The Auction Spreadsheet Cannot Smell the Dressing Room

One moment from the Jeddah auction stage last November (24–25 November 2026) is stuck in my head. A right-handed middle-order batter — a strike rate of 141 across his last three domestic T20 seasons, an 8.3 percent six-rate in the death overs — sat at a base price of two crore rupees, drew bids from four franchises, and went unsold. Beside him, another man, 21 years old, strike rate 128, who had never batted in a final, went for 2.40 crore. Sitting at the table, I thought: if I were a spreadsheet, I would have made the same mistake.

That mistake is the subject of today's piece. Because across this season's cricket transfer window — the IPL, the Elite Cup, the BBL, the Lanka Premier League — one question keeps circling: what is a franchise actually buying? Runs, or self-belief?

It helps to understand that franchise cricket's transfer market has become as mechanical as European football's. The 2026 IPL mega auction carried 204 slots and 574 shortlisted players, and the three levers of retention, release and right-to-match let teams fix their fate almost a year in advance. The rules are hard: a purse of 125 crore rupees, mandatory player consent before retention, and an agent's commission behind every contract. For players leaving Bangladesh the complications multiply — visas, NOCs, board clearances; even for a bowler like Mustafizur Rahman, every IPL deal sits behind a fight over paperwork.

In this system, power has moved to two places: the franchise analytics department, and the agent's phone. The player himself often knows least about where he is going. And here is my first observation — the auction spreadsheet measures a player's past, but it does not measure how he will carry the future.

I have watched this market for nine years, and one pattern keeps returning. The analytics model measures three things very well: age, strike rate, recent form. It measures three things not at all: dressing-room chemistry, post-injury confidence, and the pressure of language and culture.

Take the first. In November 2026 I spoke with a franchise analyst — he said their model computes an 'injury risk score' for a young fast bowler, but 'who fields beside him, who makes him nervous' never enters the model. I have watched this with my own eyes from the stands: the same bowler, the same line and length, but after a dropped catch his run rate leaps from 2.1 to 4.6 in the next over. The data sheet calls that 'variance.'

The second is the over-weighting of youth. My view is clear: transfer-market models overprice young potential and underprice dressing-room chemistry. If a 22-year-old batter scores 800 runs in franchise cricket, the model prices him on future possibility. But the 30-year-old middle-order batter who can read the opposition spinner, who speaks up in a team meeting under pressure — his 'leadership score' is on no spreadsheet.

The third, and most urgent in a Bangladesh–India context: cross-border labour. Dhaka to Kolkata, Dhaka to Chennai — a player does not go only to earn money; he goes to learn a new language, new food habits, the politics of a new dressing room. I have lived in both countries, so I know: for the first three weeks nobody plays in their own rhythm. The model forgets to count those three weeks as an 'adjustment period.'

Then comes the money. In the 2026 auction Rishabh Pant went to Lucknow Super Giants for 27 crore rupees — the highest price in IPL history, at once a cricketing decision and a financial statement. My second position is plain here: the enormous signing-on fees paid to free agents are more toxic than transfer fees, because they bypass the core scrutiny of financial fair play entirely. If a franchise hands over a 20 crore signing fee directly, it appears in no ledger, no cap, no amortisation — yet it is what shapes the cricketing decision most.

On top of that comes the pressure of an IPO. When a league or franchise lists on the stock market, quarterly reporting imposes a strange logic: buy stars and ticket sales rise, so the decision stops being about cricket and becomes about marketing. A club IPO converts fan emotion into cash, and reporting pressure often overrides the cricketing decision.

Now to where I could be wrong. My whole argument rests on one claim: dressing-room chemistry cannot be measured, therefore the model errs. But honestly — I have never myself produced a number that measures this 'chemistry,' and what cannot be measured may not be the model's fault, but my own romanticism.

Suppose I claim a 30-year-old experienced middle-order batter is worth more. Then I must prove it. What proof? Perhaps this: over the last five seasons, teams that retained at least 35 percent of players aged over 26 reached the play-offs more often. If that number is close to zero, my whole thesis is a myth. I am willing to concede that. A good model does not fear me; a good model tests me.

Over the next two transfer windows I want to see one thing: will franchises dare to place a 'chemistry score' beside a player's 'performance score' — or will they fall back on the easy road of buying more stars to pull crowds? My guess is that in the 2026 auction at least three teams will retain no more than four players over thirty. And that will be the final test of my argument.