Empty Spreadsheet, Empty Record: Auditing the Data Void in Bangladesh Athletics

I opened the results file from the last National Athletics Championships and assumed the software had frozen. Four hundred rows had become zero. I scrolled through it—no event names, no times, no wind readings, no mention of which timing system was used. An official sitting next to me said, "Everything is fine, it will be updated later." I asked, "Later means when?" He laughed.

After years of sitting in timing booths, watching times penciled into notebooks at small divisional meets, I have learned one thing: in Bangladesh athletics, an empty cell is never neutral. An empty cell hides a decision inside it. Without answers to who took the time, on which clock, and in what wind, we cannot fairly judge a single athlete of the next generation.

My method is simple and unpopular. Before discussing any mark, I write down three things: the timing system, the wind reading, and any conversion applied. Hand timing and electronic timing are two different languages; reading one like the other produces a wrong calculation. By rule, a mark is not counted as a record if the wind exceeds 2.0 metres per second, and a reaction time below 0.100 seconds is a false start. Those two rules appear in many national results sheets; they usually do not appear in ours.

In 2026 I started a social-media athletics page called BDCricTeam, and from that time I learned that recording a result and understanding it are not the same job. In March 2026, at the National Championships in Dhaka, I was the only woman in the timing booth. Re-timing archive footage of the men's 100m national record, I found a 0.31-second gap against the official hand-timed mark. Over the next five months I audited 47 years of federation results and logged 212 men's 100m performances. The finding was uncomfortable: a large part of the so-called golden era was an artifact of measurement. Two Chattogram coaches said a former athlete should not be doing arithmetic.

The clock said 0.31, and the whole history changed its mind.

That audit rewrote my rules. Every piece since carries a method note—which clock, which wind, which conversion. When record disputes surfaced, editors began routing them to me instead of to human-interest features. Rigidity became my signature, and my ceiling.

In 2026, when domestic sport shut down, my club contract was suspended and I had eleven months. I built a domestic results database from scratch: 11 national championships, 2,340 performances, 341 athletes, every mark tagged hand-timed or electronic. Without the database, "Bangladeshi sprinting is thin" is an opinion; with the database, it is a statement with a denominator.

Look at the numbers now. From 2026 to 2026 came the SAF Games sprint era. Four men's 100m titles: Shah Alam, Bimal Chandra Tarafdar, Mahbub Alam. This is not a museum piece; it is a benchmark. The talent existed, and that is proven. What happened after 2026? An 18-year SA Games gold drought. So the question is not about the gene pool. It is about the federation and the infrastructure.

Imranur Rahman is the most complicated number in this picture. His 6.59-second indoor 60m gold in Astana in 2026 and his Paris 2026 wildcard are real; nothing about them can be denied. But he was born in England and trains in England. An indoor gold is a spike, not a pipeline. Promoting him as a product of the domestic system buries the actual data—no direct qualifiers, first-round exits, and a one-athlete media show.

One figure in the database always stops me: the share of marks recorded electronically among those 2,340 performances is so low that eight or nine careers in ten cannot be measured at all. That gap is where the phrase "one-athlete show" came from. Where one name is the face of an entire discipline, the question is not about that name. It is about the pipeline that depends on him.

In 2026, Tokyo's men's 100m entry standard was 10.05 seconds, while the Bangladeshi national record then stood at 10.29. The gap was 0.24 seconds. Every Bangladeshi track entry reached the Games through the universality wildcard route; my report stated plainly that a first-round exit is not a triumph. The federation did not reply. T Sports ran it anyway.

The infrastructure ledger is even clearer. The National Championships survive only through the Army, Navy and BKSP duopoly. Eight divisional headquarters still have no synthetic track. School-level promise dies before it reaches BKSP, because there is no track to measure it on. Where there is no track there is no time; where there is no time there is no record.

This is my second thought. We blame the gene pool easily—"our bodies are not built for it." That explanation is comfortable because nobody is at fault. But a shortage of data and a shortage of talent are not the same thing. Correlation is not causation; when two things happen at once, it does not mean one caused the other.

There is a more uncomfortable truth: an empty file is never neutral. Without answers to who took the time, who recorded it and who failed to update it, history is always written in favour of whoever benefits most. The great marks of the hand-timed era cannot be compared directly with electronic times; and a modern meet without wind readings is equally incomplete. On both sides we lack clean evidence, and that gap is the most useful thing of all.

When the stadium emptied, the data stopped hiding behind the noise. I trust the spreadsheet, but I still audit the story.

Reading the next meet programme, I will watch three things: which clock took the time, whether wind readings are recorded, and whether the number of electronically timed performances is rising. The best models are janitors: they clean context before they predict. If those three numbers rise, Bangladesh's sprinting can be discussed honestly; if they do not, we will keep telling the story of an empty spreadsheet, and keep forgetting why it is empty.