The Second Nobody Wrote Down: Bangladeshi Athletics, Empty Data and the Promise of Blockchain

Recently an output from a sports-data analysis landed in my hands. A vast structure, nine large sections, each with tables and checklists — yet every cell carried the same sentence: insufficient information, cannot assess. No athlete's name, no event, no mark, no source. The pipeline had failed because the source article it was supposed to analyse yielded nothing extractable. I did not laugh at that empty structure, because I recognise those empty cells. Many athletics results I have seen on Khulna's ground look exactly like this — a frame, empty inside.

December 2026, the Khulna divisional athletics meet. In a 100m heat a teenage girl runs; the official standing at the edge of the field reads twelve point four seconds off a hand-held watch. A coach beside him turns to me and says, good time, write it down. But there is no paper to write on, no electronic timing, and when the event ends no official result sheet is filed. Seven years later I still do not know that girl's full name. The second nobody wrote down no longer exists in the record of athletics.

I live in Khulna, and looking at Bangladeshi athletics from here, the first thing that strikes you is not a stopwatch reading but a continuous emptiness. That girl's time, that day's wind reading, that event's entry list, a dog-eared scoresheet — none of it survives in any system. Over the past decade I have covered many meets where the result evaporates the moment the final announcement is made. When I file a story, I am really writing against forgetting.

Bangladesh's athletics crisis is not only a crisis of running tracks; it runs deeper, into the track of data. Almost none of the country's eight divisional cities has a full, certified synthetic track. Where electronic timing exists, it is often the property of a single meet, not part of any central network. So outside the National Championships almost every result depends on a hand-held watch, and a hand-held reading is data that nobody can verify tomorrow.

Going through the entry lists of the National Championships run by the Bangladesh Athletics Federation, I found a pattern: a large part of the podium belongs to the Army, Navy and Air Force, and to the Bangladesh Krira Shikkha Protishtan, or BKSP. They keep the event alive, no doubt. But they also narrow the entry list — because an ordinary divisional girl with no service connection almost always lands outside the podium. I have seen this, written about it, and returned again and again to the same question: who is being measured here, and who is lost before being measured at all?

The Sheikh Kamal School and Madrasa Championships speak of a possibility inside this emptiness. Schoolchildren run there, many with no service background and no professional coach. But how regularly those results are preserved, how far they feed the coaching system, how often they return to the statistics years later — I do not have the answers. And the absence of an answer is itself the problem.

This is where blockchain enters. In recent years sports bodies worldwide have talked of blockchain for storing athlete results, anti-doping chain-of-custody and medical records. The idea is simple: once written, data cannot be erased or altered, and anyone can verify its authenticity. In the Bangladeshi context the appeal is obvious. If that girl's twelve point four seconds had been written to an immutable ledger, I could still prove her name and her time seven years on.

An immutable ledger is not built to fill this particular emptiness. What blockchain preserves is authenticity and provenance — who wrote a record, when, with which device, and whether it was later altered.

Technically, this is not complicated. Each record is converted into a cryptographic hash, the hash is placed in a block with a timestamp, and the block is chained to the previous block's hash. To change one record you would have to change every block after it — practically impossible. On distribution, everyone can see who wrote a record, but who is allowed to see it can be controlled. An athlete's privacy — especially a woman athlete's address and medical data — can be kept on a separate layer.

But there is a but, and the but is everything. Blockchain's biggest weakness is the oracle problem. A chain cannot generate data by itself; data must enter from outside, through a human hand or a metering device. If the Khulna field has no electronic timing, if a starting pistol and two eyes are the only measurement, then what exactly will the blockchain store? That wrong or incomplete data — only this time immutably wrong.

Which means the problem sits upstream, very far upstream. That empty analytical structure is the perfect metaphor. A pipeline was built to analyse, but it returned null — because the source itself was null. The same holds for Bangladeshi athletics: we stage large tournaments, dress the podium, announce the winner's name, but at the layer where data is born — district fields, school meets, divisional selection — the measurement almost never happens. And data that was never created cannot be protected by any technology.

I have a habit of my own that is a small resistance against this emptiness. In 2026, commentating on football in Khulna on a borrowed microphone, I mispronounced the same striker's name three times in the first half of the final. Her brother phoned the cable office to complain. For the next month I called district coaches to build a pronunciation list of sixty players. That list later became a database of two hundred names. The borrowed microphone taught me whose voice matters. I no longer type a player's name without confirming it by phone — and this small rule is really a small blockchain: behind every name, a source, a date, a consent.

A name is not just a name; it is a data point. In 2026, at twenty, I was covering the SAFF U-15 Women's Championship in Thimphu, Bhutan, where Bangladesh won the title. In nine days I filed forty-one pieces — thirty-four match reports, five profiles, two previews — from an internet cafe in Khulna, most between one and three in the morning, because the Dhaka desk wanted copy on Dhaka time. My 1,200-word feature on the players' families back in Khulna was spiked, on the grounds of no name value. I published it myself on Facebook; 9,400 people read it. Forty-one overnight reports, one spiked feature, and a stubborn question — that set taught me that preserving data never waits for permission.

That experience taught me two things. One, the habit of filing a clean 250-word report within twenty minutes of the final whistle. Two, the courage not to wait for permission to publish a story I believe in. From 2026 I wrote one long-form piece a month, self-publishing when necessary, and by 2026 that habit had built me a page with four thousand followers. I do not cite these numbers for pride; I cite them because in Bangladesh the work of preserving a single result often becomes one person's stubbornness.

I remember 2026. Bangladeshi football stopped in March; stadiums worldwide stood empty. Instead of writing around the silence, I started a Facebook Live series called Let Them Speak. Across ten weeks I handed the microphone to fourteen Bangladesh women's national team players, each for twenty-five to forty minutes, no script, questions sent in advance. Average live audience: 1,900; total reach 26,000. Players said allowances were unpaid for seven months and that the SAFF Women's Championship had been postponed. When the stadiums emptied, the players finally filled the silence.

That series taught me a rule that connects directly to today's data debate. From 2026 I stopped writing about players and began writing with them. In short, I stopped narrating women and started writing with them. Every interview now opens with a pre-call in which the player chooses the two questions she will not answer. My features now carry first-person testimony with named consent. On the ethics of data this is my foundation: data that belongs to an athlete is owned by that athlete.

And this is blockchain's least discussed but most important aspect. Writing an athlete's data to a chain is not only about permanence; it is a question of control. Who will see the athlete's time, injury history, age or medical data? If the design is bad, an immutable ledger can become permanent evidence against the athlete — especially in a country where women's privacy and safety carry extra anxiety.

Let me mention a spreadsheet I keep and still update. On 31 July 2026, at three in the morning Bangladesh time, I was watching the Euro 2026 final — England 2-1 Germany after extra time at Wembley, 87,192 spectators, a record for any European Championship final. Seven weeks later, at Dasharath Stadium in Kathmandu, Bangladesh won their first SAFF Women's Championship, beating Nepal 3-1. I commentated that final remotely for a Dhaka digital outlet, then wrote a 4,000-word piece placing the two nights side by side: 87,192 and roughly fifteen thousand.

That comparison became my editorial spine — fan culture and attendance are the engine of growth, not funding alone. Since then I open every tournament piece with an attendance figure and one crowd-behaviour detail. I keep a spreadsheet of South Asian women's football crowds, which I still update, and it is the source I get quoted for.

Attendance is easy to measure in football — tickets, gates, cameras. In athletics it is far harder, because what must be measured is fractions of a second and wind speed. And in Bangladesh these fractions are lost at a frightening rate. Consider how simple the question is — what is the season's best time for the country's top 100m runner — and yet I have no reliable answer, because results at divisional, district and school level are not deposited in any central, verifiable repository.

World athletics works the other way. Every official time, every wind reading, every competition entry and result goes into a central database, and ranking, qualification and history are built on it. In that system a time without electronic timing is almost non-existent. Bangladesh's reality is that we compete against a world where rivals measure to two decimal places while we often count seconds on a hand-held watch.

A historical caution is needed here. The sprint golds Bangladesh won at the SAF Games between 2026 and 2026 are real history. But those hand-timed marks cannot be compared directly with today's electronically timed marks. The technology of timing has changed, and so those results cannot be held to today's evidentiary standard. I write this caution deliberately, because nostalgia for old glory can become an easy excuse for today's federation failures.

And this is exactly where Imranur Rahman's case is a question, not a conclusion. His 2026 Asian Indoor 60m gold, and the 2026 Paris Olympic wildcard, are rare and joyful headlines for Bangladesh. But if I write that success as proof of a system, I would be writing a falsehood. Imranur is England-based and was built in those conditions. His success is not proof of our domestic pipeline; it is a question — how can a country that celebrates a world-class sprint headline while eight divisional cities still lack synthetic tracks produce the next women's 100m finalist?

This question should be central to any blockchain discussion. Suppose a national data ledger were built for Bangladeshi athletics. Its first layer would be entry: who is running, from which district, at what age, under whose coaching. The second layer is measurement: an electronic timing device would send a hashed reading straight to the chain, with wind speed. The third layer is verification: an official would add a digital signature, taking responsibility for the record. The fourth layer is protection: the athlete herself would decide which of her data is public and which is private.

Its beauty is accountability. Today, if a result sheet in Bangladesh is lost or altered, nobody can catch it. But on a chain every change leaves a trail — who changed it, when, and why. No federation, coach, scholarship committee or sponsor could alter data in the dark again. An immutable ledger does not only protect the athlete; it also forces accountability on the institutions that evade responsibility for data.

And I have a concrete example of accountability in hand. The information I obtained in the 2026 series — that women footballers' allowances were unpaid for seven months — was in no document; it existed only on the players' lips. Had that claim been stored in a verifiable, timestamped system, it could either have been refuted or proved. Today it is a newspaper's memory, and memory cannot be verified.

Now to the place where I am most sceptical. Technology solutionists will say blockchain solves Bangladeshi athletics' data problem. I do not accept that. Blockchain is like a notebook no one can erase from — but if the notebook is empty, an immutable empty notebook is no different from an ordinary empty notebook. The problem is not the notebook or the writing; the problem is the pen, and that pen is missing from many of our fields.

A field with a starting pistol but no electronic timing, a field with timing but no wind gauge, a field with everything except the bus fare, the meal and the safe lodging a teenage girl needs to reach a competition — in that field blockchain is a luxury. If a schoolgirl cannot cross the barriers of parental permission, safe transport and a coach's trust to reach the field, then any technology for recording her time is meaningless. Permanence of data is one layer of the problem, but the absence of data is a deeper layer — and technology does not reach that deeper layer.

I have my own error to admit here. Once, at a divisional meet, I confidently wrote down the wrong name for a runner from one district. It turned out I had half heard her name and half guessed it. Publishing a correction was my duty, and I did. I still owe Khulna a name I got wrong. But the best way to repay that debt is not remorse, it is a process: verify every name twice, file every result once. Regret is useless; a reliable name-verification protocol is what is needed.

This is where federation politics and the athlete's story are tied together. I always read sports administration through the eyes of athletes, coaches and local officials, then test the emotional story against entry lists, timing sheets and budgets. In Bangladesh, a missing result is often not corruption but disorder — lost papers, unfiled documents, unclear responsibility. Yet the loss is the same: talent stays unproven, and unproven talent cannot knock on the doors of sponsorship, scholarships and the national team.

I often see a habit among journalists — when a long feature is spiked or an official obstacle appears, we become cynical. One of my own features was spiked, but I do not trust that cynicism. Editorial caution and a federation's negligence are not the same thing. I always keep an evidence trail — who said what, when, and in which document. Evidence reduces doubt, and it is the absence of evidence that breeds rumour.

The transfer window is running now, and that is not irrelevant here. Football's transfer market is flooded with talk, but the signal nearly drowns. Which rumour has a contract behind it, which has only an agent's pressure, how real a release clause is — verifying these needs numbers and documents, not emotion. The transfer window is not a spreadsheet; it is a set of human doors. Athletics has no transfer window, but there is an invisible market in talent movement — a girl moves from village to city, wins a scholarship or does not, a coach finds her or loses her. In that market the only currency is credible data, and that is precisely what we preserve least.

A comparison with cricket is possible here. Cricket's data culture in Bangladesh is far richer than athletics', because in cricket every ball, every run, every over is recorded and that data is centrally verifiable. Cricket data platforms now build indices such as the Player Depth Index, measuring a player's depth not only by runs but by consistency and context. No such index exists for Bangladeshi athletics, and cannot exist — because the underlying data does not.

Filling that gap needs decisions before technology. Decision one: make it mandatory to deposit every divisional and district result in a central repository. Decision two: ensure a minimum set of electronic timing and wind gauges wherever possible. Decision three: a clear policy on athlete consent and privacy. Without these three, blockchain is an empty notebook whose immutability gives us nothing.

I am not belittling technology. Rather I am saying technology works only when a data culture lies beneath it. Cryptography can make a moment immortal, but cryptography cannot measure a moment. That can be done by a coach, a stopwatch, a battery-powered electronic sensor, and a teenage girl who shows up at the field. Secure that measurement first, then place it on the chain.

So is change coming? It is, but slowly and in small places. The night in Kathmandu in 2026 taught me that change often begins not with funding but with crowds. Bangladesh women's football won the SAFF title before roughly fifteen thousand spectators, while Wembley held eighty-seven thousand one hundred and ninety-two. That gap in numbers is our real field of work. In the same way, change in athletics will begin the day a divisional meet's results are properly deposited on a server in Dhaka.

I know someone reading this will say it is a technological dream, that it does not happen in reality. Perhaps. But I hold a spreadsheet, a database of names, a rule of interview consent — all small, personal, almost negligible efforts, yet they prove that preserving data is not impossible, only that nobody wants to do it.

The second nobody wrote down will not come back. That girl's twelve point four seconds may never appear in any record. But if the next girl's time is one day written to an immutable ledger, that entry will be our biggest victory — bigger than any gold. The question is no longer about technology; it is about will. Do we truly want our athletes' names and times to survive, or are we content with the empty cells?