The Empty Report and the Trap of False Diligence in the V-League Transfer Market

The PDF weighed 8.4 megabytes. The cover page carried the logo of a foreign scouting agency, a file number, and a capitalised line about confidentiality. Inside were 42 pages. On 41 of them, every data field — height, preferred foot, appearances, xG per 90, PPDA without the ball, even the section headed "tactical strengths" — was filled with the same phrase: insufficient information.

I received the file on a Tuesday morning from a man I will call Mr T., the technical officer of a V-League club. He needed a second opinion before the board approved funds for a Brazilian striker playing in an Asian second division. What stopped me was not the 41 empty pages. It was page 42.

The final page carried a table titled "Overall Conclusion". It read: "Recommendation: monitor further. Overall rating: 3.5/5." Not one cell in the preceding 41 pages contained data capable of producing that 3.5. It appeared out of nowhere, was bolded, was boxed, and was placed exactly where the eye tends to stop. I knew precisely what would happen next: in a fifteen-minute meeting, someone would point at that box and say the scouting side rated him three and a half, so he is usable.

A 42-page dossier that, in informational terms, does not exist. In formal terms, it is flawless. And in the V-League transfer market as it stands, form is what gets paid for.

Context: a league that has just learned the word data

Over roughly four seasons, the V-League has changed faster than in the previous two decades combined. Major clubs have begun building analysis units, or at least appointing one person responsible for video and numbers. International data packages such as Wyscout and InStat now appear in the contracts of a handful of well-funded teams. Terms like xG, PPDA, duel success, distance covered and touches inside the box have started to be spoken in boardrooms rather than confined to fan forums.

At the same time, the price of foreign players in the V-League has risen along a hard-to-predict curve. A Brazilian striker who once played in Portugal's third tier can now be offered a salary the entire squad would not have dared imagine five years ago. Money arrives quickly; the capacity to assess it arrives far more slowly. That gap is filled by familiar intermediaries: agents, edited highlight reels, and scouting reports bought from outside.

I have sat in the stands at Hang Day on winter afternoons, at Thien Truong under hard sun, and at a central Vietnam stadium where the roof leaked exactly over the seats. My first-hand watching experience tells me something the spreadsheets never will: in the V-League, the quality of information about a foreign player is often inversely proportional to the thickness of the dossier his agent sends. The less public data a player has, the prettier the file.

This transfer window sits at the noisiest point of the cycle: after an ASEAN Cup that detonated emotions, before a season in which many clubs must restructure. Readers and technical departments share one need — a filter. But the filters being sold in this market are usually empty frames, painted very well.

Four kinds of failure behind an empty report

When a report returns nothing but "insufficient information", there are four distinct causes, and telling them apart matters far more than concluding that the scouting firm is incompetent.

The first is a collection failure. The source never arrived. Perhaps the original article sat behind a paywall, perhaps the site blocked automated access, perhaps the file was sent in the wrong format. In Mr T.'s case, I found the cause within twenty minutes: the agency had pulled the file of a different player with the same name, and the entire data section had been pushed into a separate document. The frame was still exported, because the frame is a template.

The second is entity-extraction failure. This is the most dangerous kind because it is silent. A report with a title and a date, but no club named and no player named, is technically a report with no subject. No subject means nothing to compare, nothing to cross-reference, and every conclusion is invention. In scouting, this signals that the named-entity step has broken — a fixable error, but only if someone notices.

The third is classification failure. A dossier tagged "football" at the domain level, yet marked "unclassified" at the type level. The system knows it is about football but cannot tell whether it concerns a transfer, a match, a financial matter or a disciplinary dispute. Each type opens a different question set. Without classification, you do not know what to ask.

The fourth, and the one that produced page 42, is failure induced by the template itself. A table of empty cells creates pressure to fill them. The report writer, however honest, is led by the structure: the "overall rating" box is there, leaving it blank makes the file look unfinished, filling it requires a number. So a number is generated to protect the document's form, not to describe the player.

A filled-in frame is not evidence of diligence — it is only evidence that someone sat in front of the frame long enough.

The only live risk

If you build a risk matrix for such a dossier across the six usual families — sporting, financial, personnel, regulatory, public opinion, systemic — all six are unassessable. No subject, no event, no data. But a seventh risk is always present, and it sits at the highest level: information risk.

It works like this. Someone downstream — a technical director, a club chairman, a board member approving a budget — receives the document. That person does not read 41 pages. They read the cover, the last page, and anything bolded. The structure has guided them to precisely the most dangerous spot, and the document looks professional enough that nobody thinks to cross-check.

I call this false diligence. It is not lying. It is more dangerous than lying, because it leaves no trail to trace. When an agent lies about a player's pace, you can catch him with a video reel. When a meticulous 42-page report says a player is worth 3.5 out of 5, you must spend an afternoon discovering that nothing stands behind the number. And in a transfer window, an afternoon is a luxury asset.

Numbers never lie - only the way we read them is wrong. But that holds only when there is a real number to read. When a number is generated to fill a gap, the error no longer lies in the reading; it lies in having allowed the number to exist.

In the V-League, the last reader does not read footnotes

There is a structural difference between European clubs and most V-League clubs, and it decides this entire story.

At a club with a genuine data department, a scouting report is an input to a process. An analyst writes it, someone else challenges it, a small committee decides, and the decision is recorded with reasons. When the report is empty, the process halts. Page 42 cannot exist, because someone in the meeting will ask where the 3.5 came from.

At most V-League clubs, the technical officer typically does three or four jobs at once: cutting video, tracking opponents, handling logistics for the squad, sometimes negotiating contracts. The scouting report arrives mid-month, is read between two training sessions, and is condensed into three sentences for the board. Those three sentences never include the footnotes. Nobody summarises a report by saying the entire dataset was insufficient.

That is how a 42-page document travels straight from an inbox to a budget-approval table without anyone touching the body. The frame has done all the persuading on behalf of the content.

I have seen a similar case at another club, involving a Korean midfielder. The report stated a passing accuracy of 91%, a handsome figure. When I opened the appendix, the observation sample consisted of two matches, both pre-season friendlies against lower-division opposition. The number was arithmetically correct and footballingly meaningless. The club signed him anyway, because 91% was bolded and the appendix was set in eight-point type.

The Enzo lesson and the single-pan scale

In 2026 I took part in assessing a young Argentine midfielder for a club in China. I presented his xG chain figure of 0.45 per match, inside the top five per cent of the Argentine top flight. The sporting director flipped to the page showing average distance covered: 9.8 kilometres, below the 11.2-kilometre benchmark he had set himself for the position. He closed the file and chose a domestic midfielder instead. The name passed over was Enzo Fernandez.

I retell that story not to boast about being right. I retell it because it is the reverse face of the same disease. The Enzo dossier was not empty — it was full, multi-dimensional, with league context and positional comparison. But the decision-maker read one cell. A single cell, bolded, and it became a life sentence.

Two failures, different in form, identical in substance. Mr T.'s 42 pages failed because there was no data yet there was a conclusion. The Enzo file failed because there was data yet the conclusion was drawn from a single point. Both are scales with only one pan.

xG is not the truth - it is a compass, and a compass never offers a shortcut. The same applies to distance covered, to PPDA, to pass completion, to duels won. Every metric is a witness statement in a trial with many witnesses. Every number is a testimony; only the patient reader hears the whole hearing.

For the V-League this is harder still, because the underlying data is thin. A foreign player in an Asian second division often has only a few dozen fully recorded matches, opponents far more varied than in a stable professional league, and uneven video quality. A small sample plus low quality creates a grey zone in which both confidence and scepticism can be wrong.

The minimum list to re-run

After Mr T.'s case, I proposed a simple rule: any scouting report that fails a minimum checklist is returned, no negotiation. The list has five items.

First, source identification: player name, date of birth, current club, competition, and the report's issue date. The issue date matters more than people think. A file written eight months ago about a 22-year-old is a document about a different person.

Second, three to eight discrete information points, each a factual statement verifiable from video or public sources. Not judgments — events. "Played 14 matches as a left-sided forward last season" is an information point. "Possesses versatility" is not.

Third, named entities: at least one club, plus any player, coach, competition or governing body mentioned. If a dossier names nobody, it has no subject.

Fourth, event type: transfer, renewal, match result, managerial change, financial report or disciplinary matter. The type determines which questions are live and which are irrelevant.

Fifth, quantitative data quoted in the file, flagged as "to be verified" where the source lacks authority. Fees, wages, minutes played, xG, table position — all must carry provenance.

What is striking is that these five items demand no advanced technology. They demand a habit: refusing a document that looks handsome but says nothing. In a market where agents send ten files a week, that habit saves more money than any data package.

Signals to track

There are four operational indicators any club outsourcing scouting should install, and they are surprisingly simple.

The share of reports returning empty. If one in ten files is entirely blank, that may be normal. If the rate exceeds two to three per cent in a quarter, the supplier's collection system is broken and you are paying for empty frames.

The share of dossiers labelled unclassified within the football domain. A steadily rising figure means the supplier's extraction model has drifted away from real input formats.

Entity-extraction coverage. Count files with a title but no entities. Any file falling into this category deserves immediate return, because it is almost certainly a fixable error.

Finally, the fill rate of source-quality fields. If the source-quality field is routinely blank, every confidence tag downstream is meaningless.

None of these four say anything about football. They describe the health of the information production line. And in a league where transfer decisions are made in short meetings, the health of the line matters more than the quality of any single report.

The contrarian angle: an empty report is an ally, not an enemy

Here I want to push against the instinctive reaction of most people in the industry.

On receiving a dossier full of "insufficient information", the first reaction is to judge the supplier incompetent, demand a refund, change partners. That reaction is emotionally reasonable and strategically wrong. An empty report is an honest report. It tells you exactly what you need to know: there is not yet enough basis for a conclusion. The dangerous object is the report that is 90 per cent empty but has one cell filled with invented numbers so it looks complete — because then you no longer know which cell to trust.

In the V-League I have seen many deals justified by a report whose real data occupied one tenth of the pages. The rest was descriptive prose, adjectives, lines about "leadership qualities". Those files are far more dangerous than Mr T.'s, because they never give the reader a chance to notice what is missing.

There is another correlation worth reading carefully. Clubs that sign foreign players on thin files occasionally succeed spectacularly. A Brazilian striker arrives with a sketchy dossier, scores twenty goals, and that story becomes precedent for skipping the process next time. This is the most dangerous fallacy in scouting: using a good outcome to justify a bad process. Correlation is not causation. One success proves nothing except that probability sometimes leans toward the reckless.

Croatia 2026 taught me that a 12 per cent probability is still a number worth betting on. But I must immediately add what many people omit when quoting that line: 12 per cent is worth betting only when the data on fitness, squad structure and fixture load converge. Without those three conditions, 12 per cent is merely a number to console yourself with after the contract is signed.

What remains after page 42

Mr T. sent the file back to the supplier with a single question: where did the 3.5 come from. Four days later the reply came: it was the subjective assessment of the assigned analyst, based on watching three video reels. Three reels, no recorded metrics, no positional comparison, no league cross-reference. The club did not sign the striker.

Three months later the player moved to another team in the region and scored four goals in half a season. Someone at the club told me we had missed out. I do not think so. We declined to sign a player we did not understand. That is a correct decision made for the correct reason, and in this industry a correct decision made for the correct reason is worth more than a lucky outcome.

I do not believe in luck - I believe in a sufficiently large data sample. But I also believe a club with no sample at all should learn to say "we do not know" rather than buy a number to cover the not-knowing.

The next window will bring hundreds more PDFs, most of them with a bolded final page. The question is not how to acquire more data. The question is which V-League club will be the first to publish its scouting criteria openly, so that an empty report has nowhere to stand, and so that a 3.5 conjured from nothing must answer before a committee rather than before a bolded box.