Eleven N/As and a Filled Template: The Real Fabrication Risk in Cricket Analytics

At 2:30 a.m. on a Gachibowli sofa, the laptop is open and the document on screen looks completely filled in. There are eleven rows. Every row has a field, every field has an answer, and every answer is — N/A. "Article title: N/A. Source: N/A. Format: unclassified. Information points: empty list." The template is beautifully prepared. It just has no cricket in it.

A plain blank page is honest. It says plainly that it has nothing. A fully formatted page with N/A in every cell is more dangerous — because it looks complete, and anything that looks complete invites you to complete it. Twenty-three years of watching and writing cricket have taught me this one thing repeatedly: the biggest errors happen where the structure arrives ready-made and the substance does not.

Here is how the structure runs. Before any cricket analysis there is a prior stage — opening up the source material and extracting six things from inside it: the article's title, source and publication date; the format and the nature of the event; the named entities, meaning teams, players, venues, boards and franchises; numbered information points, meaning discrete verifiable statements carrying a score, a milestone, a transaction figure, a quotation or a ruling; the core viewpoint and the author's stance, so fact can be separated from spin; and time sensitivity plus source quality, so a confidence level can be fixed on every conclusion.

This time that stage came back, but empty-handed. All six of six absent. And here is the paradox — the template did not come back incomplete, it came back complete. Every cell was present, merely unfilled. In technical language this is a silent extraction failure. In ordinary language: the machine ran, it just forgot to bring the goods.

One more thing must be recorded. The domain label read cricket_asia. That is not "cricket." It is a regional tag — Asia. That small slip is as consequential as the empty list, because it pushes the entire analysis in one direction. The moment you start reading the material through the lens of "the Asian market," that is the moment broadcast rights, franchise valuation and auction sums begin to displace the game on the field. This is cricket's most common and most expensive error — putting commercial value and sporting value into the same ledger. Right now I have no basis for connecting either. Both sides are missing.

The fabrication ladder

Picture a desk where copy has to go out at six in the evening. The same template is on screen, N/A in every cell. Two routes exist. One — write to the editor that the input is incomplete and no analysis is possible. Two — and this is the route most people take — start filling the empty cells from memory.

That process works like a ladder. At the bottom sits a strike rate. You know the player scores quickly, so you put down 145. On the next rung, "recent trend" — he's had a good three innings, so "in form." Above that, a conclusion — "therefore he is the claimant for the number three slot." And at the top, a headline. In six minutes you have a complete article in which not one sentence has been verified.

The most frightening part of this ladder is that a fabricated figure is not random. It comes from your memory, which means it is approximately right. The difference between 145 and 138 is seven. A casual fact-check will not catch it, because it is right in shape — it is wrong only in provenance. And a figure that is right in shape gets quoted in somebody else's piece next time. Within four months a fabricated number has become received wisdom.

I have seen this from the other direction too. In 2026 I was writing sponsor content for a digital outlet in Hyderabad. The brand brief was explicit: present Sunrisers Hyderabad's 158/6 inside a heroic frame built around David Warner's 59. I pulled the phase splits. Only 41 runs had come in the last five overs, and on the flat Rajiv Gandhi deck that total was 12 short. That is what I wrote. The client pulled the piece and the contract ended. I posted the rejected draft on my own handle — 18,000 reads and 400 arguments.

That episode works from both ends. In the brief, the conclusion was fixed in advance and the numbers were to be found afterwards. The empty template does the same thing — the conclusion arrives first, the evidence afterwards. Identical method, only the direction reversed. Every transfer rumour is a story somebody needs to be true by morning. And every empty template is a report somebody needs finished by six in the evening. Need and evidence are different things, and when need wins, a number gets manufactured.

The format gate

Cricket analysis has a door you cannot get past without crossing. It is called format. Test, ODI, T20, The Hundred. Their tactical logic does not transfer between each other, and this is the most ignored fact in the trade.

Take the powerplay. In T20 it runs six overs, in ODI ten. A six-over powerplay is a sprint — you take risk. A ten-over powerplay is the opening of a long innings — you protect wickets. Putting both scoring patterns into one table is not analysis, it is typing.

Look at economy. In T20 anything below seven is generally excellent. In the ODI middle overs 5.5 is par and 6.5 is expensive. In Tests the same number is meaningless, because the purpose of an over there is not run suppression but buying time. A bowler with a T20 death-overs economy of 8.2 is not poor in that format; he is often very good, because he is bowling for wickets there, not bowling to contain.

And the middle overs. The stretch from over 11 to 40 is where India's ODI finals are actually lost — powerplay and death-overs highlights sell, but the strike-rotation count happens there. And the benchmark for strike rotation shifts with format.

Now imagine format itself is undetermined. Every number becomes noise. Which is why the first rule of analysis is that format confirmation is a hard gate — no conclusion leaves the room without crossing it. The second rule is stripping out the luck factors: toss, DLS, rain, dew, home-ground bias, DRS controversy. Without any of those, result-versus-process verification is impossible. And where that verification cannot happen, a story can be written, but not an analysis.

Four more warnings belong on that same sheet for any cricket conclusion: a reading drawn from a small sample; a figure from one format pasted onto another; home data that conceals away weaknesses; and a player's age curve plus injury history, which commentary routinely leaves out.

A null result is also a finding

Here is the most important sentence, and it should be written plainly: not finding something is itself a finding, provided it is documented. A documented null and a filled template are worlds apart, yet they look identical.

The professional rule is this: when the input is empty, the output should be a null result plus a remediation list, not a completed analysis. And the people who will use the report — editors, content teams, trading desks — must be told explicitly that this is not a "no risk" situation; it is a "no input with which to measure risk" situation. That difference is not small. If a wicketkeeper does not appeal, it does not mean the ball missed the edge — it only means he did not raise his voice.

The only risk that can be rated in this run is not sporting — it is analytical-process risk, and it is high. Building a filled template on empty input is that risk. Its output is plausible-sounding but fabricated claims. And in cricket such a claim never travels alone — it turns into a ranking, an auction sum, a selection debate, and finally into somebody's reputation.

Three further risks sit below it: cross-format conflation, domain-label drift, and silent pipeline failure. The first two touch publication directly; the third stays inside the process, but it is the cleverest of the three — because it does not show.

The 158-impressions lesson

In 2026 I covered the Russia World Cup from a two-room studio in Gachibowli — live at 2:30 a.m. IST, two producers and a rented sofa. When Germany lost 0-2 to South Korea and crashed out in the group stage, I stayed on air until five in the morning because the chat would not close. That night taught me who I learn football from most — 158 impressions, not any press box. The same year I killed a sponsorship myself, because I told the truth about a 158-view video.

That episode sits inside the argument here. Just as reach can be measured and a press-box seat cannot, a numbered information point is verifiable and "according to sources" is not. When extraction returns zero points, you do not have a story — you have a slot. The smallest verifiable unit always beats the grandest unverifiable frame. That is my whole method, and it is also this report's defence.

The minimum information set

So what is the minimum required? Title, source and publication date — the first condition. Format and the nature of the event, meaning bilateral, ICC event, league or warm-up — the second. Named entities, meaning teams, players, venues, coaches, boards and franchises — the third. Numbered information points, each a discrete verifiable statement — the fourth. Core viewpoint and author's stance, so fact can be separated from spin — the fifth. Time sensitivity and source quality, so a confidence level can be set — the sixth.

With none of these, a piece can still be written — but then it is opinion, not news, and it must be called opinion. The trouble begins when empty input is dressed in the coat of analysis.

Now the part where I should doubt myself. First possibility: perhaps the article genuinely carried no facts. A caption, a fixture notice, a two-line agency flash — imposing a six-cell structure on that is over-engineering. Second possibility: perhaps the pipeline was right and the source itself was thin. If so, my null result is also a kind of laziness.

And a third possibility, the one that stings most: perhaps the null-result discipline is itself cowardice. The easiest way never to be wrong is never to say anything. The live-room part of me knows that an incomplete thread posted at 2:40 a.m. still has value, because the room corrects it. The one-innings cooling rule — pausing one innings before posting any claim about selection or character — has a cost too: the room moves on. So treating N/A as always the right answer would be wrong. A null is a door, not a destination.

What comes next. I'll make one testable prediction: if the next batch does not install an automated guard that rejects output containing zero information points, at least one published piece will carry a number with no traceable source. The cost of preventing it is tiny — make format confirmation a hard gate, normalise the domain label to cricket, and keep region as a secondary attribute.

And one question I cannot answer: if a template can be filled without a single verifiable fact, what exactly is the template for?