Verdicts on Empty Data: Why Football Analysis Must Learn to Say 'Insufficient Evidence'

Minute 67 at the bet365 Stadium, 13 May 2026. Arsenal's Theo Walcott went down inside the Stoke City penalty area, Bruno Martins Indi's hand clung to his shoulder and released a beat too late. Mike Dean did not give a penalty. That night, in a Manchester newsroom, I replayed twelve camera angles and timed the contact between hand and shoulder: 0.4 seconds. IFAB Law 12 places holding, pulling and pushing an opponent in the category of direct free-kick offences; when such contact happens inside the penalty area, the outcome is a penalty kick, regardless of whether the fouled player is touching the ball. A still frame from the camera behind the goal gave me enough material to write a tidy piece of law analysis, complete with timestamps and article numbers.

That piece was shared more than five thousand times and opened the door to a career explaining the laws of the game. It also quietly taught me something else that took several seasons to fully understand: not every night comes with twelve camera angles. Some nights I had one blurred frame, one line from an unnamed source, and an editor's clock ticking past 23:00. On those nights the hardest job was not reaching a verdict. The hardest job was writing the truest sentence available: there is not enough evidence to conclude.

This profession never lacks people willing to speak. It lacks people willing to stay silent.

The pulse of an industry that will not wait

At the 2026 World Cup in Russia, an average of about 6.8 minutes per match was spent on VAR reviews — I logged that figure on a spreadsheet of my own, next to a column for actual ball-in-play time. Four years later, at Qatar 2026, FIFA put semi-automated offside technology into operation and cut waiting time to a few dozen seconds per incident. From the 2026-25 season, the Premier League ran a similar system. In Vietnam, VAR arrived in V.League 1 from the 2026 season and gradually covered the competition's marquee fixtures, dragging a new layer of argument about how the laws are applied.

This industry has quietly agreed on an exchange rate: accuracy is worth time. But the speed of technology was never the speed of conclusion. A system can return a verdict in three seconds, while the data needed for the right verdict sometimes takes three days to verify. The gap between those two timestamps is where most of the refereeing controversies I write about each week are born, and where public trust erodes.

The same thing happens beyond the touchline. The transfer market runs on a different clock: deadline day, exclusive stories, airport photographs, accounts posting at two in the morning. Every summer, thousands of lines are pushed into print, and most of them cannot be traced back to an original source. Player agents are the most efficient noise-generating link in that machine: noise pushes price, price pushes expectation, and expectation returns as pressure on the player himself. FIFA once tried to cap agent commissions at 10 percent under its 2026 agent regulations, then ran into court injunctions in several countries. The consequence for writers is very concrete: when noise becomes the standard, people are pushed into commenting even when they hold nothing in their hands.

Three rooms where the data is empty

The first room is the VAR room. Inside it, a group of people sit before a bank of screens, headphones on, waiting. I once called that stretch of time the silence of the cathedral. When the cathedral falls silent, only the laws speak.

On 17 June 2026, at Villa Park, the Premier League returned after the pandemic. Sheffield United's Oliver Norwood took a free kick, Aston Villa goalkeeper Ørjan Nyland gathered the ball and carried it back over the goal line. The watch on the referee's wrist did not vibrate. Michael Oliver let play continue. The match finished 0-0. The Hawk-Eye goal-line system later admitted it had failed to send a signal to the referee's device. Sheffield United ended the season ninth on 54 points, exactly five points short of a European place.

The point lies in the mechanism, not the individual. The technology was not wrong in any logical sense; it simply answered the question it was programmed to answer, and answered in silence. An empty signal was read as a complete verdict. A referee's mistake does not vanish with the final whistle, it lives on through every season — in the table, in sponsorship contracts, in the memory of a city.

In V.League 1, where VAR has operated only since the 2026 season, the story repeats with a different twist. Most controversies are judged on social media from a single replay angle supplied by the broadcaster, usually the main camera, usually without a reverse shot from behind the goal and almost never with a still frame to compare foot position against shoulder line. A decision called wrong that evening may be correct in law, and the reverse. Fans are not short of information; they are short of the right kind of information.

The second room is the newsroom. I have seen an analysis dossier arrive with every cell marked "insufficient information": no data points, no subjects, no viewpoints, not even a source title. A newcomer's first instinct is to fill the blanks with speculation — invent a few names, attach a few numbers, write to fill the page. The correct instinct is to send the dossier back and demand a fresh extraction from the original text. Between those two instincts lies the entire difference between a piece of journalism and a tidy presentation of guesswork. Empty data is still data; it tells you where the system is blind.

The third room is the performance-data room. In the 2026-20 season, when football stopped for COVID-19, I built a spreadsheet from 92 matches already played, classifying every goal that had been reviewed by VAR. Roughly 34 percent involved marginal offside situations. Clubs in the lower half of the table dropped noticeably more points than the leading group in that same category of incident. But what made me rewrite my first draft was not those percentages, it was sample size. Three matches is far too few to call a trend. A PPDA figure falling across three rounds proves nothing beyond the fact that the team met three different opponents. An analyst can easily turn a coincidence into a law, especially when the law sounds convincing.

The crowd's emotion and the boundary of certainty

On 11 July 2026, at Wembley, Bukayo Saka stepped up to take a penalty at the age of 19 in the European Championship final. Gianluigi Donnarumma dived to his right and saved it. Ten minutes after the final whistle, I published a technical breakdown of Saka's run-up, split into five steps, pointing out the loss of balance before contact. In biomechanical terms, the piece was not wrong. In human terms, it was cold.

The reaction came from the player's family and from Arsenal supporters. I read my own article ten times that night and understood something: I had analysed a kick as though it had been taken in a laboratory, when it had been taken by a 19-year-old in front of tens of thousands inside the stadium and tens of millions on screens, after 120 minutes of football, in the biggest match of his life. From the following season, I set aside a full fifth of every article for psychological context: pressure, expectation, and the way the media grinds down a young player.

People hate VAR because it is slow. I value it because it does not rush. But I also have to admit the reverse: slowness only has value when it leads to a trustworthy conclusion, not when it is used to postpone a clear boundary. There are situations where the data is sufficient, the footage is sufficient, and people still refuse to conclude — because that conclusion would upset a dressing room, a sponsor, or a large block of readers.

The boundary between "not enough data" and "refusing to look" is the hardest boundary in this trade. A coach repeating the same error across ten consecutive matches does not need more data to be identified. A player mispositioning himself within a system for an entire half does not need a bigger sample to be dissected. Defensive analysis must aim at the gaps in the evidence, never at the gaps in the writer.

A three-tier standard for football analysis in Vietnam

Based on my experience watching matches across many seasons, and on the way competitions operate VAR, I propose a three-tier standard for deciding when a conclusion is permitted.

The visual-evidence tier requires a still frame, a timestamp, the relevant law article and an identifiable source. Without it, a piece should stop at describing the event.

The quantitative tier requires a sufficient sample. With xG, PPDA and duels won, I set a minimum threshold of ten matches before calling a trend a trend. Below that threshold, every conclusion should be a hypothesis to be monitored.

The human-context tier requires form, injuries, contracts, a funeral in the family, a sleepless night caused by messages on social media. Without it, a correct number can still sit inside a wrong article.

Football changes its laws once every few years, but the faith of supporters changes very slowly. A whistle can change a destiny, but it cannot change what happened on the pitch. A referee holds three powers: to blow, to card, and to stand firm under pressure. Football writers are the same, except we have no whistle, no cards, and the only thing that restrains us is discipline with evidence.

What I leave for this season does not revolve around any single decision. Now that VAR has reached V.League 1, will the organisers publish every camera angle after each controversial incident, the way several European leagues are gradually starting to do? If the answer is yes, Vietnamese fans will gain an extra tier of evidence with which to judge for themselves, instead of relying on a single tier: belief. And if that happens, writing about referees will shift from a race to speak first into a race to read most carefully.