When Swimming Data Are Empty: Honest Analysis Begins with N/A

A pool without the sound of water can be more haunting than a noisy race. I thought about this when I opened the swimming analysis sent to the newsroom early in the morning. A long table with many columns, but every cell displayed “N/A – insufficient information”. Technique: empty. Performance: empty. World-record comparison: empty. Competition, character story, industrial impact: all empty. The analysis did not provide a single number, did not make a single judgment. It refused to turn scarcity into a story. In emptiness, I heard more clearly the breath of the match – the only sound a sports journalist can trust when the document has not been verified. Behind that analysis was a disciplined process: the initial content-extraction stage, called Stage-1, received no input at all. No athlete name, no training diary, no race result, no quote. Faced with the void, the system did not invent flashy terms like “explosive” or “miraculous”. Instead, it stated that the evaluation categories could not be performed. In sports, printing N/A is sometimes seen as failure. I see it as an ethical choice. Analyzing a swimming race is not just looking at a stopwatch. It requires technical data from the dive, stroke length, breathing rhythm, turn time, and the ability to withstand pressure in the final meters. Without slow-motion footage or split times, any comment about an “effective stroke” is merely descriptive prose. An analyst must place results in the correct historical coordinate system: against the world record, against the all-time top ten, against the current season ranking. With no recorded time and no meet name, one cannot rank, one cannot say “world-class”. The empty report faithfully reflected scientific procedure: when data are missing, analysis must stop. In a comprehensive swimming analysis, different layers require sufficient material to be built. The first layer is technique; the second is performance; the third is the competition and selection system; the fourth is the map of rivalry among countries; the fifth is rules and anti-doping; the sixth is the athlete’s career journey; the seventh is the risk matrix; the eighth is public emotion and media expectation; the final layer is the ripple effect on the swimming industry. The document I was reading did not have enough material to build any layer. It did not insist on drawing a grand diagram. That emptiness reflects an unhealthy habit in media: injecting emotion when there is no event. This “useless” analysis taught me a useful lesson – saying no is a skill of information governance. The professional risk of a sports journalist often begins with a number that has no source. When an athlete suddenly performs well, the writer immediately labels it “a new era”. When a racer fails, the writer immediately concludes “tactical error”. Yet factors such as injury status, training load, physical development stage, sleep quality, and competition-day psychology remain unverified. An honest report must separate confirmed facts from personal speculation. Otherwise, the newspaper builds a legendary story on sand. The need to chase breaking news has flooded modern sport with predictions decorated by heat maps. A heat map shows position, but it does not reveal a player’s real role in the system. That is a form of technological fortune-telling that I always guard against. The counter-intuitive point is this: an analysis that cannot conclude anything may be the most professional product of a newsroom. In a noisy transfer window, when websites race to publish rumors, an article that dares to leave unverified sections blank creates a credibility filter. Readers need to know what is missing, not only what is being mentioned. This approach forces event organizers, clubs, and athletes to provide original information. It also helps audiences escape the trap of hollow claims. If we are not willing to print “no data”, we will print fabricated sentences. I choose structured silence over meaningless noise. Looking back at my reporting journey, from empty stadiums during the pandemic to the breakaway moments in Kazan, I have learned one thing. Kazan taught me that speed can also dance. But dancing requires music. That music is verified data: results, regulations, context. When there is no music, a writer is not allowed to pretend to hear a melody. Based on my experience following many international swimming competitions, I can say that most of the worst commentary comes from forcing opinions into empty spaces. A 1,000-word sports article should not fear the words “no information yet”. It should see that as an opportunity to ask the right question. This morning, the document in front of me did not bring the name of a champion. It did not bring a new record number. But it brought a clear message about professional standards. In a sporting world where data are manipulated to serve emotional narratives, the bravest act is to stop when evidence is lacking. Sport is a common language, but that language only matters when we speak according to the truth of each number. Otherwise, all that remains is temporary noise. The final question for every sports writer is: are we brave enough to print N/A on the front page?