The Empty Esports Report: When Analysis Becomes Procedure

I open the report file on a November evening, when Chicago has turned cold and the screen is the only light in the small studio. This is the "Stage-2 Esports Deep Analysis Report" — the kind of document analysis studios sell to sponsors and broadcasters as proof of professionalism. I scroll down. Nine major sections, each split into tables, each table into rows. And in every cell, the same sentence repeats: "N/A – insufficient information, cannot assess."

No game name. No team name. No player name. No patch. No tournament. The report runs thousands of words, covers all nine analytical dimensions, yet contains not a single fact. It is like a stadium packed to the rafters with no one on the pitch, no ball, no whistle. Only goalposts standing under an open sky. I am used to reports like this. They arrive on time, in the right format, and I trust them less and less.

Over the past decade, esports has learned very quickly to imitate football's analytical machinery. Organizations hire data analysts, set up performance departments, buy tracking software. Major tournaments publish open data for media to mine. Sponsors demand periodic reports proving their money flows into a measurable ecosystem. Thus an entire layer of intermediary documents was born: pre-match reports, post-match reports, meta-trend reports, transfer reports. Each one has a cover, a table of contents, a signature.

The problem lies in how these documents are produced. They are usually made by process, not by data. Someone designs the framework first — nine dimensions, thirty-six sub-items, each with an assessment box and a risk box — then goes looking for information to fill it. When there is no information, the process does not stop. The process preserves itself by generating the phrase "insufficient information." The nine-dimension framework becomes the product. The empty box becomes the answer. And the reader, too busy, too trusting of form, nods along.

I call this "staged analysis" — when the form of analysis is fully performed but the substance inside has been hollowed out. It differs from ignorance. Ignorance stays silent. Staged analysis talks a great deal, divides very carefully, numbers very neatly, to hide one simple thing: there is nothing to say.

What worries me is the incentive structure behind it. A studio signs a contract to deliver four reports a month to a team. When the deadline comes, they must deliver. If that month has no matches, no new patch, no transfer news, they deliver anyway — because hitting the quota matters more than getting the content right. I have sat in those editorial meetings. Someone said: "Just leave it N/A, it still looks professional." I understand why. A page with a title, tables, jargon, and risk warnings creates a sense of safety. It makes the reader believe someone checked, cross-referenced, concluded. In reality, no one checked anything.

Based on my experience following matches, what gives a piece of analysis its value has never been the number of sections. It is a single question answered with evidence. Why did this team win? Because the third pass in the twelfth minute opened a gap the opponent took ten minutes to close. Why did that player decline? Because his wrist hurt since the group stage and no one said so. A report can run three hundred pages and contain no answer. Another can run three lines and change how a team prepares for its next match. Value lies in the answer, not the page count.

The consequences spill beyond the meeting room. A young player reads the analysis about himself, sees nothing but empty boxes, and learns that saying much while saying nothing still gets paid. A sponsor reads the report, sees nine complete dimensions, and thinks he is funding a serious system. A fan reads the summary, sees nothing but jargon, and believes he just understood the match better. None of them gets what they need: a fact.

Here I see a thread connecting to what I have watched for years on the pitch. VAR was born to make football fairer, then people used it to draw offside lines by the millimeter, turning referees into editors of a slow-motion show. Attacking instinct is squeezed by an invisible line. The framework born to serve the match ends up standing above it. The esports analysis framework is walking the same road. It was born to help understand the match, then turned itself into the purpose. People no longer ask what this match says, but ask whether their report has all nine dimensions. When the second question replaces the first, analysis is dead, and only procedure remains.

Youth development is the same story. I have seen academies rise under the names of famous former players, loudly advertised, charging high fees, yet missing one thing: grassroots coaches who are properly trained, paid a living wage, and committed for the long haul. The glamour is on the sign at the gate. The hollowness is inside. The empty esports report is the same — the "Deep Analysis" sign is very large, while inside there is not a single data analyst actually working.

I remember the summer of 2026. I was a production assistant at WSCR Chicago, and the whole city lived in silence because of the pandemic. "The summer of 2026 had no crowds, but sports had never been more honest." With no crowd noise to fill the gaps, people were forced to hear the ball, the boots, the breathing. I learned that when the noisy shell is peeled away, what remains is the truth. The esports analysis industry is walking against that lesson. It keeps thickening the shell.

"Chicago Fire taught me that football always knows how to trample the script." And so does data. In 2026, as a sociology student at the University of Chicago, I wrote my first piece on Chicago Fire: the team with the league's lowest passing accuracy, yet the most counter-attack goals in MLS. A male commentator mocked me on Twitter: "Women like seeing through tactics, huh?" I did not delete the piece. I pulled the numbers from Opta, built charts, and wrote a response. From then I understood one thing: a claim is only worth making when it leans on evidence. The empty report leans on nothing at all.

Where might I be wrong? I ask myself that before writing. Perhaps those "N/A" cells are actually a rare act of honesty — a system willing to say "I don't know" instead of inventing conclusions. In an industry where everyone fears silence, daring to leave blanks may be a form of courage.

Perhaps I am judging too harshly a process that is really just a tool. A nine-dimension framework has no fault in itself. The fault lies with those who use it to fill gaps with paperwork. And perhaps, in some cases, that very framework has helped a young analyst know what to look for — like a map without terrain. I leave that possibility open.

But I still believe what I have seen: a report with no facts, no matter how beautifully presented, cannot replace sitting down, rewatching the footage, and admitting you do not yet know. That admission is the starting point of every real analysis.

I write "Hiệp Ba" to tell the story of football, but it turns out I am telling the story of myself — of the fear that one day I too will hand in a report full of empty boxes and call it work. My prediction: within eighteen months, at least one major esports tournament will publicly require analysis providers to sign a pledge not to submit empty reports, and that will be the moment this industry begins to grow up.