Empty Cells on the Scoreboard: Vietnamese Athletics and the Data Nobody Records

The wind gauge on the electronic board showed a single dash. The sprinter had just crossed the line in the 200 metres, chest still heaving, and almost nobody in the stands realised that the mark flashing on the screen could never become a record — because no one had measured the wind. People saw a beautiful number. I saw an empty cell.

I have an odd habit: every time I cover a track meet, I open a spreadsheet and fill it with whatever the organisers publish. Lane numbers, athlete names, marks, placings, finish times. After a few domestic meets I noticed the most important column was always blank. Wind. Altitude. Shoe specification. Whether the track had been resurfaced or was three seasons old. Whether it rained that evening. Those things determine the real value of a performance, and we almost never write them down.

A small dash on a scoreboard, and yet it opens something much larger.

Context: two roads, one narrow door

Since 2026, World Athletics has run a world ranking system — a mechanism many Vietnamese fans know only as "Olympic points" without understanding how it works. Athletes have two routes to a World Championships or Olympic Games: hit the qualifying standard, or accumulate enough ranking points.

The second route sounds generous, but it carries a hidden condition: points are only awarded at meets inside the system, graded and validated. An athlete who runs very fast at a meet outside the catalogue effectively does not exist on the ranking list.

This is where Vietnamese athletics meets an invisible wall. A domestic season typically amounts to a handful of meets: the national championship, the youth championship, a few invitationals. Most are not part of the international scoring system. To earn points, athletes must travel — Thailand, Taiwan, South Korea, occasionally further. Each trip is a budget calculation, a visa, a time-zone adjustment, sometimes an entire season knocked off balance.

In other words, our race is not run only on the track. It is run on the calendar.

The story lives in the adjustment layer

When you analyse a performance, the first layer is always the value adjustment. A 200-metre result only means something once you know the wind. The legal threshold is +2.0 metres per second; above that, a mark stands but can never be a record. The same applies to altitude above 1,000 metres, where thinner air makes legs lighter. Then the track itself: a newly laid, responsive surface can give away a few hundredths without anyone calling it doping.

And shoes. Since 2026, the carbon-plate revolution has reshaped distance running. World Athletics had to tighten the rules: limits on sole thickness, limits on plate count, a requirement that a shoe be available on the market for a set period before competition. In athletics those numbers are not trivia. They are part of the performance.

In Vietnam, this adjustment layer is usually skipped in reporting. Results are presented as absolute numbers. Nobody asks about wind, nobody asks about the track, nobody asks about the shoes. Which means we compare things that cannot be compared.

The performance curve: a net that catches errors

There is one analytical tool I consider the most useful and the most neglected: the personal-best progression curve.

When an athlete improves their lifetime best by an implausibly large margin in a single year, that is a signal worth examining — not to convict, but to understand. The natural gains of a mature athlete are modest. Sudden leaps always have a story behind them: a healed injury, a coaching change, a first properly structured season, or something else. The analyst's job is to find the story, not to attach a pre-written verdict.

The curve also tells you where an athlete sits on the age trajectory. Male sprinters peak between roughly 24 and 29. Middle and long distance peak around 26 to 31. Throws peak later, 28 to 33. A 22-year-old breaking through is ordinary. A 31-year-old suddenly running faster than she did at 25 needs explaining — and those explanations are usually more interesting than the mark itself.

Competition structure: what decides who gets to run

Inside the ranking system there is a detail rarely discussed: a maximum of three athletes per country per event. In strong athletics nations this produces brutal internal selection. The fourth-place finisher at a US national trial may own a better mark than a continental champion and still stay home.

The American model runs on the principle that one race decides everything: even a reigning world champion can miss the team. It is deliberate cruelty, and it produces speed. Vietnam's model is the opposite — centralised selection, planning, protection. Athletes are developed along a pathway and rarely thrown into winner-takes-everything contests.

Both models exist for reasons. But they produce two different kinds of athlete: one raised under survival pressure, one raised under a plan. No formula is right everywhere. The only real question is what we are optimising for.

The world map and where we stand

The power map of world athletics has been stable for decades. Jamaica and the United States dominate sprinting. Kenya and Ethiopia share the distance events. The US has frightening depth in field events. Europe is strong in throws. China has risen in race walking and women's throws.

Vietnam sits in a different mesh of the net: we compete at regional level, in middle distance, steeplechase, and more recently race walking. Names like Nguyen Thi Oanh, Bui Thi Thu Thao and Truong Thanh Hang defined a generation. What matters more than the medals is the age structure of the leading group: its average age is climbing, and the pipeline behind it is thin.

A power map is not drawn with medals. It is drawn with the number of eighteen-year-olds who can run under a given threshold, and with how many of them are still training four years later.

Risk and the gaps that must not be read as "clean"

Athletics has the most elaborate anti-doping architecture in sport. Biological passports, whereabouts obligations, ten-year sample storage and the reallocation of medals after a positive test. Athletes who have worked with sanctioned coaches or doctors sit inside a zone that warrants scrutiny.

There is a principle I remind myself of constantly: silence in the data is not evidence of innocence. When information is missing, the only correct conclusion is "not assessed", never "no problem". In a sport where testing is probabilistic sampling, the absence of a published positive case says very little.

The same logic applies elsewhere. No injury data does not mean the athlete is healthy. No record of withdrawals does not mean stability. The blank cells in my spreadsheet are not cells that were checked and confirmed empty. They are cells nobody ever opened.

Training systems: four models, one choice

A handful of models exist for producing track and field athletes. The centralised national-team model, where the state funds everything. The American collegiate model, where sports scholarships are the selection mechanism. The East African high-altitude pipeline, where geography and running culture generate a continuous stream. And Jamaica's school-based model, where school sprint meets draw crowds the size of major football matches.

Each produces a different competitive psychology. Vietnam follows the first, with clear strengths in concentrated resources and clear weaknesses in internal competition.

At 42, I have learned that every athlete is a poet who never gets published. They write with their bodies, and most of the work vanishes when the season ends. Our job, from the stands or from behind a screen, is to preserve at least part of what they wrote.

Contrarian: the problem is not speed

There is an assumption I want to turn over. When people discuss the gap between Vietnamese athletics and the world, they talk about talent, body type, funding, nutrition. All partly true. But that assumption overlooks something simpler: speed is not manufactured in the gym. It is manufactured in races.

A 200-metre runner who leads alone from the thirty-metre mark never learns how fast she can actually go. You need someone of comparable level in the next lane, close enough to hear breathing, close enough to forbid any easing off. Jamaica did not produce great sprinters because of its climate. It produced them because a sixteen-year-old there must run flat out in a school preliminary, because two other sixteen-year-olds behind him are just as fast.

That is why I believe our biggest problem is not a slow athlete. It is the absence of anyone to run against. An athletics ecosystem without internal rivals will always hit a very clear ceiling, and that ceiling is not biological. It is a calendar ceiling.

The paradox: more races require more athletes; more athletes require more races. The loop cannot break itself. It needs an external push — usually money, sometimes a generation of volunteers, sometimes just one person deciding to add three meets to the schedule.

What remains when the spreadsheet closes

I once built a spreadsheet for a World Cup before learning that the stands never appear in the formula. That lesson repeats in every sport, athletics included. Numbers tell only half the story; the other half lives in trembling legs on the grass.

But there is a reverse lesson too, and it belongs to these recent days: that other half cannot be told if the first half was never recorded. Without wind, altitude, performance curves, we are left with floating numbers — attractive, quotable, and incomparable to anything.

Athletics is the sport of measurable things. Which is exactly why it is the sport most easily misread when the measurement stops halfway.

What needs doing is probably not heroic. Record wind speed at every sprint event. Record altitude and track condition. Keep shoe specifications in the athlete file. Add a few ranking-eligible meets so young athletes can collect points before they turn twenty-five.

None of that wins a medal next season. It creates the ability to read ourselves. An ecosystem that does not know where it stands cannot know where it must go.

And if, ten years from now, someone opens my spreadsheet and finds a wind column full of numbers, that may be the truest sign of progress — larger than any regional medal.