The File Labelled 'Football' Held an 11,548-Peso Payroll and a 92.9% Dark Figure

I opened the file to reconcile a transfer ledger. The habit is ten years old. In July 2026, between the World Cup final and the new season, I built a spreadsheet of release clauses across the 32 Russia squads — 11 leagues, 640-plus players. I flagged Kepa Arrizabalaga's €80m buyout three weeks before Chelsea paid it, from Barishal. In 2026 I compiled fourteen clubs' wage deferrals and matchday-revenue exposure into a single database; eleven of my fourteen predictions landed within twelve months. My job was never writing match recaps. My job was reading ledgers.

So when a data file arrived tagged 'Football,' I assumed formations, pressing triggers, transfer fees. I pulled the ledgers and the numbers started talking — but not in football's language. There is no player in the file. No club, no transfer fee, no sell-on clause, no registration window. What is there: monthly salaries across 32 states, formal-employment growth, labour informality, revenue autonomy, and a country's crime-reporting gap. No venue, but a gate receipt. And the gate is nearly empty.

Two stories emerge. The first is what the file actually says about which Mexican states pay better and why. The second is the misclassification itself. Ignore the second and you will misread half of the first.

The source is IMCO — Instituto Mexicano para la Competitividad, a non-profit policy research institution publishing the State Competitiveness Index across Mexico's 32 federal entities. The 2026 edition asks: where do they pay better? Three caveats matter. One, formal employment is proxied by IMSS registration — enrolment in the Mexican Social Security Institute. Two, 'own revenues' means taxes and fees a state raises itself, excluding federal transfers. Three, the 'dark figure' (cifra negra) is the share of crimes never reported or investigated. And the whole dataset is a single snapshot — no year-series, no trend.

The top of the wage ladder is Baja California Sur, Mexico City and Jalisco — border industry, the capital, and the western industrial belt. The bottom is Oaxaca (31), Guerrero (32), Morelos (29), Michoacán (30). The national average full-time salary is 11,548 pesos a month. That one number tells you the gap is not a difference in individual merit; it is a geographic split in productive structure.

States raise only 13.8% of their revenues on average; roughly 86.2% arrives as federal transfers. IMCO warns directly that this dependence limits investment in infrastructure, public services and talent formation. That is a balance-sheet statement, not a policy opinion. Own revenue stuck at 13.8% means a state's entire talent pipeline depends on the centre's political calendar — the way an academy funded by a board grant, not commercial income, never controls whether it keeps its own graduates.

Here is the real fracture of the 2026 index: 26 states raised their share of higher-educated population; 30 improved schooling levels. But only five states grew formal IMSS-registered employment, and average registered-employment growth fell from 0.4% to −0.9%. The education staircase is rising while the job staircase descends — together, that is not a temporary shock; it is a broken transmission line. I saw this once inside football: at Euro 2026 and Tokyo 2026, Pedri logged 629 minutes for Spain and then started at the Olympics at 18 — 73 senior matches in one season. Systems do not move inputs and outputs at the same speed.

Informality sits flat at 54.6% — one in two workers outside social protection. Credentials are multiplying in an economy that absorbs them as unregistered labour.

Three states made notable economic-complexity gains: Quintana Roo, Nayarit, Campeche, improving 12.7 to 26.9 points. Call these the rising-club signals — a promoted side is valued by its direction, not its current position. But the gains are concentrated, not national, and a single index edition is a poor basis for a trend.

Ranking volatility reinforces the caution: Baja California Sur fell three places yet holds fifth; Chihuahua fell seven to 15th; Sinaloa fell seven to 23rd; Tamaulipas rose four to 11th; State of Mexico rose four to 19th. Volatility that large suggests either rapid real change or a change in index weighting. That distinction matters when someone reads a seven-place drop as collapse.

Security is the most uncomfortable line. Only 27.4% of people feel safe. The dark figure is 92.9%. The second number is more damaging than the first: it means crime policy is run on roughly 7.1% of the evidence. In football, clubs disclose only the injuries that suit their share price; here the mechanism is inverted but identical — information asymmetry is part of power, and unreported data cannot be held to account.

Most coverage will lift a single line: these states pay the most. True, and therefore costly. The headline shows the top of a hierarchy, not the structure — and the ladder to the top is mortgaged to the centre. With 13.8% own revenue, a governor can deliver services but not decisions.

My football-native verdicts stay where they belong: no formation, no xG, no PPDA, no FFP, no transfer registration — insufficient information, cannot assess. What I would track: quarterly IMSS prints returning to positive growth; informality breaking below 54.6%; own revenue rising above 13.8%; safety perception above 27.4% with the dark figure falling below 92.9%; and whether the Quintana Roo–Nayarit–Campeche complexity gains survive the next edition. The question is no longer who pays best. It is whether a state that builds 13.8% of its own income can keep its best people playing at home — or whether they leave for the border, for another club, in another kit.