From Wang Shuang to Female Gamers: When Data Becomes the Voice of Women's Sports

In the summer of 2026, in a small analysis room in Beijing, I sat in front of a screen watching a friendly match between the Chinese women's national team and the South Korean women's national team. The clock had just struck the 78th minute when Wang Shuang — the number 7, then only 21 years old — received the ball in the gap between two lines. She did not charge toward goal. She took half a step back, lifted her head, and threaded a pass through four defenders. I rewound that clip ten times that night, because it felt like listening to a piece of music written for a singer no one yet knew. The next morning, I wrote my first analysis of her, built on 78 touches and 5 chances created in a false-nine role. The piece reached half a million reads. But what I remember most is not the number — it is the feeling that women's sports had just been handed a new lens, one that could count, measure, and therefore listen.

Years later, when I moved to covering esports for the Chinese market, I realized that lens was still intact. Only this time it was pointed not at a green pitch but at an arena with no grass and no stands leaning with the ball, yet still full of breath. The question put to me, and perhaps to an entire generation of sports writers, is whether data — the seemingly driest of languages — can become the voice of women in sport. I believe the answer is yes. And I believe it because I have seen it happen twice: once on a women's football pitch, and once in the competition room of a women's esports tournament.

To understand why data matters so much to women's sports, we need to look at a historical paradox. For nearly a century, women's sport was treated as a lesser version of men's sport: less televised, less sponsored, and most importantly, less documented. People remember Pele's goals, but not the goals of the women who played alongside his era. The collective memory of women's sport has leaked through the cracks of our fingers because no one bothered to record it. Without data, there is no legend. Without legend, there is no commercial value. It is a closed loop that only serious documentation can break.

Women's esports sits in a similar position, even more severe. Based on my experience watching matches, women's esports tournaments are often streamed only at low image quality, lack full information overlays, and have almost no post-match statistics. Meanwhile, a men's match in the same discipline can be analyzed down to every metric: damage per minute, kill rate, item timing, objective control. This asymmetry is no small matter. It determines who is considered excellent, who gets invited to a national team, who signs a sponsorship deal, and ultimately, who is remembered.

In 2026, when the pandemic left every stadium empty, I launched a podcast called "Under the Lights of an Empty Stadium." I recorded, over the phone, the stories of hundreds of female footballers and female gamers around the world. One story that kept me awake for many nights was that of Ly Giai Duyet, the number 10 midfielder from Shanghai. She told me her income was a mere 2,000 yuan a month, and she was considering retiring to take a part-time job. What stunned me was not the 2,000 yuan figure, but the fact that she had no idea how good she was. No one had ever handed her a data sheet showing that she passed more accurately than her teammates, that she created more chances than anyone else in her position. She was never given the tools to price herself.

I helped her spread her story, and the community raised 300,000 yuan in ten days. But the larger lesson lay elsewhere: when a female athlete has no data about herself, she lacks not only money but also a voice. And a voice, in modern sport, is written in numbers.

Data is not a dry blueprint, but a way for a female athlete to tell her own story without anyone's permission.

Let us return to Wang Shuang and my 2026 analysis. What made that piece spread was not that I praised her, but that I proved she was good with concrete numbers. I showed that when playing as a false nine, she moved into the gaps between defensive lines rather than hugging the flank, and that this movement stretched the opponent's structure. Seventy-eight touches mean nothing on their own; but placed beside a heat map of where she touched the ball, they tell a story about freedom. That is why an article about a female footballer became reference material for coaches of men's teams as well.

That method — count, measure, then tell — is gradually being applied to women's esports. I once followed an internal women's tournament spanning several weeks, where teams competed in a team-based strategy game. At first, the organizers announced only who won and who lost. But when a group of volunteer analysts began recording damage, objective control, and early-game deaths, a different picture emerged. Some underrated female players turned out to have the highest decisive metrics in the tournament, simply because they played in overlooked roles — support, initiator, the one who sacrifices.

In both football and esports, the positions dismissed as "secondary" are often where women play best, and also where data is most lacking. This is no coincidence. It reflects a habit of observation: we are taught to look at the scorer, the killer, the one who shines, and forget that light needs someone to hold the lamp.

When I talk to women's esports coaches, one recurring theme is the pressure to prove oneself twice over. A female gamer must not only play well; she must play well in a way no one can deny. Meanwhile, a male gamer can play average and still be seen as having potential. This injustice cannot be erased by abstract appeals to fairness. It can only be erased by concrete evidence. And evidence, in the end, is data.

That is why I believe the wave of data analysis reaching women's sport, though late, is liberating. When every action is recorded, no one can say a female gamer won by luck, that she was only good for one match, that she does not deserve her contract. Numbers do not take sides. Numbers do not remember gender. Numbers remember only action.

But wait — here I must stop and be honest with myself, because this is where I usually push back against my own argument. Data is not entirely neutral as I just claimed. Anyone who has worked with sports data knows that which metrics are chosen to be measured, and which are ignored, carries a point of view. If people only measure what men's leagues value, then female gamers can be undervalued from the very definition. An example: if the most important metric is defined as "number of kills," then the support role — where many female gamers shine — will forever sit at the bottom of the table, regardless of actual skill.

So what I learned is not "trust the data," but "be careful how data is defined." Who defines the metrics? Who decides what matters? Who sits in the analysis room and chooses what to count? If the answer to these questions is always men, then data merely reproduces old prejudices under a new scientific veneer. This is the biggest trap of the entire sports-data industry, and I do not want to become its blind cheerleader.

The only way to avoid that trap is to bring women into the very process of creating data. Not only as the ones being measured, but as the ones deciding what to measure. When I asked a female analyst working for an esports team, she said she often had to convince the coaching staff that a play saving a teammate mattered as much as a kill. It is a small, quiet battle, but a defining one. She is expanding the vocabulary of the discipline.

Women's sport does not need to be treated more kindly; it needs to be measured more fairly — and fairness begins with who holds the ruler.

From a commercial angle, the story grows more complex. For years, sponsors used the excuse that women's sport "does not have enough audience" to justify giving less money. But in my professional view, this is a circular argument: they do not invest because there is no audience, and there is no audience because they do not invest in media, in data, in storytelling. Data breaks this circle by creating content. Every detailed statistics table is a piece of content. Every thoroughly analyzed player profile is a story worth telling. Content creates audience, audience creates commercial value, and commercial value creates investment. Data is the starting point of that chain.

I think of the 2026 transfer of Tran Dieu Han, a 17-year-old defender, from Shandong to Manchester City Women for a fee of 2.5 million pounds — a record for Asian women's football. When her family trusted me to be the exclusive confirmation of this news, my first thought was not the number but the question: what made a European club pay that much for an Asian female player? The answer, after I looked into it, lay in data. They had tracked her across hundreds of hours of footage, analyzing her reading of situations, reaction speed, and win rate in duels. They were not buying a name; they were buying a dataset they believed would pay off.

That is a milestone I must verify against a wider context before calling it "historic." After all, 2.5 million pounds is still a small figure compared to men's transfers. But what is notable is not the absolute value, but the fact that it proves a principle: when data on female players is dense enough, their market value will adjust itself. The market does not lack money. The market lacks information.

Returning to women's esports, I see a similar trajectory forming, though more slowly. Esports organizations are beginning to realize that investing in a women's team is not only social responsibility, but also an opportunity to reach an untapped audience. In my professional view, this is the crucial moment: if organizations build data infrastructure for women's teams from the start, they will create a competitive advantage that latecomers will struggle to match. Conversely, if they treat women's teams as a media ornament, they will waste the opportunity and continue to reproduce inequality.

I once watched a women's esports team disband after one season for "lack of results." But looking at the internal data, it turned out the team had only practiced together for three weeks before the tournament, while men's teams had an entire season of preparation. The result did not reflect ability; it reflected investment. Without data on the preparation process, people will forever read results as a verdict on talent. And that verdict is always handed down to women.

This is the point I want to emphasize, because it differs from the usual way women's sport is told. The story is not "women play better than people think." The story is "we have not measured enough to know how well women play." This distinction matters, because it shifts responsibility from the individual athlete to the system. Female athletes do not need to prove anything more. The system needs to document more seriously.

On my reporting journey, I learned that dialogue is always more effective than assigning blame. When the Chinese women's national team suffered heavy defeats at the Tokyo Olympics, a wave of criticism fell on the coach and on individual players. Instead of taking sides, I organized a long conversation with Pham Van Kiet, a former national team captain. She said something I still remember: "We were not trained as thoroughly as our male counterparts, and that is not the players' fault." That remark was not merely a lament. It was an invitation to look at the training system, at the data infrastructure, at everything that happens before the match begins.

I think women's esports stands at the very crossroads women's football once stood at. The technology is ready. The audience is ready. What is missing is the decision to document seriously, and the decision to give women the right to define what deserves to be recorded.

There is one thing I always remind myself when writing on this topic: do not let empathy override objectivity. I am a friend of the community, but I am also an independent observer. If I inflate every women's tournament into a historic milestone, I am harming the very community I want to protect, because I am lowering the standard. The most respectful way to treat women's sport is to hold it to the same rigor we apply to men's sport — no more, no less, only fair.

And that fairness, once again, begins with data. Not data as a verdict, but as a language. A language that both women's football and women's esports are learning to speak, after decades of being forced into silence.

I remember the moment in the stands at the 2026 World Cup in Russia, when I met a group of Iranian women disguised as men to enter the stadium and cheer. They whispered to me about being banned from watching football at home. I spent three days recording twelve different stories, and my four-thousand-word feature went on to draw more than two million reads. What I learned from them was not pain, but the desire to witness. To witness, and to witness fairly.

In esports, I found the heartbeat of a generation that does not need a pitch but still needs the game. That generation does not demand to be celebrated. They demand to be measured. They want their plays recorded, analyzed, debated with the same seriousness as anyone else's. It is a humble request, but also a revolutionary one, because it demands changing an entire industry's infrastructure of observation.

Every transfer contract is a silent farewell and an unannounced welcome — but behind each number lie hundreds of hours of data someone patiently recorded, believing it was worth it.

Tactics, in the end, are the language of people rather than a dry blueprint. When I decode how Wang Shuang moves between lines, I am not reading a diagram; I am reading a conversation between her and her teammates, between her and her coach, between her and her own limits. Every pass is a whisper passed along. And data, at its best, is merely how we record those whispers so they are not forgotten.

I believe that in the coming years we will see a generation of female gamers and female footballers grow up alongside their own data — people who know exactly where their strengths lie, who know how to negotiate a contract based on evidence, and who know that their worth does not depend on whether someone believes in it. It will be a quiet but profound shift. It does not happen in the stands, but in analysis rooms, on spreadsheets, in evenings when someone patiently rewinds a clip for the tenth time.

And when that generation grows up, perhaps they will no longer have to hear the question "can women play at the highest level." That question will dissolve on its own, because data answered it long ago. What remains is only a better question: how will we build a sport where everyone is measured fairly, and who will hold the ruler.

The empty stadium during the pandemic taught me that football never lacks an audience, only noise. Women's sport is the same. It does not lack talent, only recorders. When the noise is made — with data, with stories, with patience — the audience will come. And when the audience comes, they will realize what those inside already knew: that the game was always there, complete, alive, only waiting to be seen.

On the World Cup stands, I learned to listen to the applause of belief. In the women's esports competition rooms, I learned that applause can also be written in numbers. And perhaps the task of a sports writer like me is not to create the applause, but to ensure that no one is left outside the stands simply because someone forgot to write down their name.

The question I leave for myself, and for anyone who has read this far, is not whether women's sport deserves investment. The question is: how seriously will we document it, and are we ready to give women the right to define what deserves to be recorded?