on other fields.

Picture a transmission chain. Upstream is youth training and talent supply. Midstream are events, players, and platforms. Downstream are content, commerce, and derivative markets.

An event upstream can ripple through the whole chain, or ripple not at all. A young player's breakthrough can create a wave of interest in youth training. A controversy can erode the public image of an entire system. A format change can alter the behaviour of streaming platforms.

Where does women's chess sit in this chain? The honest answer is: in a position where potential exceeds reality. There is genuine public interest in women's chess. There are platforms ready to stream. There is a new generation of talented players. But the flow from potential to reality is blocked by something very concrete: a shortage of stories.

The spread of a sport does not come from results. It comes from the story about results. And the story about results does not generate itself. It needs to be written.

III. A counter-intuitive angle: hollowness is not emptiness

Here I want to go against what I just said, because what I said could be misread as a simple call: write more, tell more stories.

But writing more is not the solution. Writing more, the wrong way, is what created the problem.

Let us return to the empty envelope. What is frightening about it is not that it is empty. What is frightening is that it is designed to look full. A table with every column, every number, every name, is a table you can put on a website without anyone complaining. It satisfies the demand for form. And precisely because it satisfies that demand, it conceals the absence of content.

Here is the counter-intuitive point: in sports media, the greatest risk is not a lack of data. The greatest risk is fake data.

A report with nothing in it causes disappointment. A report that looks complete but actually says nothing causes misunderstanding. And that misunderstanding can spread: it enters databases, enters readers' memories, and becomes a default truth.

In the specific case I am writing about, the consequence of an empty frame is a false negative. When a data-collection system fails without raising an error, the output looks like a statement: nothing happened. No controversy. No player. Nothing. When the truth is simply: nothing was read.

This is the most dangerous kind of error in any information system. It does not produce a wrong answer. It produces a right answer to a question no one asked, and mistakes it for truth.

And it happens more often than we think in women's chess. There is a harsh truth: when women's chess goes unreported, people often interpret that silence as evidence that there was nothing worth reporting. But the silence is only the silence of the observer. It is not the silence of the board.

This is what I most want to make clear in this whole article: the absence of a story in the report is not evidence of the absence of a story in reality. It is evidence of the absence of a storyteller.

And this is why I, after many years, changed how I read tournament results. I no longer start from the results table. I start from the question of what the results table does not say. I look for the gaps. I cross-check them against other sources. I assume each gap is a missed story, not a confirmed fact.

There is one thing I have learned from this field itself: a writer's caution is not a passive virtue. It is a tool. It is like a player refusing an attractive move because they have not calculated all the variables. That refusal is not timidity. It is discipline.

And as in chess, discipline does not produce a good game. It only creates the conditions in which a good game can exist.

IV. The shift underway

I have spent most of this article on what is broken. But looked at more closely, I see a shift underway, and it deserves more mention than what is broken.

The generation of women's chess players is changing. They are younger. They come from more countries. They are present on online platforms more. And most importantly, they no longer wait to be covered. They cover themselves.

This is the biggest difference from fifteen years ago, when I started writing. Back then, if a female player wanted to be known, they depended on traditional media. Today, they have another path: streaming their own games, telling their own stories, building their own audiences.

This is not a technological improvement. It is a shift in power.

And it changes my job. I am no longer the gatekeeper. I am the companion. Back then I sat in the stands, not knowing I would step down through words. Now I know: the writer is no longer above the story. The writer is inside it.

There is a question I ask myself every time I sit down to write about a women's game: if I do not write this game, who will? And if no one writes it, then a year from now the only thing left about that game will be one line in a results table.

One line. Not a story.

That is why I write. Not because I believe I can change an entire industry with a few thousand words. But because I know an industry is made of thousands of missed games, and each game written decently is one time it is not missed.

I still remember the evening in Da Nang when I counted four viewers for a women's board. I no longer remember the result of that game. I only remember one thing: among those four, someone was thinking no one cared. That person was wrong. It was just that no one who cared had found the story yet.

And that story, however late, is still waiting to be written.

Appendix: The eight dimensions, summarised

So that non-specialist readers can use this frame, I summarise the eight dimensions into eight questions that can be printed and taped to a desk.

One, game technique: what opening, was there a novelty, what was the engine match rate, what was the average centipawn loss, how was the time managed?

Two, players and data: what do classical, rapid, and performance ratings say, is there data-form divergence, how is the head-to-head record against main rivals?

Three, tournament system: what is the qualification path, what tier does the event occupy, how strong is the field, what are the draw rate and schedule?

Four, competitive landscape: who is at the top, who is rising, are there signals of generational change, where does the split between rating number one and champion lie?

Five, rules and governance: what are the format and regulations, is there dispute risk, what role do anti-cheating measures play?

Six, risk: are there competitive, career, financial, psychological, or systemic risks to note?

Seven, media and expectations: does the public story match the data, is there an expectation gap, does the gender story overshadow the chess story?

Eight, industry transmission: how does this event affect youth training, platforms, commerce, and the public image of the discipline?

If a game can pass through these eight questions, it is ready to be told. If it cannot, the problem is not the game. The problem is the writer.

V. Closing

Signing a contract is a matter of black and white, but staying is a matter of the heart.

In chess, the same is true of the writer. Writing a report is a matter of black and white. But staying with a game, reading it, understanding it, and telling it decently, is a matter of the heart.

The eight dimensions are not a machine for producing perfect articles. They are a reminder that every game, women's or men's, large or small, contains more than a results table can say.

And when a system returns a beautiful but hollow frame, our job is not to fill it with inference. Our job is to send it back, and to seek the truth elsewhere.

Because the board, however neglected, never stops playing. It only waits for someone to sit down, look long enough, and tell it right.

And that someone could be you.