The Wrong Lens: Why a Taolu Scorecard Cannot Be Read With MMA Logic

On the scoreboard of a wushu taolu final, nobody wins. Three numbers appear: 9.72, 9.68, 9.75. No knockout, no submission, no referee raising a fighter's hand. The athlete on the top step of the podium did not defeat anyone. She merely performed better than the other two, judged against a set of criteria prepared in advance: the difficulty of the movement, the precision of the balance, the smoothness of the transitions, the amplitude of the leap, and a few more lines buried inside a long rubric that the crowd on the floor never sees.

Sitting in the seventh row, I heard a familiar television commentator say into the microphone: "She won on difficulty." The sentence is literally true. But it commits an error it took me years to recognise: it uses the verb of one sport to describe the rules of another. "Won" is a concept of combat. Taolu has no combat. Taolu has a stage, a panel of judges, and a sheet of scores. Those three things do not produce a winner; they produce the person who was scored highest. The distance between those two ideas is not a matter of semantics. It is the whole business of reading martial arts.

That same week, in my inbox, there was a document file awaiting analysis. I opened it and found it empty. No title, no source, not a single line of data about any fighter, event or organisation. Only one label survived: "martial arts". I sat looking at the screen for about ten minutes. Then I realised I was standing in exactly the moment the trade rarely teaches: the moment you must choose between writing a conclusion with no basis, and saying plainly that you have nothing yet to say.

Most of the sports media industry chooses the first option.

One word, three different worlds

In Vietnamese, we call all of it "võ thuật". In English, people call all of it "martial arts". Those two words conceal a reality: under one name, there exist at least three competition systems whose operating logic is so different that they cannot share a single ruler.

The first system is modern combat sport: MMA, boxing, kickboxing, Muay Thai, grappling. Here there is an opponent, there are rounds, there is a winner and a loser, there is a win-loss record, there is a knockout rate, there is control time on the ground. Everything reduces to one question: who removes the other's ability to compete first. The metrics of significant strikes landed and absorbed per minute — SLpM and SApM — are the instruments of this world. The ten-point must system, in which every round must produce a 10 and a 9 or lower, also belongs to this world.

The second system is sanda, or tán thủ. This is the combat discipline of Chinese martial arts, permitting punches, kicks and throws, but operating under its own rulebook, sitting between traditional martial arts and professional kickboxing. Sanda has opponents, it has winners, but its scoring and its handling of throw situations differ sharply from MMA. A takedown that puts an opponent on the floor in sanda carries a different scoring value than a takedown in MMA.

The third system is taolu. This is a performance discipline. No opponent, no rounds, no knockout. There is a choreographed form, empty-handed or with a weapon, and there is a panel scoring difficulty and performance quality. In taolu, the concept of "finishing the fight" does not even exist. You cannot knock out a person because there is no one to knock out.

I stress this distinction not because I enjoy taxonomy. I stress it because it determines the entire method of analysis. If you apply the win-loss logic and knockout rates of professional combat sport to a taolu routine, you will produce a conclusion that is structurally wrong — wrong not in its numbers, but wrong in the nature of the question. You will go looking for the knockout rate of a sport that has no knockout. You will go measuring the ground-control time of a person who never competed against anyone.

This is the kind of error I call a lens error. It does not appear because the analyst is lazy. It appears because the analyst is good. Someone who has spent years reading MMA will have a natural reflex to ask: "How does this fighter win?" That reflex is an asset inside his own world, and a disaster the moment he steps onto a different stage. Your best skill can become your biggest blind spot.

The history of wushu makes this plain. When wushu first sought a place in international competition, organisers had to split it into two separate branches — taolu and sanda — precisely because they could not be scored on the same scale. The two branches use two sets of criteria, two kinds of officials, two modes of training. A good taolu athlete is not automatically a good sanda athlete, and vice versa. Their bodies are conditioned for different objectives.

And yet, in the press, both are still routinely called by the same name, and read through the same lens. An article about a sanda fighter winning an Asian title and an article about a taolu athlete taking a world medal can be written from exactly one template: "the Vietnamese athlete brilliantly won." The word "won" here conceals the fact that those two people did two entirely different things.

I do not object to honouring achievement. I object to honouring it with the wrong verb, because the wrong verb leads to the wrong question, and the wrong question leads to misunderstanding the very people we are praising.

Eight dimensions of analysis, and why each needs its own lens

When a sports file reaches my desk, I usually walk through eight dimensions. These eight are the same across all martial arts, but the instruments used for each change depending on which world you are in. This is the driest part of the trade, and also the part that decides whether the final article deserves to be trusted.

The first dimension is technical and tactical analysis. In combat sport, I need to know who fights how: a pressure boxer, a counter-puncher, a wrestler, a distance-keeper. I need to know the history between those styles. I need to know whether the win-loss record is genuinely quality or merely inflated by a run of weak opponents — what insiders call padding the record. But in taolu, this dimension becomes something else entirely: reading the difficulty structure of the form, analysing how the athlete distributes energy across the high points, and how they handle the riskiest movements. There is no opponent to compare against. People compare against their own previous version.

The second dimension is the athlete's condition and career age. For an MMA fighter, I look at the age curve, the number of bouts, the volume of head strikes absorbed, the injury history, and the risk of the weight cut. For a taolu athlete, the question is: at what age can the body still be flexible enough for the hardest movements, and when does a career end because the joints no longer permit it. Both talk about the limits of the body, but one talks about the capacity to absorb punishment, the other about the capacity to bend.

The third dimension is the event and organisational landscape. In MMA there is UFC, ONE, Bellator, PFL. In boxing there are four sanctioning bodies — WBA, WBC, IBF, WBO — and who is the true champion of a division depends on which body you ask. In kickboxing there is Glory, K-1, ONE. In Muay Thai there is the twin-stadium system of Lumpinee and Rajadamnern. In grappling there is ADCC and IBJJF. In traditional wushu there are national championships and the World Wushu Championships. No single lens reads all those structures at once.

The fourth dimension is business model and market. This is the dimension I am most careful with, because it is the easiest to fabricate. Revenue for a combat event comes from several sources: gate, broadcast, pay-per-view, sponsorship, and commercial agreements. The revenue share paid to fighters at major MMA organisations typically sits well below the roughly fifty per cent that team-sport leagues pay their players, while top boxers can take more than half. That gap is not a minor detail. It decides who can live off the sport and who cannot.

The fifth dimension is rules and governance. Every sport has its own rulebook, and every rulebook decides what is valid. The Unified Rules of MMA are applied by most US state athletic commissions. Boxing has its own rules. K-1 and Glory kickboxing have their own. Sanda has its own. Taolu has its own scoring criteria, and inside those criteria there is no concept of a "foul" in the combat sense.

The sixth dimension is health and career risk. This is the heaviest dimension. For a combat fighter, the biggest risk is cumulative brain injury from years of head strikes — the condition associated with chronic traumatic encephalopathy. The biggest acute risk is a weight-cut incident: kidney injury, rhabdomyolysis, collapse at the weigh-in. For a taolu athlete, the biggest risk lies in the joints and the spine. Both are about health, but the risk map is entirely different.

The seventh dimension is public narrative and market expectation. This is the dimension the media loves most and the easiest to manipulate. A story about a hero returning from injury always sells better than a table of defensive numbers. But that story is usually constructed by the organisation's own communications department, and it has a purpose: selling tickets.

The eighth dimension is the transmission of the whole industry. An event at the top tier — a contract, a rule change, a new promotion — propagates down to the lower tiers: gyms, the pipeline of young talent, the equipment market, and the betting platforms. Without an originating event there is no transmission path. You cannot analyse the impact of a shock that has not happened.

These eight dimensions are the skeleton of the trade. They are alike in that they all demand evidence. They differ in that each demands a different kind of evidence. And here is the crux: when there is no evidence, that skeleton does not collapse. It simply stands there, empty, waiting for someone to fill it.

When the data is empty, the profession truly begins

Back to the empty file in my inbox.

An inexperienced writer will open the file, see nothing, and start writing. They will fill it with familiar phrases: "with the development of the martial arts industry", "according to experts", "in the coming period". Those sentences are not grammatically wrong. They simply carry no information. They are foam.

A professional writer does the opposite. They will say: I do not yet have a sufficient basis for a conclusion. And they will point out exactly what is missing, where it is missing, and what is needed to fill it. That is a far less appealing answer than an analysis stuffed with assertions. But it is the honest one.

In my trade there is a principle I wrote out and taped to the wall: data never commits a foul; the writer is the one who gets the card. When a dataset returns an absurd result, people tend to blame the data. But data only records what happened. The person who misreads it, who asks it the wrong question, who interprets it too far — that is the one who errs. In this case, the data was not wrong. It simply did not exist. And the person responsible for its absence is the one who did not go and get it.

There is a very concrete pressure in this industry. The newsroom needs copy. The platform needs fresh content every day. The algorithm rewards headlines with clear conclusions. An article saying "I don't know yet" will be buried beneath an article saying "this is what will certainly happen". Both may rest on the same amount of information — often very little — but the second will be read ten times more.

That is why the market is full of confident predictions. People predict the winning team, the winning fighter, the next champion. But forecasting in sport has a built-in error rate that few are willing to look at squarely. I once built a predictive model based on referee behaviour at a World Cup, and the model was right in most group-stage matches. But in one specific match, when social pressure bore down on the referee because the host nation had been eliminated early, my model collapsed entirely. The referee issued eight yellow cards and awarded two penalties in a match the model had predicted would be calm. The variable I ignored was not in the spreadsheet. It was in people's heads.

That lesson has shaped how I write ever since. Every analysis I produce now ends with a section stating the assumptions I left out. Not to appear humble. But so the reader knows exactly where my reasoning might crack.

The law never enters stoppage time

There is a line I use often when talking to young people entering the trade: the law is the only thing that never enters stoppage time. A match can be extended. Time can be added. But the rulebook stands there, unchanged, unyielding, indifferent to the mood of the stands.

In combat sport, this shows most clearly in controversial decisions. A fighter goes down, the crowd roars for a penalty. The referee looks at the screen, looks at the law, and decides. The crowd looks at emotion, at who deserves consolation, and judges. The two sides use two different languages to describe the same moment. And in most cases, the side that is wrong is not the referee.

This brings me to the fifth dimension, rules and governance, in another way. When I have no data, I cannot assert that anyone complied or violated. And this is something the public rarely understands: an empty result is not a confirmation of innocence. The absence of a doping signal does not mean there is no doping. The absence of a scoring dispute does not mean there is no dispute. The absence of data only means the absence of data — and the honest reader must be told that.

I have seen too many articles turn silence into evidence. "No objection was raised" — as if no one speaking up were proof of consensus. "No accusation was made" — as if no one complaining were proof of innocence. In both cases, the writer took the absence of data and turned it into the presence of a conclusion.

In a season with no crowd, I once learned that silence can be data. But it is data only when we state clearly that it is silence, not when we fill it with our own noise. The 2026 season had no spectators, but it had a very large ear. That ear could hear the fighter's breathing, the feet moving on the mat, the coach talking in the corner. All of that is real data, because it truly existed. But if I invented a packed, roaring arena in a match with no crowd, I would have betrayed that very data.

Four variables that cannot be read through a single lens

There are four themes I see most misread in martial arts media. All four are serious subjects, and all four get turned into stories easier to sell than their real nature.

The first is the weight cut. This is the process by which a fighter drops weight very quickly in the days before the weigh-in, often through dehydration, to make a divisional limit. The media often tells this story as proof of will and sacrifice. The truth is that it is one of the most dangerous processes in sport, with acute risks including kidney injury, rhabdomyolysis, and collapse at the weigh-in. When a fighter steps on the scale with a hollow face, that is not an image of willpower. It is an image of a system pushing a human being close to the survival limit to serve a weight class designed for television.

I have watched many weigh-ins and recorded how long a fighter stands on the scale, the colour of their face, how they step down. These notes are not as exciting as an emotional interview, but they say far more about an athlete's health than any statement.

The second is cumulative brain injury. This is the subject the combat sports industry usually handles by looking away. The number of head strikes a fighter absorbs over a career, the number of knockouts, the intervals between returns after head injury — all are trackable numbers, and all rarely appear in articles praising a fight. A knockout is sold as a peak moment. It is also one instance of brain injury.

Here I must state plainly what I said above: when there is no fighter named and no medical data, I cannot conclude anything about anyone. And that means I also cannot confirm that someone is healthy. The lack of information is never a clean bill of health.

The third is the business model of major events. A fight between two stars can sell millions of pay-per-view buys, while an event of comparable professional quality but without stars may sell only a fraction. This shows that commercial value and competitive merit often diverge widely. The bout between a famous MMA fighter and a legendary boxer on August 26, 2026 is a textbook example: competitively it was a mismatch, but commercially it became one of the best-selling events in history with more than four million buys. People do not pay to watch a balanced contest. They pay to watch a story.

When I analyse such an event, I am forced to separate two questions: who is better, and who sells more. Mixing those two questions is the fastest way to write a wrong analysis.

The fourth is record padding. This is the phenomenon of a fighter being matched repeatedly against weak opponents to build a pretty win-loss record before entering a bout that truly matters. Looking at the win-loss number, one sees a star. Looking at opponent quality, one sees someone never truly tested. The difference between those two views is the entire reason I always check opponent quality before checking the record.

The media loves the underdog, because the underdog generates traffic

There is a habit in the industry I have observed long enough to name. The media loves upsets. A weak team beating a strong one, an unknown fighter beating a champion, a story of someone rising from below — all are the most shared content. And that is why such content is the most produced.

But I learned something from tracking weak teams year-round: the price of a miracle never appears in the moment of the miracle. It lies in the losses before it, in the training sessions no one records, in the injuries no one counts. The moment of the upset is only the tip of an iceberg accumulated through many defeats.

When I write about an upset, I try not to write about the upset. I write about the long period before it, when the results had already begun to change but no one had noticed. That is what readers do not see in a headline, and it is also the only thing that explains why the miracle happened.

In martial arts, this shows through fighters who are underrated for years. They lose the fights everyone expected them to lose, so no one remembers. They win the fights no one expected them to win, but the wins are not impressive enough for a headline. Then one day they win a fight big enough, and the whole world calls it a surprise. To those who have followed them, it is not a surprise. It is a process that has unfolded over years and finally became large enough to show.

I once watched such a fighter compete live. I did not watch the decisive blow. I watched how he moved through the first three rounds — how he closed distance, how he lowered his centre of gravity, how he waited. Those three rounds had nothing for television. But they contained the entire explanation for the blow in the fourth. I don't watch the goal; I watch the camera angle watching the goal. In martial arts, I watch the three rounds where nothing happens, in order to understand the fourth.

Load management, and a story that gets romanticised

There is another subject I see distorted in the opposite direction: load management and injury comebacks.

In modern sport, resting an athlete to protect their health is presented as a scientific advance. To a degree, that is true. But if you look closely at the schedule, you see something else: those rest periods often coincide with commercial tours, with friendlies of little competitive meaning but great financial meaning, and with events staged to serve a market rather than a contest.

In other words, load management does not only protect the athlete from injury. It also clears space for other, more lucrative activities. This is an observation I keep in mind whenever I read an announcement that a star is "rested to safeguard their condition".

In martial arts, the expression of this phenomenon is the carefully staged comeback. A fighter rests for a long time with an injury, then returns in a heavily promoted bout, usually against a carefully chosen opponent to guarantee victory. The story told is one of will overcoming adversity. But behind it is a commercial calculation: a star returning safely sells more tickets than a star returning and losing immediately.

I am not saying fighters are not brave. I am saying the story of their bravery is usually written by people with a financial interest in that story succeeding. And an honest reader should know who is holding the pen.

When football becomes athletics, and why it matters to martial arts

There is an observation I carry from football to martial arts, because I believe it applies to both.

In football, the high press was once seen as the tactical pinnacle of a decade ago. Top teams used it to overwhelm opponents deep in their own half. But over time, it was decoded. Mid-table teams learned to resist it, and they did so through physicality. They turned the match into a physical race, where technique is drowned out by the ability to run without stopping. When a tactic is decoded, what replaces it is usually not a smarter tactic. What replaces it is physicality.

In martial arts, something similar is happening. Highly technical schools once dominated certain weight classes, but as opponents learned to neutralise them, what decided wins and losses often became endurance and speed. A technically skilled fighter with average conditioning can lose to a technically average fighter with good conditioning, simply because the fight lasts long enough for technique to be eroded.

This is why I always read physical metrics alongside technical ones. Strikes per minute mean little without knowing how many strikes a fighter can still throw in the fifth round. And a fight is not decided in the first round. It is decided by who is still standing in the last.

A camera angle is a third witness

I work in Seoul, writing for the Korean market, but I was born in Australia and grew up with one eye on Asian competitions. This position gives me one advantage and one risk.

The advantage is that I see things people inside the market cannot, because they are too used to them. The risk is that I may unconsciously take a side, because I live and work in that market.

The way I protect myself from that risk is a professional habit: I always ask myself which camera angle I am watching through. When a Korean fighter wins, I do not replay the finish to confirm the victory. I replay the camera angle that shot the finish, and ask myself which frame the television director chose to show the audience what. Does that angle show a clean strike, or does it hide a glancing contact? Does it cut to the winner's face, or the loser's?

This is why I say a camera angle is a third witness. Fighters compete for the audience, but they also compete for the camera — because most of the audience is not inside the arena, they watch through a screen, and that screen is controlled by someone else.

The origin of this habit is a night in June 2026, when I was seventeen and watching a match at a World Cup. A goal was ruled out by the assistant referee for offside, then allowed after video review intervened. I did not celebrate like my friends. I began downloading every match of the tournament and recording every refereeing decision that changed. In two weeks I built a notebook forty-seven pages thick, noting only the decisions. Kazan erased a goal, but it opened an eye. That eye is the eye of someone who does not trust the first image.

A few years later, in a European semi-final, a controversial penalty was awarded after a collision in the box. I dug into the data I had built during the pandemic years and found that this referee had awarded several similar penalties in recent matches, always under a consistent principle about the ball being live. My article of more than two thousand words on that incident was shared, and within a week I received an offer to contribute to a Korean sports site. Sterling fell in the box; I stood up in the lecture hall. I recount this not to talk about myself, but to state a principle: a refereeing error is not a fault to criticise. It is a window into how we manufacture truth in sport.

The referee is the fastest reader of the match

There is a line I wrote and keep with me: the referee is the fastest reader of the match; I merely write one beat slower. A referee must decide within seconds, based on what their eyes see and the law they know. I have hours, multiple camera angles, replays, and a data archive to consult. If I read the match worse than the referee, the problem lies with me, not with him.

This sounds obvious, but it is a principle I see violated every day on social media. A decision is called wrong simply because the viewer disliked the outcome. A referee is called biased simply because he penalised the team the viewer supports. In those moments, the viewer is using emotion to replace reading the law.

In martial arts, this appears in scoring decisions. A fighter is scored as losing although the crowd thought he won, and immediately there are accusations of fixing. Sometimes those accusations have a basis. But most of the time, it is simply that the crowd does not know the scoring criteria being used. They are scoring by feel, while the officials are scoring by law.

And here is what I want to make clear: discipline is not punishment; discipline is a way of reading the match. When a fighter is deducted a point, it is not a personal penalty. It is the system recording that a behaviour crossed the permitted frame. When a fight is stopped to protect a fighter, it is not arbitrary intervention. It is a decision based on observable data about that person's ability to defend themselves. A good reader of the match does not read the result. They read how the result was made.

What remains after removing everything that cannot be proven

Back to the empty file.

After sitting with it for a long while, I did not write an analysis. I wrote a note about what was missing. I listed it out: no fighter names, no event, no organisation, no technical data, no financial data, no time context. I stated clearly that if I tried to analyse, every conclusion would be a product of imagination rather than evidence. And I sent that note back, with a list of what was needed for the work to begin.

That was the least glamorous decision I have made in the trade. No one shares a note about what is missing. But it was the right decision.

In the trade of writing about martial arts, there is a huge temptation: when you know a lot, you want to say a lot. When you have watched hundreds of fights, you begin to believe you can read any fight from a few lines of information. That temptation is the biggest blind spot. Your knowledge becomes a lens you cannot remove, and you start seeing fights that do not exist.

The distinction between the three worlds under the word "võ" is the clearest lesson about this. A person can be a leading expert on MMA and know nothing about taolu. A person can read sanda rules fluently and be utterly blind to the scoring criteria of performance wushu. In both cases, their skill is real, but its scope is limited. A good writer is not the one who knows the most. A good writer is the one who knows exactly the boundaries of what they know.

There is one thing I believe holds true for football, boxing, MMA, sanda and taolu: the only way to stay honest is to keep asking which lens you are using. When I watch an MMA fight, I use the combat lens. When I watch a taolu routine, I must remove that lens and replace it with an entirely different set of criteria. If I forget to remove it, I will write an analysis that sounds highly professional and is completely wrong.

Sports media is becoming ever more dependent on data. Predictive models, metric tables, ranking algorithms — all promise an accuracy the human eye cannot reach. But data is only as honest as the question we put to it. If we put an MMA question to a taolu routine, the data will answer — it will always answer — and that answer will be wrong.

What I have drawn from all these years of watching is not a better method of analysis. It is a habit of slowing down. Before asserting anything, I ask: which world am I in, which ruler am I using, and do I actually have the data to say this. Those three questions do not make me write faster. They make me write less. And in this trade, writing less but more accurately is an advance, not a retreat.

As for that empty file, I still keep it. I keep it in a folder named "what I don't know yet". Whenever I sense I am about to write a conclusion with nothing behind it, I open that folder and look at it for a while. It reminds me that in the trade of reading sport, the hardest moment is not when you cannot find an answer. The hardest moment is when you must admit there is not yet a question to answer.

And I think that holds for readers too. A spectator watching a match with no crowd will hear more than a spectator sitting inside the roar. A reader reading an article that admits it does not yet know will learn more than one reading an article confident it knows everything. In both cases, emptiness is not an ending. It is the beginning of something slower, and more honest.