Empty Data Sets and a Broken Information Supply Chain: Why Cricket Analytics Now Needs Blockchain

It was half past one in the morning on a balcony in Mymensingh. The file came back from the second stage of the analysis pipeline with no title, no source, no publication date, and an information-point list that was entirely empty. No player's name, no team's name, no format — Test, ODI and T20 all left unmarked. Every slot of the English template carried the same answer: 'N/A — insufficient information, cannot assess'. The machine itself was admitting it had nothing.

I have seen few things more unsettling as a cricket columnist. In 2026 I live-tweeted Bangladesh Premier League matches from Mymensingh District Stadium, counting the flow of the game as I wrote. In 2026 I sold my motorcycle to reach Russia; in Kazan I declared Germany's midfield structurally dead after their 0-2 loss to South Korea — twelve crosses, only two on target. That thread was shared ten thousand times. But today's file is not about a match. It is about the machine that explains matches.

That is where the real story hides. When a machine fails it does not shout; it returns an empty file. This is exactly what is happening to cricket's information system — daily, everywhere, silently.

Cricket today is a system built on numbers, yet a fan has no independent way to verify whether those numbers are true.

The mainstream consensus is simple. Broadcast screens flash ball-by-ball tracking, pitch maps, wagon wheels, win probability, expected runs, spin revolution — all in real time. Viewers assume these are true. Crores of fantasy-league users stake money on every run. IPL franchises pour crores into auctions anchored on a base price.

But where does this data come from? Who makes it, who verifies it, and if someone alters it, who catches them? The mainstream consensus skips that question.

Everyone connected to cricket assumes the score is right, the ball-tracking is right, the DRS 3D projection is accurate. Yet these systems are centralised, run behind closed doors, and the definition of truth is locked inside one body or one broadcaster. There is no independent witness, no audit trail.

Think of the 2026 Lord's Test. Outside the ground, deals were being struck by phone in a hotel room; inside, Mohammad Amir, Mohammad Asif and Salman Butt were bowling no-balls. The match was broadcast, the scorecard updated, and no data feed raised a single alarm.

Consider the 2026 Cape Town sandpaper affair. Steve Smith, David Warner, Cameron Bancroft — the camera caught the tampering, but almost by accident. Had a data feed itself verified the condition of the ball, no one would have needed to wait for suspicion.

I am not blaming anyone. I am showing that when truth is manufactured inside a closed pipeline, the only defence of truth is a journalist with binoculars.

A broken machine hides its own breakage. The empty file in my hands is a small event, but it is a sample of a large problem. When the first stage of an analysis pipeline fails, the second stage receives no information. The most dangerous part is that there is no alert to say the pipeline failed — no hash, no timestamp.

Imagine this happening mid-match. A scoring API is silently serving a wrong score, and the broadcaster is putting it on screen. Nobody catches it, because nobody keeps a second source for verification. One copy of the data, one truth, one source.

This is where the idea of blockchain becomes relevant — not to mint crypto, but to build an audit trail for truth.

Blockchain's core lesson is not complicated. Every transaction is chained together, every block carries the hash of the previous one. To alter something old, you must alter the whole chain, and that change becomes visible to everyone. In other words, the data is immutable, verifiable and transparent.

What happens when those three qualities are applied to cricket's data layer? If every ball's record sits in a hash-chained ledger, no one can rewrite a scorecard to fix a match — the hash will not match, and the tampering will be exposed.

Every DRS review, every ball-track, every version of the 3D projection can be preserved. If every IPL auction bid sat on a public ledger, everyone could see whether a franchise is bidding in the dark.

I have already found a parallel proof. In 2026 I went to Qatar as a freelance data stringer. Everyone was writing Morocco's semi-final run as a 'fairy tale'. I wrote that it was the story of a low block and a set-piece coach. Before the semi-final, Morocco had conceded just one goal from open play in five matches. In the quarter-final, Achraf Hakimi ran twenty-one sprints. Those two numbers were my verifiable proof. If the numbers hold, the story holds; if not, it breaks.

I went to Morocco looking for a fairy tale and came back with a set-piece coach. Cricket needs exactly this kind of verification — but in cricket, nobody knows who is writing the numbers.

What does blockchain mean at the player level? I play domestic cricket in a seven-a-side league in Mymensingh. In 2026 I tried to copy Italy's Euro-winning midfield in my own team. After Italy beat England on penalties, I wrote that the 147 combined passes of Jorginho and Marco Verratti — not the defence — won the Euro. My own team lost 6-1. The lesson: a theory can be true and still leave a gap in execution.

Empty stadiums filled my notebooks, until Italy finally stopped the search. In that silent stadium I learned that when there is no sound, numbers are the only witness.

In cricket those witness-numbers are scattered across separate servers owned by clubs, boards, agents and leagues. How many matches a player has played, how many runs, how many injury days, what central contract — the agent quotes one number, the board another. No party can independently verify the other's figures.

In Shakib Al Hasan's case, the cost of institutional silence was paid by him. A corrupt approach received in 2026 was reported late, and in October 2026 the ICC banned him for two years, one of them suspended. Had that information been centralised and verifiable, the decision would have been taken in light, not darkness.

Look at each ring of the supply chain separately. From talent scouting to domestic statistics, from domestic statistics to national selection, from selection to broadcast, from broadcast to the fan market — information changes hands at every step, and at every handover the truth grows a little lighter.

At the scouting layer, blockchain would mean every innings of an age-group cricketer is permanently recorded. A board or agent could not later alter that number.

At the domestic-statistics layer, it would mean the score of every Dhaka Premier League and national league match sits on the same ledger. If a selector drops a player, the reason sits on the ledger too, not in an empty comment.

At the broadcast layer, it would mean every graphic shown on screen carries a verifiable hash. A viewer could scan it on a phone and check whether this ball-track is original.

At the fan-market layer, it would mean fantasy-league scores are committed to a public ledger before finalisation, leaving no room for overnight point edits.

Take the third umpire and DRS. The stadium big screen shows the decision but not the reasoning. Why did the umpire reverse, which frame showed the pitch, which frame showed impact — the viewer never learns. Transparency has become a slogan here. If every review decision and its reasoning sat on a hash-chained ledger, both complaints and conspiracy theories would fall.

Now let me break my own argument. Saying blockchain solves every cricket problem would be an exaggeration. First, the technology is slow and expensive. A five-day Test contains roughly 2,700 balls, each with many data points — putting all of it on-chain is unrealistic. What is needed is hash-anchoring: the core data stays on ordinary servers, but its digital fingerprint sits on the chain.

Second, technology cannot capture what happens off camera. Spot-fixing deals are struck in hotel rooms, by phone. A ledger will not see that. A ledger can only prove whether on-field information was altered.

Third, cricket's real problem is not technology but governance. The ICC, boards and leagues — if none of them wants transparency, then blockchain is a paper tiger too. A board that will not voluntarily surrender its power cannot be forced to by technology.

There is one more fear. Blockchain language itself can become a tool of deception. A league will collect money under the name of an 'official blockchain scorecard', while the data behind it still comes from the same old server, with no route to verification. Deception in the name of technology is nothing new.

Still, I will not stop, because the alternative is worse. Today cricket's informational truth is manufactured in a closed room, and the viewer can do nothing but believe it. When belief breaks, cricket's foundation breaks. The events of 2026 and 2026 showed how quickly belief can break.

I have live-tweeted from Mymensingh to Moscow, and from the margins I found the fracture inside systems like Germany's. The lesson is one: power never sits at the centre, it sits in the control of truth. In cricket, that control today rests with a handful of institutions.

My prediction is simple and verifiable. Within the next three years, at least one major franchise league — the IPL, the Big Bash or The Hundred — will launch a pilot of a ball-by-ball verifiable, immutable scorecard. If none does, the next big scandal will be caused not by technology but by the absence of proof — and by then cricket's administrators will have no excuse left to stand on.

The question, then, is no longer whether blockchain arrives. The question is who will be the first to admit that their truth is not verifiable today.