The East African Women's Athletics Data Gap: Four Decades Nobody Recorded

There is a spreadsheet I have opened again and again for three years. It sits in a folder called "Soka La Wanawake — Nairobi," and on the seventh row, in the personal-best column, the cell is completely blank. Not a zero. Not a dash. Just empty space — which my system fills automatically with three characters: N/A. I have asked four coaches, two federation officials and one former athlete who wore the Kenya national jersey about that empty cell. All seven answered with the same sentence: "Nobody recorded it." The blank in that spreadsheet is not a technical error. It is the most honest record of how East African women's athletics has been treated for four decades. Last week, I received an internal document from a sports data analysis group. Forty pages. A nine-dimension analytical framework, covering performance assessment, athlete condition, qualification mechanisms, competitive landscape and industry transmission. And in every cell, every row, the result was identical to my spreadsheet: N/A — insufficient information. The document concluded that analysis could not be performed, because the input data was empty: no athlete names, no marks, no dates, no source. The author called it an "input integrity failure." I read those forty pages and realised: they had accidentally rewritten the history of East African women's athletics in the form of a system error report. FOUR DECADES NOBODY RECORDED When the British colonial administration set up organised sport in Kenya in the 1950s, it brought an administrative habit: record only what you consider important. Men's athletics, with its inter-provincial championships and empire games, was documented in detail — names, times, venues, wind readings. Women's athletics, considered auxiliary or simply non-existent in the organisers' eyes, had no ledgers. That habit survived independence in 2026, survived successive federations, survived even the golden age of Kenyan athletics on the world stage. The result is a paradox anyone working in sports data knows. Kenya is one of the greatest athletics powers in history, yet when you try to reconstruct the record of a female 1,500-metre runner from the 1980s, the system returns a single symbol: N/A. Her name may survive in an old newspaper. Her time may be mentioned by someone in a radio interview. But no database, no federation file, records her progression the way a male contemporary's progression was recorded. People often say East Africa lacks talent. That is a deliberate lie, and I will say it plainly: East Africa does not lack women's football talent; it lacks record-keepers. I wrote that line about football, but it holds for every women's sport here, including athletics — the sport Kenya dominates so thoroughly that the world forgets Kenyan women run, jump and throw too. Throughout my career, I have reminded myself of the pioneers. They did not open the road with results alone. They opened it by enduring the silence of blank pages. When a Kenyan woman crosses the line first at an international meet and nobody records her time in the official file, she is still a pioneer — it is just that her road is not marked on any map. READING AN ERROR REPORT AS HISTORY The forty-page document I received names no one. It is not about a specific athlete, coach or competition. It is about a process that failed at the first step: the information-extraction step. And in that failure, I recognised the structure of a much larger problem. When an analytical system returns "N/A — insufficient information" across all nine dimensions, it is not saying nothing happened. It is saying something happened and nobody recorded it. The author stressed the point I consider most important in the whole document: emptiness does not mean "no risk" or "confirmed safe." It means "no information." In East African women's sport, we have misread that emptiness for forty years. We read it as proof that there was nothing worth recording. Based on my experience following women's matches in Kenya, Tanzania and Uganda across many seasons, I can put it more precisely: that emptiness is a fixable system error, but nobody will fix it. In 2026, when I founded the podcast "Soka La Wanawake," I began following the entire 2026-2026 season and noted a figure I had to check three times. Vihiga Queens scored 23 goals from high pressing in a single season. The Kenyan men's national team, over the same period, scored 14 from all sources. I put that figure on air and two conservative journalists called it "a joke." I did not dodge. I made them sit down and watch the footage. They went quiet. That 23-to-14 ratio appears in no official database. I had to count it myself, rewatch the tape, build the table. That is the crux. The entire body of data on East African women's football tactics — and most of the data on women's athletics — exists only because someone was willing to count by hand. When nobody counts, the system returns N/A. And when the system returns N/A long enough, people start to believe there is nothing to count. Athletics is a sport of numbers. An athlete is judged by time, distance, top-three finishes. But East African women's athletics is a sport of missing numbers. When a Kenyan woman meets the standard for a major championship, her qualifying mark is recorded — because it is the condition for her entry. But the sequence of results leading to that moment, the years of building form, are not. We have a destination, not a journey. We have one number enough to fill an entry form, and a blank the length of a career. In March 2026, when every international competition was suspended indefinitely, I did not sit still. Out of frustration at the postponed Women's World Cup, I collected amateur phone footage from 12 women's clubs in Kenya, Tanzania and Uganda. I found something I had never seen in any group of male goalkeepers in my research: 9 of 11 East African female goalkeepers had hand-written "tactical notebooks" during lockdown — on cardboard, in biro, recording every phase, every opponent movement. I wrote a 40-page report titled "The Invisible Tacticians." A British university put it on its syllabus. Here is what I want to say: when the competitions stopped, I saw the invisible tacticians begin to speak. They were always there. It is just that nobody recorded their voices. The global data system handles this differently. In June 2026, I had a press pass at the World Cup in Russia. Across all 64 matches, I ran a covert survey: counting the airtime of aggregate commentary on European broadcasters. Only 6% of airtime mentioned tactics. The other 94% went to male stars and beautiful goals. At the same time, the Women's Africa Cup of Nations — WAFCON — ran in parallel, and not a single international channel broadcast it live. Not one channel. I launched a 12-part series comparing possession, passing and fouls-conceded data between WAFCON women's teams and men's teams at the World Cup. The series reached 2.1 million impressions. The Football Kenya Federation then invited me to be a communications consultant. The 2026 World Cup showed me: Nigerians were looked at, not watched. And the same holds for every East African female athlete. They are looked at as a phenomenon, a hardship story, an inspiration — not watched as tactical subjects with a data trail that needs recording. That is why the forty-page document caught my attention. It accidentally describes exactly the mechanism that erased the history of East African women's athletics. A process that, at the first step, extracted nothing. And at the second step, was forced to write "N/A" in every cell. The only difference between that report and the history of East African women's sport is this: the report had someone who recognised the failure and recorded it. Our history did not. The author also made a warning I want to carry straight into my field: the greatest risk is not missing data. The greatest risk is a document with a complete framework and complete cells but empty content, misread as a "safety confirmation." In women's football and athletics, we have misread exactly like that for four decades. A women's competition not televised does not mean it is unappealing. It means nobody paid to film it. A female athlete with no performance record does not mean she has no achievements. It means nobody recorded them. And here is the part the sports-data world rarely admits. On the transfer map, women are numbers placed in the wrong column. When a European club buys a female forward from Africa, the fee is entered in a transaction column. But all the data explaining why she is worth that much — sprint counts, effective distance covered, duel-win rate — does not exist. People price a female athlete by what the camera catches, not by what the system records. Because the system records nothing. There is a deeper layer the document accidentally touches. When data on female athletes is missing, what goes missing with it is injury data. Men's clubs have an incentive to disclose injuries when it serves their interests — a statement about successful surgery can reassure sponsors. East African women's clubs have no sponsors to reassure, so they disclose nothing. The result is athletes who vanish from the track for two years, then return, and nobody knows what happened in between. Medical records do not exist, or exist but nobody is allowed to see them. Fans are blinded, and the media blinded with them. Medical confidentiality, here, does not protect the athlete. It protects those who do not want to answer questions. Even when data exists, it can deceive. Distance covered and sprint counts are packaged as effort metrics, but running ineffectively also produces pretty numbers. A player who runs 11 km may have spent 90 minutes in the wrong position. A player who runs 8 km may have read the game so well that no wasted running was needed. If we build a database for East African women's football simply by copying the metrics used in men's football, we will repeat the same mistake: measuring what is easy to measure instead of what matters. THE TRAP OF DEMANDING MORE DATA There is a reflex I see at almost every conference on "developing women's sport in Africa": demand more data. More numbers, more databases, more reports. But data does not generate itself. It is generated by the person who counts, and the person who counts must be paid, trained and trusted. If we only demand more data without investing in record-keepers, we will get exactly what that forty-page document got: a perfect framework and a blank page. More dangerously, imposing a Western data framework on East African women's sport can erase a second time whatever remains. The cardboard notebook of the Ugandan goalkeeper fits no column in a standard spreadsheet. If we only recognise what fits the column, we will leave on the margins precisely the tacticians who invented their own defensive systems out of nothing. I am not looking for a level playing field. I draw the lines of my own pitch. And my pitch must have room for the cardboard notebook, not just for FIFA's database. WHAT IS CHANGING That forty-page report ended with a technical proposal: set a minimum threshold of information points before allowing further analysis. It sounds dry, but it is a political idea. It says: you may not declare "there is nothing" when in fact it is only "nobody looked." For East African women's sport, that threshold should have been applied long ago. The first channel is always the hardest, but someone has to hold the microphone. And whoever holds the microphone today has one more task: not just to recount the match, but to rebuild the database that four decades ago was left empty. One cell at a time. One name at a time.