Where the Data Goes Missing, a Decision Was Made: Auditing Women's Cricket

Nine of us were in the Eden Gardens press box in December 2026. The organisers put the crowd at 80,000. New Zealand were bowled out for 164; Australia knocked the runs off with five wickets in hand. I had taken three weeks' unpaid leave from a lectureship in Manchester, and I was the only person in that box who had paid for his own flight. My 3,000-word dispatch ran at 400 words in an evening paper. I kept the full draft and read it twice on the flight home.

Twenty-eight years later, last week, another file opened in front of me — and it was empty. "Not available" where the headline should have been, blank brackets where the players' names belonged, empty space where the date and the venue belonged. No score, no format, not one line I could verify. A complete report whose first sentence had gone missing.

I did not delete the file. In women's cricket a number does not vanish by itself; somebody removes it — at a desk, in a budget meeting, on a weekend, deciding the information is not worth recording. And if twenty-eight years have taught me one thing, it is that such decisions are caught by counting, not by sentiment.

The counting habit began in 2026. England won the World Cup in Australia that year, beating New Zealand by four wickets at North Sydney Oval, and I spent the next six weeks doing nothing but arithmetic. Every article about that tournament in the UK national press: eleven, three of them written as the event's obituary rather than its report. Eleven articles in six weeks is not a gap — it is a decision. I wrote 2,000 words about that blackout. Every editor passed. On a Sunday night I posted it to an old blog, considered leaving the beat altogether, and instead started work the next morning on an archive: my 400 filed match reports since 2026, indexed by bowler and by over.

That archive is now my trade. I counted the articles so no one could tell me I imagined it. Eighty thousand people were there, and the record still disagrees with me. The crowd was the argument; I only wrote down what it proved.

Talk about women's cricket and somebody will reach for the audience deficit. I have dates instead of slogans. At Lord's in 2026 the World Cup final between England and India sold out; Anya Shrubsole took 6 for 46 and won it by nine runs, and I filed to a digital desk six minutes after the last ball. In 2026 India won their first women's ODI World Cup at the DY Patil Stadium in Navi Mumbai, beating South Africa by 52 runs. A sport that supposedly has no audience has produced a home World Cup triumph in India and, in 2026, drew a Kolkata crowd the organisers themselves estimated at 80,000.

I do not read that win as a closing scene. I read it as a contract. Since 2026 I have been counting its clauses one at a time, and every one of them is testable:

— the broadcast windows announced for the WPL, and how much of them sit outside Hindi; — match fees and domestic contracts, counted not from the press release but through to the bank statement; — how many Under-19 and senior domestic matches have ball-by-ball data available at all; — and travel budgets: how many freelancers got an assignment, and from which language desk.

The last item tells you most. When I watched the first WPL auction in Mumbai on 13 February 2026 — where Smriti Mandhana went to Royal Challengers Bangalore for ₹3.34 crore and became the most expensive player in it — I had a model built during the empty-stadium months of 2026: 140 women's matches re-watched with the crowd noise stripped out, and 6,200 deliveries coded by field position. Nobody else in that room had a spreadsheet.

Pricing the auction as a labour market rather than a lottery cost me two franchises — they stopped taking my calls — and made me useful to three agents. More importantly, it exposed something: money is now setting the price of a player, but not the record of a match.

I remember an auction meeting where an official said it plainly: we are not buying data, we are buying profile. That line explains the whole gap. Where measurement exists, profile explains the price; it does not replace it. In women's cricket the order is reversed — the profile is decided first, and the numbers are then hunted down to confirm it.

The counter-intuitive part is this. The WPL built a wage market for women's cricket in India, and that is a real achievement. It did not build a statistical archive at anything like the same speed. We can tell you what a No. 4 costs in Mumbai against what she costs in Manchester. We cannot tell you how many balls that same No. 4 faced against spin in her last domestic season. A batter bought for crores has no public over-by-over record. The market priced her; the paperwork did not exist.

I am not claiming that crowds will fix everything. The Indian and English markets are not the same, and pretending otherwise would be dishonest. England have had central contracts since 2026, and the BBC and The Hundred built a domestic broadcast framework; there the problem has been visibility, not access. In India the problem runs the other way: access is split by language. The English desk carries the match report, the Hindi desk carries the scoreboard, the Tamil and Bengali desks often carry nothing. One tournament, three different truths. Until those truths are recorded in the same place, any claim that coverage has improved stays incomplete.

One more thing, which I dislike writing because the numbers insist on it: the fastest-growing thing in women's cricket is rights money, and that same money is currently sinking platforms into losses worldwide. Companies that cannot recover content costs are unlikely to spend on documentation. That is the risk — a boom arriving without an archive, and a decline leaving nothing behind.

Over the next twelve months, count three things and write them down somewhere: hours of Hindi, Tamil, Bengali and Marathi commentary inside WPL broadcasts; the number of domestic women's matches with ball-by-ball data files; and the number of freelancers paid by a national newspaper to cover women's cricket. The day those three numbers are public, women's cricket will not need an obituary. If they are not, at least we will not be able to say we did not know.

Who counts the counters?