The N/A Cell: When Combat Sports Pays for Analysis That Has No Data

The N/A Cell: When Combat Sports Pays for Analysis That Has No Data

A forty-page PDF. Eight sections. Ninety-six data cells. And all ninety-six of them carry the same entry: N/A.

The person who sent it to me works for a regional sports content outfit, hired to build a pre-fight dossier for a combat sports event in Southeast Asia. He followed the process properly: collected fight records, cross-checked footage, verified sources. The process returned zero. No record was long enough to draw a form curve. No footage was sharp enough to count strikes. No weigh-in data had been published in full.

Three weeks later, an "in-depth analysis" of the same matchup appeared online, twice as long, with confident language: nerves of steel, superior conditioning, a psyche forged through three knockdowns. Not a single line had a source.

Two people doing the same job. One dared to write "insufficient data." The other did not. And the one who did not got many times more engagement.

N/A stands for not available. In an analytical spreadsheet, it is the cell left blank because there is nothing to fill in. In the sports industry, it is the cell nobody wants to look at, because a table full of blanks looks like a professional failure. I have received no fewer than ten such reports over seven years. The longer I do this work, the more convinced I am that the blank cell is the most honest part of any report.

Why Combat Sports Is the Most Data-Poor Sport There Is

Football has Opta. Basketball has Synergy Sports. Tennis has Hawk-Eye recording every serve down to the smallest tournament level. Combat sports? Combat sports has a piece of paper.

A record like 7-2. Seven wins, two losses. That is the entire file most professional fighters in the world possess. That sheet does not tell you whom they beat, at what weight, on how many days' notice, or whether the win came by judges' decision or by a punch landed on an already exhausted opponent. It is a bare number carrying no context at all.

Three structural reasons put combat sports in this position, and none of them have to do with laziness in the industry.

The first is fragmentation. Football has FIFA, basketball has FIBA, but combat sports exists under hundreds of different governing bodies, each with its own ruleset, its own record-keeping, its own publication standards. There is no central registry holding a fighter's entire career. Even in disciplines recognized internationally — the International Federation of Muaythai Associations, IFMA, has held International Olympic Committee recognition since 2026 — fight data still sits scattered across the ledgers of individual national federations.

The second is sample size. A championship boxing match runs a maximum of thirty-six minutes. An MMA bout runs a maximum of twenty-five. An amateur fighter in a provincial town may have only eight rounds recorded across an entire career — under forty minutes of footage. Forty minutes. That is the entire body of material available to assess a human being. At that volume, every predictive model is lying with mathematics.

The third is ownership. Major organizations keep their data private because it is a commercial asset. That makes business sense, but it creates a paradox: the people who pay to watch the fight never get enough data to understand the fight they just paid for.

In Vietnam there is an additional layer. The country's martial arts scene runs on several parallel tiers: traditional Vietnamese martial arts, Vovinam, Muay Thai gyms tied into the Thai training network, amateur boxing, and an MMA scene booming in the major cities. Each tier has its own competition system, its own recording habits, and almost nothing connecting them. The result is a fighter who may be known across an entire gym community, named in dozens of short videos, yet does not exist in any searchable database.

Anatomy of the Gap: Three Layers of Missing Data

When an analysis returns all blanks, people in the industry usually blame a lack of professionalism. I think most blanks are not failures but consequences, and they belong to three different layers.

The first layer is data that does not exist. Nobody measured it, nobody recorded it, and nobody was obligated to. This layer accounts for most of combat sports. Heart-rate recovery between rounds, the weight difference before and after the scale, the number of times a fighter loses balance in a round — no organization collects these because they do not sell tickets.

The second layer is data that exists but nobody pays to retrieve. It lives in the coach's notebook, in vertical phone clips shot at ringside, in the memory of the cutman. To extract it you have to show up and sit long enough. That is a cost nobody wants to bear, because it produces no headline on the same day.

The third layer is data deliberately blurred. This is the most dangerous layer. Numbers selectively brought into the light, old achievements repeated while recent defeats stay quiet. A fighter with a long nominal winning streak may still be declining, if you have the patience to look at whom he beat and when.

When everyone looks at the win, I look for where the weakness is hidden.

Thirty Minutes Reading a Fighter Through What Never Gets Recorded

Based on my experience watching fights, there are four things I always note before opening any statistical table, and none of them require an expensive data system.

The first is how a fighter breathes at the thirtieth second of a one-minute rest. Not the rate — the manner. A fighter with fuel left usually breathes through the nose, chest barely rising. A fighter running on empty opens the mouth, shoulders lifting with each breath. I watched a bout at a small gym where the hometown fighter was drinking water with his mouth wide open in the second round. He won that fight on the judges' cards. He lost his next three.

The second is foot position after taking a hit. Some retreat straight back along the rails. Some rotate off-line and answer with a counter. That difference appears in no statistical column, yet it decides who can still read the fight after being struck.

The third is how long it takes to re-lace the gloves. It is a small but remarkably stable indicator of hand condition and focus. A normal fighter re-laces in about two seconds. When that stretches, it usually signals an unhealed wrist injury, or someone buying time.

The fourth is where the eyes go when the referee separates the fighters. A fighter looking into the opponent's eyes is trying to read the situation again. A fighter looking at the floor is looking for footing. A fighter looking toward the corner is looking for permission.

Apply those four observations to a blurry recording and I can reconstruct a fighter's technical portrait in about thirty minutes. None of those figures are measured by software. Every sports story begins with a forgotten number, but my job is to find that number before it gets packaged into a blank cell.

One thing stands out in Vietnam: fighters trained in traditional martial arts are often misread by imported metrics. Their footwork is built on short steps, distance control, waiting for the opponent to open up. In a Western scoring system that rewards output volume, that style registers as passive. But put the same footage in front of someone who trained in a traditional Vietnamese school and they will see control. One human being, two opposite scorecards, both claiming objectivity.

The Industry's Blind Spot: More Data Is Not the Answer

The default industry response to a table full of blanks is to demand more data. Invest in collection systems, hire more recorders, buy motion-tracking software. I think that reflex is wrong, and wrong at precisely the most important point.

Low-quality data does not add information. It adds confidence. A model running on forty minutes of blurry footage does not produce a weak result — it produces a strong, tidy, charted, and incorrect one. A spreadsheet full of cells filled with junk data is more dangerous than one full of N/A, because the second forces the reader to doubt while the first gives the reader a reason to believe.

The real problem lies in the incentive structure. Nobody pays for a blank report. A blank report generates no headline, no argument, no views. A confident claim about nerves of steel generates all three. As long as the market rewards certainty over accuracy, the honest analyst will always be forced to choose between professional credibility and getting paid next month.

The consequences do not stop at the article. A bad scouting report can flow into matchmaking, into betting odds, and worse, into how a fighter sees himself. A twenty-year-old who reads that he has "superior conditioning" will build his training plan on that assumption. If the assumption was written out of a blank cell, what gets destroyed is not a news article but several years of a career.

Breaking convention does not require a loud voice. It requires evidence heavy enough. And in this case, the heaviest evidence available is the admission that there is none yet.

What I Expect From the Next Generation of Analysts

I believe in data, but I write about what data cannot measure. And in Vietnam, the distance between those two things is still wide — wide enough that someone in this profession can make a difference simply by recording carefully.

Stadiums do not generate data on their own. People do. When the stadium is empty, the person inside finally speaks up, and that is when what is worth recording actually appears.

What I hope for from the next generation of combat sports analysts is not more complex forecasting models. It is someone willing to sign their name to a blank report — with a date, a source check, and one single sentence: we do not know yet. In an industry where everyone is shouting that they know, the first person brave enough to say they do not will be trusted the longest.