An Empty Cell Never Lies: Eight Chapters on Combat Sports' Accounting Crisis
**সংক্ষিপ্ত উত্তর:** মার্শাল আর্টস নিয়ে তৈরি আট-অধ্যায়ের একটি বিশ্লেষণী প্রতিবেদনের সব ঘর ‘তথ্য অপর্যাপ্ত’ বলে ফিরে এসেছে, কারণ উৎস লেখায় কোনো নাম, ইভেন্ট, রেকর্ড বা নিয়ম-বিতর্ক ছিল না। প্রতিবেদনটি সতর্ক করেছে, ঝুঁকির তথ্য না থাকাকে ঝুঁকি নেই বলে পড়া যাবে না। **মূল তথ্য:** - প্রতিবেদনে আটটি বিশ্লেষণ-অধ্যায় থাকলেও উদ্ধৃত করার মতো একটিও তথ্যবিন্দু ছিল না। - ‘মার্শাল আর্টস’ লেবেল একা এমএমএ, বক্সিং, কিকবক্সিং, মুয়াই থাই, গ্র্যাপলিং, সান্দা ও তাওলু আলাদা করতে পারে না। - স্বাস্থ্য ও ডোপিং-সংক্রান্ত প্রতিটি ঘরে ‘ঝুঁকিমুক্ত’ নয়, ‘অযাচাইকৃত’ লেখা হয়েছে। - ন্যূনতম ইনপুট চারটি: একটি নামযুক্ত সত্তা, একটি উপ-শ্রেণি-লেবেল, অন্তত তিনটি তথ্যবিন্দু ও উৎসের মান। - সত্তা-নিষ্কাশন তথ্যবিন্দুর তালিকার ওপর নির্ভরশীল হওয়ায় বৃত্তাকার নির্ভরতার সৃষ্টি হয়েছে। **সূত্র:** স্টেজ-২ গভীর পেশাগত বিশ্লেষণ প্রতিবেদন, মার্শাল আর্টস ডোমেইন; নথিতে প্রকাশের তারিখ উল্লেখ নেই। **সম্পর্কিত প্রশ্নোত্তর:** প্রশ্ন: বিশ্লেষণ প্রতিবেদনটি কেন সম্পূর্ণ খালি? উত্তর: স্টেজ-১ ধাপে উৎস লেখা থেকে কোনো তথ্যবিন্দু বা সত্তা তোলা যায়নি, ফলে আটটি অধ্যায়ই ‘তথ্য অপর্যাপ্ত’ হিসেবে বন্ধ হয়েছে। প্রশ্ন: খালি প্রতিবেদনকে কি ‘ঝুঁকিমুক্ত’ ধরা যায়? উত্তর: না; প্রতিবেদনটি স্পষ্ট করেছে ‘অযাচাইকৃত’ ও ‘ঝুঁকিমুক্ত’ সম্পূর্ণ আলাদা, এবং খালি ইনপুটকে ক্লিন বিল ধরে নেওয়া একটি মিথ্যা-নেতিবাচক সিদ্ধান্ত। প্রশ্ন: সমস্যার ব্যবহারিক সমাধান কী? উত্তর: বাধ্যতামূলক উপ-শ্রেণি-লেবেল এবং বাউট, ওয়েইন-ইন ও মেডিকেল সাসপেনশনের একটি জনসাধারণের জন্য উন্মুক্ত, পরিবর্তন-অযোগ্য লেজার।
Eight chapters. Each one carries a table, and every cell in every table says the same sentence: insufficient information, analysis not possible. I counted more than forty cells. Not one was left blank; each one states why the answer cannot be given. Forty-four years of ringside notebooks, and I had never been handed a document whose entire content was an inventory of its own ignorance.
The water bottle became a microphone in June 2026, at the NSC gymnasium in Dhaka. Fourteen bouts went out on Facebook Live because no broadcaster would send a crew. Sixty-one thousand people watched. The newspaper report of the same final ran 180 words the next morning. The Army team took nine of the ten weight classes. The club coaches from Chittagong brought four boxers and went home with no medal at all; I sat with them on the closing night and wrote their names down.
The following year, during the 2026 World Cup in Russia, the newsroom emptied toward Moscow and I stayed at the desk in Dhaka, counting. That June the sports pages ran eleven World Cup items against exactly one combat-sports item — a 200-word agency brief on the national karate championships held the same week, which drew zero minutes of television. After sitting in tea stalls with six fighters watching the tournament, I wrote that a country can love a sport it never plays and ignore the one it bleeds for. That sentence became the first column of my coverage ledger: a spreadsheet updated monthly, column inches and broadcast minutes per discipline.
A few days ago I set another document beside that ledger. An eight-tier analysis report — competition and tactics, fighter condition, event and organisational landscape, business model, rules and governance, health risk, public narrative, industry transmission. All eight are present. Every cell in all eight reads: unknown. The report declared itself a failure, because the source article from which the analysis was supposed to begin contained not a single usable information point — no name, no date, no result, no figure, no rules dispute.
That report is not a failure. It is a mirror. The domain label it was given was one word: martial arts. Under that single word sit at least seven mutually incompatible accounting systems — win-loss logic in mixed martial arts, the four-body belt economy of boxing, finish rates in kickboxing, stadium promoters in muay thai, the points system of grappling, the hybrid rules of sanda, and taolu, where nobody defeats anybody and the result comes from difficulty and execution scores. Apply boxing's win-loss logic to taolu's difficulty score and what comes out is not analysis; it is rubbish. The report therefore said at the outset that no analysis can begin until a sub-classification is fixed. That is the most valuable line in it. For four decades in this market we have made precisely this error — filing karate medals, boxing records and lathi khela exhibitions under one heading and measuring them with one ruler.
The second thing the report caught is subtler. The list of information points is empty, yet the entity-extraction field instructs the analyst to identify entities from the information points above. That is a circular trap: it asks for names to be pulled from a list that does not exist. A system that hides the formula for its own ignorance inside itself can never tell you what it is missing. In our federation reporting that circle runs in flesh and blood. A federation describes its own record, a journalist prints it, and the printed record becomes the source for the next report. Nobody asks who was outside that record.
The third line is the report's most honest statement, and it avoids a silent trap. Every health and doping cell reads not cleared but unverified. The report states explicitly that absent risk data is not the same as absent risk, and that reading an empty input as a clean bill of health would be a false negative paid for, in this sport, with people's brains and kidneys. In a discipline where brain injury and weight-cut deaths are documented, collapsing found nothing and there is nothing into one is a professional offence. My notebooks hold the parallel case: how many fighters quietly dropped off the card, how many sat under medical suspension — none of it written anywhere, so nobody knew before they climbed back through the ropes.

The fourth proposal in the report is directly usable on a desk. The minimum viable input is four items: one named entity, one discipline sub-label, at least three information points, and a source-quality rating. Fill those four cells or you are printing a guess rather than an analysis — and printing guesses is what we usually call sports journalism. I applied the four conditions to my own desk. The result was uncomfortable. Across the past decade, roughly a third of my own martial-arts pieces would fail the third condition: I did not hold three independent, verifiable facts.
Why not is also explained by this report, in reverse. Who keeps the fighters' records? In this region boxing, judo and wushu stay alive through the services — Army, Police, Ansars, BGB. They have their own diaries, their own coaching structures, their own internal competitions. But those diaries are closed to the public, closed to civilian clubs, closed to journalists. So the fighters who step up in a services jersey have their results locked inside a wall, and the fighters who come out of civilian clubs with four boxers have their results nowhere at all, except in somebody's notebook. The medal winners get an account; the ones who never made the draw get nothing. The ledger's job is not to praise the first group but to write down the second.
This is where the regional column and the continental column must be printed on the same line. The 2026 home South Asian Games brought four karate golds — a loud night, a full hall, a front page the next morning. A decade later came three more. But the question to ask is this: of those seven, how many fought a single bout on the continental circuit in the following five years? In the report's language the answer is unverified, because nobody wrote it down. Apart from my own notebooks those names cannot be found anywhere, and my notebooks are not a database. There is no nostalgia here, only arithmetic: print the regional success and the continental absence side by side and the gap between them is the story.
Now the other side. The easy outside reading is that the machine failed, the analysis came back empty, the technology is not ready. My reading is the opposite. The only honest answer in that whole document was written by the machine. Humans fill those cells with adjectives — in devastating form, a star of the future, world-class potential. How many thousand words have been stuffed with those three phrases in this subcontinent is itself unrecorded, because nobody kept that ledger either. A report that says I do not know, and here is why I do not know, is not a failure; it performs the hardest task in journalism, which is to document ignorance so that someone can fill it later.
I do have one objection to the report, and it is structural. It holds that entity extraction depends on the information-point list, the list is empty, therefore the output is null. That is a design weakness. Name extraction should run directly against the raw text, without waiting for permission from an intermediate list. In practice the opposite happens: the articles with the fewest information points are often the ones hiding a name — a nickname, a district, the name of a gym. From the first professional card in November 2026 through the 2026 headline event and the event-series era to the 2026 WBC Asia Silver fight, the first professional face came out of the Rangamati hills, not out of any federation's development plan. That fact was born in the second paragraph of a small report nobody read properly.
And here the ledger makes its real demand. We need a tamper-proof bout ledger — public, written once, unchangeable. Every bout, every weigh-in, every medical suspension, every sanction, every club move. My generation's notebooks are on paper, my colleagues' on laptops, some only in memory. A record that disappears when one man dies is not a record; it is a memory. The technology question here is not hype, it is plumbing: if a fighter cannot prove how often, where and against whom he has fought, then his weight-cut history, his concussion count and the length of his layoffs are none of them safe. An empty cell is the name of a risk.
So the last word is not about a table but about a handover. I am not finishing this piece alone. The two younger colleagues who built a twelve-episode podcast out of my thirty-six years of notebooks in 2026 — aged twenty-seven and thirty-one, names placed above mine at my own insistence, forty-eight thousand downloads by December — they will keep the next ledger. My job is to leave one condition behind: where a cell has no answer, write none; and where a name never made the draw, write that name separately.
The question, then, is not a journalism question. In this martial-arts market, who keeps the record — the federation, the services, the promoter, or the coach who brought four boxers and went home with nothing?
