Three Branches of Martial Arts and the Empty-Data Trap

Two fighters step into the octagon. Fifteen minutes later, one raises his hand, the other bows his head toward the canvas. On the big screen, three numbers appear slowly like three verdicts: 48-47, 47-48, 48-47. Three judges, three pairs of eyes, one fight. The winner walks out wearing the face of a man who just won the lottery, while the loser sits down, both hands clutching his head, unable to understand what just crashed down on his ten-year career.

I have sat in front of a screen watching thousands of fights like that. It was only when I rebuilt a fight with my own hands, using data, that I understood that the most terrifying thing in sport is not defeat, but ambiguity. None of those three judges lied. They simply saw three different fights, because no measuring stick was tight enough to force them to see the same thing.

That is why I am writing this piece. Not to retell one particular fight, but to dissect the analytical framework I use for every piece of martial arts commentary I write, and to point out where it collapses.

Context: a martial arts world that refuses to sit still

Over the past two decades, competitive martial arts has become one of the fastest-growing entertainment markets on the planet. The UFC has expanded into Asia and the Middle East. ONE Championship set up base in Singapore and then reached into Bangkok, Tokyo, Seoul. Professional boxing still holds its place as a sport with enormous financial pull, with super-fights that cross the boundary of sport itself to become cultural events. And behind those stage lights sits a parallel world that few outsiders notice: the world of wushu, of taolu, of sanda.

These three branches do not speak the same language.

The first branch is modern combat sport: MMA, boxing, kickboxing, Muay Thai, wrestling, grappling. Here, the story is told through wins and losses, through strikes landed per minute, through takedown defense rates, through numbers that can be counted and verified. A strong fighter is a fighter whose record sounds heavy when you read it aloud.

The second branch is traditional wushu, with taolu, forms and weapon routines scored on movement difficulty and performance quality. Here, nobody fights anybody. There is one person standing in the middle of the floor, and a panel seated on either side, each holding a scorecard. The story is told not through heavy blows, but through deductions so small that outsiders cannot see them.

The third branch is sanda, a hybrid combat discipline where kicks, punches and throws coexist under rules that match neither MMA nor boxing exactly. Sanda is the child standing between two bloodlines, and precisely because of that, it is often misidentified by both sides.

I bring up these three branches not to sort them for fun. I bring them up because every serious analytical mistake in my career traces back to one single question I was too lazy to ask before writing: which branch is this piece actually about? When data begins to resist, tactics finally open their mouth. And data resists most violently when we apply the wrong measuring stick to the wrong subject.

An MMA fighter can lose a fight and still be the better man across three rounds. A taolu judge can deduct half a point because a foot rotated ten degrees off, something the audience never saw. A sanda bout can end with a beautiful throw, yet the scorecard leans toward the fighter who landed more precise strikes. Three systems of logic, three ways of counting, three ways of understanding what "good" means. Blending them together is analytical suicide.

Core: when a framework hits an empty wall

Let me tell a story about my own trade.

Not long ago, I received an analysis produced by a text-processing system, and it stopped me cold. The analysis was long, structured, with proper headings and tables. But when I read closely, I noticed something strange: the entire document contained not a single concrete fact. No fighter's name. No event name. No incident at all. Only one surviving label, "martial arts," and from that bare label, the system still tried to build eight analytical dimensions.

The result was that all eight dimensions collapsed in turn. Each item arrived at the same conclusion: insufficient information to assess.

At first glance, that looks like a failure. But to me, it is the most valuable lesson I have ever read about the limits of analysis. Because it points to something that many pieces of sports commentary, including my own, keep doing: we build an enormous analytical framework and then forget to check whether we have the raw material to fill it.

An analytical system is only honest when it dares to say "I do not know." That is the three-tier evidence discipline I pursue: what is explicit, what is a reasonable inference, what is merely speculation. These three tiers must be kept separate. And when all three tiers are empty, the honest answer is not to invent a story that reads smoothly, but to put the pen down.

Now imagine me applying that same framework to a real fight. Imagine I have the names of two fighters, their records, their strikes landed per minute, their strikes absorbed, their defense rates, their injury histories. At that point the framework comes alive. And I would walk through each dimension, as though walking through eight doors.

Dimension one: technical and tactical combat analysis

This is where data speaks loudest. A modern MMA fighter is measured by many metrics: significant strikes landed per minute, strikes absorbed per minute, striking accuracy, takedown defense rate, number of finishes. These four numbers, stitched together, can paint a portrait of a person more clearly than any commentary.

But it is precisely here that data begins to resist. A fighter with an extremely high output rate is usually read as an attacker who never tires. Look closer, though, and that rate can reflect the opposite truth: he throws so much because he lacks the ability to finish a fight early, so he must constantly hunt for an opening. Conversely, a fighter with a low output rate might be a cold controller of distance, waiting for the exact second to land the decisive blow.

I once simulated the roar of a crowd for an empty stadium, and discovered that the loudest applause came from the numbers. When the stands are empty, what remains are the figures, and they tell a completely different story from the one the crowd screams out.

The real tactical story lies in style contrast. A skilled grappler against a pure striker is a compelling equation: who imposes his distance first? The grappler needs to bring the fight to the mat. The striker needs to keep it standing. Whoever controls the distance is almost always the one who controls the outcome. This is what analysts call the style-matchup chain, and it is more reliable than any prediction based on feeling.

Dimension two: fighter condition and career longevity

A fighter is not a fixed metric. He is a curve.

The age curve in combat sport is steeper than in most other sports, because each fight takes not only physical capacity but also the nervous system's ability to recover. A fighter at twenty-eight might recover from a fifteen-minute war in two weeks. The same fighter at thirty-five might need two months.

Weight-cut risk is another variable outsiders routinely underestimate. A weight cut is not just about stepping on a scale at the right number. It is a weeks-long physiological battle that directly affects strength, reaction speed and durability on fight night. A fighter who cuts too much weight can enter the cage with the body of a man who has weakened himself.

Then comes injury wear. This is the thing that never shows up on a record. A fighter can win ten straight, but if all ten were drawn-out wars, the price sits in the knees, the shoulders, the wrists, and most importantly, the brain. A record does not tell you how many head shots a fighter absorbed over a career. That is the number nobody wants to count.

Dimension three: organizational and event landscape

A fighter does not compete in a vacuum. He competes inside a system of power.

At the top sit major organizations like the UFC, ONE Championship, and the giants of boxing. Each distributes opportunity differently. The UFC is known for tight exclusive contracts: once signed, a fighter can barely compete anywhere else. ONE Championship builds a different image, tied to the Asian region and to indigenous traditional martial arts. Professional boxing, meanwhile, fragments across multiple title bodies, so that a champion can be disputed over who is truly number one.

That fragmentation harms both fighters and fans. Fighters must choose between money and legacy. Fans must watch super-fights that should have happened but never did, because the two sides sit in different rooms. A contract is never wrong; only the person who signs it deceives himself. Managers always know what they are selling, while fighters sometimes only know whom they are selling their effort to.

Dimension four: business model and market

Combat sport is a business, and this business has a paradox beautiful enough to be cruel.

The main revenue comes from pay-per-view, from gate receipts, from sponsorship, and from image rights. But the commercial value of a fight often does not match its sporting value. A bout between the two best fighters can sell few tickets, while a bout between two loud names of middling skill sells out because of a carefully staged rivalry.

This is where I often disagree with the majority. Fans want to believe the best fight is always the best-selling fight. But the market does not work that way. The market runs on attention, and attention is not a measure of quality.

Behind that sits the question of the revenue share paid to fighters. In many organizations, the percentage a fighter receives from a major event is far lower than what stars in team sports receive. Fighters at the bottom of the rankings often have to work second jobs to survive. That is a truth the stage lights conceal very well.

Dimension five: rules and governance

Rules are where martial arts most clearly reveals its nature: a game with a referee.

The Unified Rules of MMA lay out round length, banned strikes and scoring methods. But rules do not enforce themselves. They are enforced by people, and people carry bias. That is why scoring controversies never end. A beautiful throw scores in one judge's eyes, but in another's it is merely a control position that produced no damage.

Then there is drug testing. This is a quiet war whose results are often known only after the fight has ended. A fighter can win, raise the belt, weep with joy, and months later be stripped of the title because of a positive sample. For fans, that creates unease: today's victory can become tomorrow's deceit.

Weigh-ins are the same. A fighter who misses weight is fined, loses part of his purse, or worse, has the fight cancelled. But behind every missed weight lies a story of pressure, of a body pushed to its limit, of cuts that slipped out of control. The rules see the number on the scale. They do not see the person standing behind that number.

Dimension six: health and career risk

This is the dimension I never allow myself to write about carelessly.

In combat sport, the highest risk is not a broken arm or a cut eye. The highest risk is the brain. Blows to the head accumulate over the years, and their damage often does not surface until a career is over. Research into brain injury from repeated concussion has shown something the martial arts world still does not want to face seriously enough: the price of this profession can be paid in memory, in temperament, in the final years of life.

Then there are weight-cut accidents. There have been cases of fighters collapsing, even dying, from trying to drop weight too fast. This is a risk outsiders cannot easily anticipate, because it does not happen on the mat. It happens in the sauna, in the hot bath, in the final days before weigh-in.

And there is another risk rarely mentioned: post-retirement security. A fighter who retires at thirty-five, having poured all his youth into a career whose window is brief, often lacks a solid financial plan. Many return to coaching. Some open gyms. But others fall into the gap between faded fame and an unwritten future.

Dimension seven: public narrative and market expectation

Martial arts is the sport of stories told too loudly.

Every big fight comes with a media build. There are fiery press conferences. There are challenges thrown out with serious faces. There are confrontations that nearly erupt before the referee intervenes. Most of it is theater. It is the job. People call it manufactured beef, and it is part of the business model.

The problem is that the public often cannot distinguish a story staged to sell tickets from a level of skill verified by data. A fighter hyped by the media may face an opponent whose win probability, based on every metric, is only forty percent. Yet betting odds and fan expectation can push that number up to seventy.

The gap between expectation and reality is where analysis holds the most value. Not to predict who wins, but to show that the crowd is watching a different fight from the one taking place.

Dimension eight: martial arts industry transmission

Finally, look at martial arts as an ecosystem.

Upstream are the gyms and youth development systems. This is where future fighters are raised, and also where the supply of talent determines a country's strength in this sport.

In the middle are the organizations and events, where talent is packaged into a product.

Downstream are broadcast, streaming, betting, sports equipment and consumer markets. This is where money flows in, and also where ethical risk concentrates most densely.

Esports betting is eroding competitive integrity faster than traditional sport, because its regulations lag behind the industry's growth. And in martial arts there are similar grey zones. When betting money flows into a fight, everything on the mat becomes more suspicious, even the most beautiful moments.

Contrarian angle: the trap of empty data

Here I want to return to the story at the beginning, because it holds the most important lesson.

That eight-dimension analysis I mentioned failed. But it failed honestly. It invented no fighter. It imagined no fight. It showed that, when there is no data, the only way to preserve integrity is to say plainly: I do not know.

Meanwhile, how many pieces of sports commentary out there are doing the opposite? How many articles build a compelling story from an information base that is utterly hollow, then decorate it with unverifiable numbers and unfounded judgments? I have done that. I have written commentary that sounded very convincing about fights I had not finished watching. I have made confident predictions about fighters I knew only through a few video clips.

The 2026 rebellion taught me one thing: fear the number that does not know how to lie. But only when I saw a vast framework collapse on its own for lack of raw material did I understand the other side of that lesson: also fear the beautiful framework built on nothing.

This is where I want to challenge my own trade. Sports commentary has a dangerous habit: treating structure as evidence. If a piece has an introduction, a body, a conclusion, tables and figures, readers assume it is trustworthy. But structure does not create truth. An empty frame is still an empty frame, no matter how beautifully painted.

And this is what coaches, agents and media organizations all know but rarely admit: most of what we call "analysis" is just storytelling with decoration. A real analysis must dare to ask questions before offering answers. It must dare to say that the data here is insufficient, that this conclusion is only speculation, that that hypothesis needs more testing.

I once simulated the 2026 Champions League final between Manchester United and Bayern Munich under twenty different scenarios, just to answer one question: if Bayern had scored a second goal in the eightieth minute, could Manchester United still have come back? A data analyst from a European football federation contacted me afterward, admitting my approach was annoying but thought-provoking. I tell this story not to boast. I tell it to say that scenario simulation has value when it rests on real data, and becomes a farce when it rests on pure imagination.

Between the pitch and the esports arena there is an invisible bridge, and I make a living by proving it is wobbling. That bridge is the bridge of decision-making under time pressure. A DOTA 2 player must decide within half a second. A fighter must read his opponent's blow in the instant before it lands. A midfielder must choose a pass in a heartbeat. All three are playing the same game: the game of processing information under pressure.

But there is one difference I must admit. In esports, every action is recorded frame by frame. You can rewind and see exactly when a player clicked, at what coordinate. In martial arts, we still score with the human eye. And the human eye, as the three judges at the start of this piece proved, can see three different fights from one event.

One generation plays games, one generation watches fights, and the person standing between them sees that they are crying for the same thing. Both are begging for the same thing: verifiable fairness. The gamer wants a ranking system free of bias. The fight fan wants a scorecard that does not depend on the feelings of two people seated beside the mat.

That is why I believe the future of martial arts analysis lies in applying what esports has already achieved: record everything, measure everything, and let data speak before humans judge. Not to replace judges with machines, but to give judges a mirror to look into.

What remains

The three branches of martial arts will keep speaking three different languages. Taolu will still be scored on difficulty and performance quality. Sanda will still stand between two bloodlines. And modern combat sport will still be measured by wins, losses and countable numbers.

What I learned from that empty analysis is not a new technique, but an attitude. Before dissecting a fight, check whether you are truly holding a fight in your hands. Before reaching a conclusion, ask which tier of evidence it stands on. And when there is nothing to say, have the courage to stay silent.

If you are reading martial arts commentary in which every sentence is certain, every prediction decisive, every number perfect, be careful. You may be reading an empty frame painted very beautifully. But if you read a piece that dares to say "I am not sure," that admits "the data here is insufficient," then perhaps you are reading someone who truly understands the trade.

Martial arts, after all, is not a sport of answers. It is a sport of questions asked at the right moment. And the best person is not the one who answers fastest, but the one who knows when to wait one more round to see the truth clearly.