The Empty Spreadsheet, the Empty Stadium: Cricket's Data Pipeline Spends Everywhere Except Where the Signal Begins

One night in January 2026, in a media room in Bengaluru, I published my purse-efficiency model for the first time. The Right to Match card had been scrapped that year, ₹80 crore purses were being distributed, and my model said franchises would overpay for Indian seamers rather than overseas all-rounders. Jaydev Unadkat went to Rajasthan Royals for ₹11.5 crore. I was the only woman in that room. I was asked three times who my favourite player was, and not once what the model said.

After that night I built a habit: write the number first, then the name. Purse, wage bill, amortisation, sell-on, and only then the fee. Editors began sending me the spreadsheet stories, and I stopped writing what happened in favour of what it cost. That habit made me readable to finance desks and mildly suspicious to press officers.

Today I am applying that same habit to a story that does not look financial at first glance. Over the past few weeks, three separate sources have brought me the same complaint — a domestic tournament's statistics, a franchise's scouting database, and a broadcast unit's match-log sheet. In all three places, the same thing is missing: the first record that comes off the field. Before writing a word of this, I opened my old spreadsheet — now past 6,000 rows — and checked how many entries lacked a source tier. The answer was startling, though perhaps not as startling as it should have been.

Context: Cricket's data market flows in the wrong direction

Money in cricket now moves through three clear channels. First, broadcast rights — where payment is tied to the contract date, not the quality of the match. Second, franchise scouting and analytics budgets — which have multiplied several times over in five years, with a large share going to third-party data vendors. Third, player contracts and medical files — where the cost of a scan report can determine a player's auction price.

All three channels share a common contradiction. Far more is spent consuming data than producing it. Franchises buy dashboards worth lakhs, yet the zonal setups responsible for ball-by-ball recording of domestic matches receive neither that budget nor that technical support.

I learned this market from the corridor, not the press box. In the winter of 2026–17, when a lumbar stress fracture ended two of my seasons, I started "The Contract Desk" during rehab — a public spreadsheet of County Championship contract expiries, built only from club statements and local paper reports. In February 2026, a thread on Surrey's wage bill drew 4,000 retweets and a correction from a county press officer. I pinned that correction above the original claim and named him. That day I understood that being corrected in public is cheaper than being wrong in private.

That discipline applies to every entry I file. Every claim carries a source tier: filed document, on-record brief, or circulating rumour. I can write about wages without a single dressing-room contact because I have the spreadsheet.

Core: Where the pipeline begins, nobody is watching

Now to the missing record that started this piece. Outside knockout week, Ranji Trophy coverage across the country has shrunk sharply over the past decade. This is not merely a journalism problem. It is a data-production problem.

Franchise scouting now does the work zonal selectors once did. But the first step of scouting — knowing who is playing in which district, what the pitch produced, whose pace dropped at the end of a spell — still rests on the same old, broken record system. A player with no agent, no video, and no online scorecard does not exist in the database a franchise buys.

This is a selection problem, not a talent problem. India's second XI is the hardest assignment in world sport, and my argument is that the bottleneck is governance. The system produces players faster than it produces a coherent pathway. Until the basic record of domestic matches is reliable, selectors will do what scouts do: rely on familiar names and agent-supported video packages.

I have a concrete example. Last season, an analytics head at a franchise told me their most expensive data contract is with a foreign vendor supplying ball-tracking data for T20 leagues — mostly from Australia, England and South Africa. They do not have that depth of data for India's domestic tournaments. A franchise is therefore dependent on foreign data to assess its own country's players, data that says nothing about the players it can actually buy.

This is the market asymmetry no press conference covers. On one side are the IPL, SA20, the Hundred and the BBL, which have linked their domestic records to video, ball-tracking and physio data. On the other is a system where a reliable Ranji scorecard is sometimes unavailable.

And this is where the thing I repeat every time connects: the BCCI's refusal to let contracted Indian players appear in overseas leagues is the single most consequential transfer restriction in world cricket. It caps an Indian player's market value within the domestic system while every league is open to foreign players. The market imports on one side and exports nothing on the other. In a market that exports nothing, the quality of domestic production is the only equilibrium — and it is the least invested part.

Contrarian: Which number the official story hides

The official story is clear and repeated every year: Indian cricket's pool is the largest, deepest, and has no shortage of talent. That story is true, and that is precisely its danger.

I went back to the medical file before I wrote a word of this. Of the young seamers who bowled more than 40 overs in a domestic season over the past three years, a significant number began the following season with a rest period under workload management. That figure will not appear in any official report. It emerges from scorecards and team sheets that nobody has gathered in one place. Fixture congestion itself is the biggest cause of injury, and no medical team can save a player from two games a week.

So the real question is not how many players India has. The real question is who holds reliable information about those players, and at what cost that information is produced. Until investment in the domestic record system reaches the level at which franchises buy data, the selection debate will remain one in which both sides argue from different incomplete datasets.

Three teams is not a league, and four matches is not a trend. But it is also true that "this is not yet a trend" and "this is not worth watching" are two different sentences. The domestic data gap is not a new problem that has just emerged; it is decades old, and therefore it is a structure, not a trend. Structures change only when someone has to pay for them.

Takeaway: The next time a scorecard looks empty

When people ask me which young player to watch this year, I give a different answer: look at the scorecard that does not exist. A player competing where nobody kept the record will vanish from the next auction just the same. Ahead of the 2027 auction, I am putting a public question on the table: will any franchise or board annual report contain a line for spending on domestic data infrastructure? I have noted the date. In January 2028 I will audit my own prediction in public — and if that line is not there, I will write exactly what the documents say.