How Much Ranji Coverage, How Much IPL? A Data Audit That Counts Columns Before It Counts Runs

Ask any Indian cricket fan which fast bowler topped the wicket charts in last season's Ranji Trophy knockouts, and the answer often arrives with a pause. Ask the same fan which team bought whom at the IPL auction and the answer comes instantly — with the date, the price and a link to the tweet. That gap isn't about the quality of the cricket; it's about the distribution of attention. And attention is a resource — its distribution is an editorial choice, not a natural law.

I watch Indian cricket from Liverpool, usually at uncertain hours, on whatever signal the stream gives me. The distance has one advantage: I don't need the board's car park pass, and it lets me ask the question a reporter sitting in India might find harder to ask. So I did what I always do — built the table before the argument. Across a full season I sorted coverage from major English-language outlets into buckets: IPL (auction, trades, injuries, rumours), bilateral internationals, Ranji/domestic, women's cricket, and the output of regional-language desks. For each I logged article counts, stream-hours and the frequency of names in headlines.

The table started speaking quickly. The spreadsheet had a name, and the name had a season — the Ranji knockout, which is arguably the hardest examination in Indian cricket, sat behind an IPL trade rumour in the same week. The auction is a year-round content machine: retention lists, right-to-match, bidding strategy, the price of uncapped players — every element is a ready-made story that needs no ground. The Ranji story requires opening a scorecard at nine in the morning, reading the pitch report, and understanding what 240/7 on day three is saying. One is cheap labour to cover; the other is expensive. Editorial decisions drift toward the cheap labour.

There's another layer I can see clearly because of my day job. I've tagged match data for years — once I built a shot-quality model for an English county side that priced a 27-goal season at roughly 19.4 expected goals. About 39% overperformance. I wrote it up as a warning, not a highlight reel. The player was signed for £15m anyway. The lesson: data can issue a warning, but the market doesn't abandon its story. The same is happening in Indian cricket coverage — the Ranji data exists, but the story market is built around the auction.

The domestic game's problem isn't that its data doesn't exist; it's that the data goes into a franchise's scouting dashboard, not onto a newspaper's front page. This is the second XI problem. Selection is now less a question of talent than of data flow. Franchise scouts are quietly doing what zonal selectors once did — but their output never becomes public record. A domestic bowler's season that ends on 40 wickets is audited not in a column but in a team's internal trial.

I once watched 64 matches in 32 days on a remote feed from a studio in Salford. That experience taught me one thing: when you code every innings of every match, the pattern doesn't appear until the sample starts to breathe. The same applies to this coverage audit. One week of data is noise. A full season's log is an argument. And when the argument comes from data, it doesn't need to shout — the number does the accusing.

Now the part where the argument should cool down. It's easy to say the media prioritises the IPL and ignores Ranji — but correlation isn't causation. The media doesn't cover the auction because it loves it, but because readers click, advertisers pay, and reader demand and coverage feed each other. It's a feedback loop, not a decree from above. On the other hand, increasing Ranji coverage may be a moral goal, but calling it 'justice' is incomplete until audiences actually show up. My own table had a third variable that surprised me: women's cricket coverage rose sharply after the 2026 World Cup, then began contracting as soon as the tournament ended. Attention isn't permanent, it's seasonal — and seasonal attention is a festival, not a change.

Here's my least comfortable conclusion, and I'll write it plainly: maybe the problem isn't the volume of coverage but its structure. Indian cricket's media is shaped around a star-centric frame where the XI is background and the individual is the story. In that frame, giving Ranji space means inverting the story — keeping the match situation central and postponing the celebration of the hundred. That's editorially expensive, which is why it doesn't happen.

Next time an auction rumour fills your phone, do one thing: count how many articles in your feed last week were about the Ranji knockout. Then ask yourself why you can't remember that fast bowler's name. That question will set the agenda for the first morning of next season — provided someone is there to ask it.