The Footsteps No One Recorded: The Data Void in Kenyan Women's Athletics

At Kasarani Stadium in Nairobi, on a March afternoon, I sat in the fourth row from the bottom, a notebook open on my lap, a pencil pinched between two fingers. On the track, eight young Kenyan women lined up for the 3,000 metres steeplechase. The starter raised the pistol. The crack sounded, and eight pairs of legs surged forward. No electronic board displayed their names. No press conference preceded the race. And in the federation's database, the personal best of seven of the eight was recorded as a single dash, meaning it did not exist.

I have spent years watching women's athletics meets across East Africa. What stops me every time I take a seat in the stands is not the speed on the track, but everything that never gets written down.

The paradox of forgotten numbers

Kenyan athletics is one of the greatest talent-producing machines in the history of world sport. But open any international database, filter by sex and by country, and you run into a familiar paradox. The number of male athletes with complete records, covering date of birth, coach, competitions, season-by-season form and injury history, is many times that of women. In some endurance events the ratio runs as high as four to one.

That imbalance is not a statistical accident. It is the product of a habit long embedded in how the sports industry operates: we record what we consider memorable, and we consider memorable what we have been taught to look at. For decades, the gaze of media, sponsors and even federations has been fixed on the men's track. The result is a vast data void, and that void replicates itself generation after generation.

Behind the stadium lights, women whisper what the whole world has never heard. But this time, what they whisper is not only a story about recognition. It is a story about doors that closed simply because no one wrote a number down.

Data is the ticket, not just a number

In modern athletics, data is no longer an appendix to performance. It is infrastructure. An athlete who wants to compete at the World Championships must either hit a qualifying standard or accumulate enough ranking points. To accumulate points, she must race in meetings inside the scoring system. To be invited to those meetings, she needs a record strong enough to convince organisers. And that record begins with something very small: someone sitting down, pressing a stopwatch, and writing the number into a file.

In Kenya, that loop breaks at the very first link for a great many young female athletes. I have stood at county and provincial meets where organisers had no electronic timing, where results were written by hand on a sheet of paper and then lost within weeks in the drawer of an office with no permanent staff. A girl who runs 9 minutes 12 seconds for 3,000 metres at fifteen, a mark good enough to draw the attention of international sports academies if it were recorded in time, can vanish from history simply because nobody moved that number into the system.

That is what the phrase missing data really means. It is not a dry technical error in a report. It is a door slamming shut in front of a fifteen-year-old child.

The three layers of the void

The data void in Kenyan women's athletics operates on three layers, and each demands a different response.

The first layer is collection. At grassroots level, a lack of equipment, staff and process means results are never digitised. Technically this is the easiest layer to fix, but in resource terms it is the hardest, because it demands investment in things that generate no instant glory: stopwatches, management software, and people paid to sit and enter data.

The second layer is storage. Even when results are recorded, they tend to sit scattered across systems that cannot talk to one another: school paper registers, coaches' private files, local federation press releases. Without a unified repository, every fragment of information becomes an island.

The third layer is interpretation. Even when data exists and is stored, it still has to be read correctly. A mark run with a tailwind or at altitude must be adjusted before comparison. A result achieved at fifteen must be placed on a physical development curve to judge potential. At this layer, a shortage of analysts means a shortage of the ability to see an athlete's future before she sees it herself.

These three layers are not separate. They form a spiral: missing raw data leads to missing records, missing records lead to missing opportunities, missing opportunities lead to fewer female athletes being known, and fewer female athletes being known makes people invest even less in collecting women's data. With each turn, the gap widens.

The broken value chain

Seen as a value chain, the data void spreads from upstream to downstream. Upstream, schools and grassroots clubs lack the tools to track the progress of female pupils. Midstream, national competitions lack the data to rank athletes and allocate entry slots. Downstream, media have no material to tell, sponsors have no index to measure, and the market has no product to sell. Each link blames the one before it, while the cause lies in the fact that nobody is accountable for the first link.

One rarely discussed aspect of the data void is its effect on biological monitoring systems. An athlete's biological passport, the tool that tracks blood and hormone markers over time to detect anomalies, operates on baseline data. When a female athlete lacks a full baseline record, the ordinary fluctuations of her body during the menstrual cycle can be misread as abnormal signals. Missing data, in this way, does not only take away opportunity; it also creates risk.

The contrarian angle: commercial value is not the only yardstick

When the conversation turns to equality in women's sport, the first reflex of many inside the industry is to reduce it to money. Women's football does not sell tickets, women's athletics does not attract sponsors, so investing in women's data is an inefficient investment. The argument sounds pragmatic, but it reverses cause and effect.

Data is not a consequence of fame. It is the condition that allows fame to be built. Sponsors do not pour money into things they cannot measure. Audiences do not follow athletes who have no story, and a story begins with a record. When we say women's athletics has little commercial value, we are really saying that we refused to build the information infrastructure that would let such value form.

There is a strategic blind spot here that sports administrators routinely overlook. The cost of an electronic timing device or a squad data-management program is tiny against the budget of any national federation. Which means the barrier is not resources. It is priority. And priority is shaped by prejudice, not by a balance sheet.

Gender equality in sport is not a battle against men, but a contest against prejudice. Prejudice does not attack with declarations. It quietly leaves a data field blank, year after year, until the void becomes something self-evidently in need of no explanation.

When memory cannot replace a record

I have one rule when I write: every paragraph, however rich in emotion, must come with a number. Not because I believe numbers say everything, but because I have seen too many beautiful stories washed away simply because nothing anchored them. A pitch does not only remember goals; it also remembers the hands that helped someone stand up. But for a helping hand to be remembered, someone has to write it down.

This story is not hypothetical. In 2026, I wrote about a sixteen-year-old girl named Achieng who scored twice in the final twelve minutes of a youth match. My piece was rejected by an editor for the familiar reason: nobody reads women's sport. I posted it on a personal blog, and within a week it was shared more than two thousand times. An NGO got in touch and awarded Achieng a scholarship. A blog rescued a young talent, but what actually saved her was not the emotion of the article; it was that the story was finally recorded in a place someone could find.

In federation records, a dash in the personal-best column does not say the athlete was weak. It says nobody pressed a stopwatch for her on the day she ran fastest. The difference between those two readings is the difference between convicting a child and convicting a system.

The same holds true for the women who run the machinery behind the scenes. Media officers barred from the changing room, female coaches absent from official rosters, team nurses unacknowledged in any report: all of them sit inside the same void. The whispers of women behind the scenes are never entered into the minutes, and so they do not exist in the collective memory of the sport.

The road ahead

Some changes are taking shape, slowly but genuinely. A few provincial athletics federations in Kenya have begun using phone apps to log results on site, rather than waiting to re-enter them at the end of the week. Some scholarship-granting NGOs now require a performance record as a mandatory part of the application, which forces schools to start keeping data. These steps are small, but they point the right way, because they change priorities, not just words.

What I want to see next is not a loud media campaign about gender equality in athletics. I want to see a national database where the name of a fifteen-year-old girl running 3,000 metres in a remote county is stored in full: date of birth, coach, venue, weather conditions, the number on the clock. Because once that number exists, it will find its own way. It will find an academy, a sponsor, a coach, a ticket.

For years, I told myself my job was to tell the stories nobody told. Now I understand that the first stage of telling a story is sometimes simply sitting down and writing the number. Without the number, a story can still be beautiful, but it will never become a record. And in a world where entry is granted on the basis of records, a beautiful story is not enough to carry a child through the gate.

The track at Kasarani went dark that afternoon. Eight girls walked toward the gate, backpacks on their shoulders, none of them knowing that their performances were alive in the notebook of a writer in the fourth row, and that elsewhere, in the official system, they were still only dashes. Change has to begin by turning those dashes into numbers that can be read, cross-checked and trusted. When that happens, people will start to see a generation of female athletes who were always there, just never counted.