The Empty Spreadsheet at Carrington: Reading a Season Through What Nobody Recorded

January 2026, 1:47 a.m. I was sitting in a small flat in Manchester, a blank spreadsheet open on the screen and a black notebook already filled with four pages of slanted handwriting. The right-hand column stayed empty: no club name, no figure, no signing date. One line in Vietnamese — "Three sources, only one confirmed." In ten hours, a club would announce a loan deal. I had known that for 48 hours. What I held at 1:47 a.m. was not a story yet. It was a blank space waiting to be verified.

Outside, Manchester rain fell in its own particular way — never heavy, just enough to make the asphalt reflect the yellow streetlights of Rusholme at nearly two in the morning. I had grown used to this rhythm over four years. Carrington sits twenty minutes southwest of there, and in four years I learned one thing: most of the story is not in what gets published, but in the hours before publication.

Context

Elite football runs on two layers of information. The visible layer is obvious: team sheets, scorelines, tables, club statements, thirty-second clips on social media. The submerged layer is thinner and more expensive: Tuesday morning training, the temperature of the dressing room, who eats with whom, which player leaves Carrington last, which contract is entering its final year.

Over the past three seasons, part of that submerged layer has been digitised. Premier League clubs now employ dedicated data analysis departments, and commercial platforms resell metrics on subscription. Every match generates thousands of data points. But precisely as data becomes densest, the capacity to misread it grows too.

In March 2026, when COVID-19 stopped football, I had just joined a local Manchester newspaper as a reporter. Old Trafford closed. Manchester United did not play for 93 days. The U18 players I had followed through 2026/18 — when I was a final-year journalism student running a school blog while shadowing the U18 side — had to train at home, hold their own fitness, and face an emptiness nobody had prepared them for.

I made seven video calls. None of those pieces was assigned to me. I wrote them myself, sent them myself, and most came back as not enough news. That was the period I learned to write from what is not said.

It was also when I learned the most important thing about football data: an empty dataset does not mean there is no risk — it means nobody has gone to collect the data.

The Core

In 2026/22, when I began working with match datasets systematically, I met that same lesson in another form. I kept a habit of cross-checking three layers: process metrics, results, and handwritten notes from the ground.

The most common process metric remains xG — expected goals, the probability that a shot becomes a goal, calculated from position, angle, shot type and the build-up. Alongside it sit xGA (expected goals against) and xA (expected assists). Defensively, PPDA — passes allowed per defensive action — is the standard pressing-intensity measure in analysis rooms. Lower values mean more aggressive pressing.

The problem appears when a match ends and the metrics barely move. Many times I sat at Carrington on a Sunday morning with the dataset of a U18 game and found only two rows in the xG column. Not because the match was dull. Because the tracking system failed to recognise the situations — camera angles were insufficient, the classifier mislabelled events, or the recording simply failed.

That is when I understood that in football, data can go silent in the precise technical sense of the word.

I usually start again from the notebook. Handwritten notes have an inherent flaw: they are subjective. But they carry an advantage no algorithm replaces — they record what nobody thought worth recording. In one youth match I noted that a left-back kept glancing toward the bench after every lost ball. No data column has a field for that. But it explains why he faded in the final twenty minutes.

The same happens in scouting. A scout report that arrives with the comments section blank is usually filed as worthless. But if you know the person who wrote it, a blank box carries two very different meanings: the player had nothing worth noting, or the scout never reached the game. Those two conclusions lead to opposite recruitment decisions.

Five substitutions and the final twenty minutes

Tactically, the current period poses a problem I have tracked closely: the five-substitution rule.

It was adopted widely across Europe's leading leagues from 2026/23, after pandemic-era trials. In theory it rewards depth: a squad with eighteen credible players can change half the outfield and keep quality. But watching enough matches, I see a second consequence rarely discussed: five substitutions turn the final twenty minutes into a war of attrition, where a thin squad loses not because the tactics are wrong but because there is nobody left to send on.

The mechanism is clear. A side pressing high with a low PPDA burns energy fast in the first hour. Previously it had to drop intensity from the 65th minute to avoid the midfield breaking apart. With five changes, it can replace an entire midfield and keep pressing to the 90th. That forces the low-block side — conceding territory and defending deep to spring counters — to absorb pressure for longer, while its counterattacking threat drains because the fastest runners are out of fuel.

In 2026/18, the player I followed in the U18 side scored 17 goals in 22 matches. He usually scored after the 70th minute. The reason was not technique. It was that opponents ran out of players. With five substitutions, that window is compressed or inverted.

I built a small secondary metric to monitor it: minutes played by substitutes introduced after the 60th minute, divided by total squad minutes. Teams with a high ratio tend to hold form better through congested schedules — the period when European leagues routinely pack three matches into seven days. They are also less exposed to what reporters call the "FIFA virus": players returning from international duty with depleted fitness or minor injuries.

The rhythm of a season is not in the goals; it is in each Saturday repeating.

The transfer market and the ledger nobody reads

If five substitutions make squad depth a tactical asset, the transfer market is where that asset is priced. There I hold a fairly hard view, kept across several seasons.

A transfer fee is not booked at once. It is amortised across the contract. A player signing for five years at £50m costs only £10m a year in the accounts. That is why clubs favour long contracts: it stretches financial pressure.

Then come the clauses. A sell-on clause gives the former club a percentage of the next transfer. A release clause sets a fixed sum a buyer can trigger unilaterally. FIFA's solidarity mechanism distributes a share of the fee to clubs that trained the player during specific age brackets.

But the group that draws my attention most is free agents.

When a player's contract expires, there is no fee to amortise and no fee for regulators to track. Instead there are signing-on fees, agent commissions and bonuses. These are often paid up front or on flexible schedules, and they never appear on a transfer feed as a neat comparable number.

Signing-on fees for free agents are more harmful than transfer fees, because they bypass the core scrutiny of financial fair play. UEFA's Financial Fair Play and the Premier League's Profit and Sustainability Rules are built to cap losses against revenue. A large transfer fee, however expensive, sits in the accounts for years and can be reconciled, audited, contested. A signing-on package for a free agent dissolves into wage and bonus structures — where cross-club comparison is far harder.

I once spent two weeks rereading announcements of free-agent deals from a single summer. Almost none mentioned a signing-on fee. They said the player had signed a contract of X years.

Behind every contract is a child who grew up inside a stadium.

Rules, and the gaps between rules

At governance level, some regulations are best read together rather than separately.

FIFA banned third-party ownership in 2026, aiming to stop clubs selling economic rights to investment funds and thereby giving funds influence over transfer decisions. Alongside it, Article 19 of FIFA's transfer regulations restricts international transfers of players under 18, subject to narrow exceptions.

Read side by side, a gap appears: they block the sale of economic rights and the early export of children, but they do not touch agent commission structures and signing-on fees — exactly where money is hardest to trace.

Over the years I noticed a quiet shift at the athlete level: representation contracts discourage players from expressing genuine views, and the market replaces personality with messages designed to offend nobody.

The signs are small. A player who once spoke plainly about domestic politics shifts to safe answers after signing with an agency holding corporate clients. A press conference that once produced three headlines becomes a conversation about focusing on the next match.

As a reporter I had to adapt. I moved my emphasis to process questions: what did you train today, how does it feel, who jokes most in the squad. Sometimes those smallest details reveal more than a carefully prepared political answer.

Three sources, and forty-eight hours of worry

Back to 1:47 a.m.

I had three sources. The first was an agent I had known since 2026 — the man who introduced me to the U18 beat and who first taught me that in the agency world information is not free, but credibility is. The second was a club employee in a department unrelated to media. The third was a fellow reporter who confirmed only that he had heard the same thing from another direction.

Three sources, two independent directions. I wrote the piece at 3 a.m., reread it four times, and filed at 6:40 a.m. It went live exactly 48 hours before the club's official announcement. That story reached 1.2 million reads, lifting the site's engagement 300% compared with the previous week.

What I remember most is not the engagement figure. It is the worry across those 48 hours: if the second source was wrong, I would lose four years of a club relationship in a single article.

An exclusive is only the visible part; beneath it lie the phone calls at midnight.

The human layer beneath the numeric layer

In 2026, aged twenty-two and still a final-year student, I began shadowing Manchester United's U18 side to write a school blog. On my first working match I mispronounced three young players' names. A supporter corrected me gently on a forum. I then spent a full month rewatching 27 match videos, writing down every face, position and movement habit.

The first runs at Carrington never appear on a transfer feed.

But they decide the transfer feed years later. A player I have followed since he was fifteen may go through two silent seasons before stepping into a major match. During those silent seasons he exists in the club's internal datasets but barely exists on public platforms.

That is why I always check the list of what is absent before checking what is present.

The empty stadium

An empty stadium is a heartbeat learning how to beat again.

I wrote that line in June 2026, after my seventh video call. One of the young players told me he was not afraid of losing form; he was afraid that when football returned, nobody would remember he had been there. I wrote the sentence down verbatim. Four months later he played in a League Cup tie in front of empty stands.

I remember the colour of the grass that day before I remember the score.

That memory is why I still keep handwriting notes. An analysis room can tell me how many times he touched the ball. It cannot tell me how long he stood in the tunnel before walking out.

The contrarian angle

Here is the counterintuitive point, and I will put it plainly: most of the football industry treats empty data the way it treats a positive result.

When a dataset flags no risk, the report says no red flags. When an analysis sheet has no information, the outcome is read as no problem. But those two situations differ in kind. The first is a grounded conclusion. The second is a failure of collection.

In the current season this shapes how I read every transfer report. A deal absent from the press is not a deal not being negotiated. A player with no rumours is not a player nobody has priced. Many of the biggest stories I have broken began as blank space: a name on no list, a flight nobody noticed, an agent suddenly not answering his phone for three days.

For supporters there is a practical consequence. When you open a data page and see that a player you care about sits at average across the board, the rational response is to ask what the metric measures, across how many minutes, in which position. A player with 450 scattered minutes across twelve substitute appearances will post far weaker averages than one with 2,700 starting minutes — and the comparison is professionally meaningless.

I always check a metric's definition before checking its value. In daily work I keep a list of questions to answer before using any number: who recorded it, by what method, under what conditions, and which group of players does it omit.

This approach costs time. It makes me 12 to 24 hours slower than colleagues on many deals. But it is why I have never had to correct a transfer story in four years.

The press tower is the highest place to look from, but not the closest place to understand.

What remains

When I left Carrington on a January morning, the iron gates were still shut and the security officer still sat in the same chair. In my notebook were four pages of notes and one unanswered question: whether this club is building a system deep enough to survive the final twenty minutes.

Football will keep generating data faster than humans can read it. My job is not to chase that speed. My job is to keep the lines no system produces, and to check which column is empty — and why it is empty.

To write a true story I have to stand where nobody else stands.

Next season the signal I will track is not anyone's goal tally, but substitute minutes during congested schedules — and the blanks in youth-team data, where real stories usually begin before anyone has thought to name them.