Part 1

The Price of Everything

Chapters 1 to 5

**Figure 2.1**Every odds format is the same probability in a different accent.

01

Confessions of a Stat Man

a bet is judged by the price you accepted, not by the result that followed; the result arrives too late to be advice.

02

The Language of Odds

every price, in every format, is a probability claim in disguise; convert it, and you can hear exactly what the market is asserting, which is the first step towards disagreeing with it for money.

03

Probability for Punters

every football outcome has a probability between 0 and 1, the probabilities of one match's outcomes must sum to exactly 1, and the rules for adding and multiplying them are the entire toolkit.

04

What Is Value, Actually?

a bet has value when your probability of it winning is bigger than the probability implied by the price. Nothing else about the bet matters.

05

The Longshot Tax

the longer the price, the worse the value on average; longshots are systematically overbet and favourites underbet, and knowing this shrinks your losses without ever, on its own, handing you a profit.

Part 2

How the House Actually Works

Chapters 6 to 11

**Figure 7.2**The margin ladder: how much rent each market charges before a ball is kicked.

06

Where Prices Really Come From

the price on your app was not invented there; it is a copy of a harder market that has already absorbed the smartest money in the world, shaded and re-margined on its way to you, and it moves when the original moves.

07

The House's Head Start

add up what a market's prices claim and you always get more than 100 per cent; the excess is the bookmaker's head start, it varies enormously by market, and you should never bet anywhere without knowing how big it is.

08

Stripping the Vig

a quoted price is the market's opinion with the rent still in it; strip the margin out before you let the market's number argue with yours.

09

The Exchange Revolution (and the In-Play Casino)

an exchange is not a bookmaker but a marketplace where punters bet against each other, the operator takes a commission whoever wins, and for once the house's cut is not hidden in the price; it is itemised on the receipt.

10

The Acca Tax

an accumulator multiplies everything on the slip, and everything includes the margin; the house's cut compounds leg by leg, which is why the product sold with the biggest dreams carries the biggest hidden tax.

11

Small Print That Costs You Money

the odds decide what you might be paid; the settlement rules decide what you are actually paid, and you agreed to those rules whether or not you ever read them.

Part 3

Reading the Market

Chapters 12 to 15

**Figure 12.1**The life of a football price, from opening line to closing line.

12

The Wisest Idiot in the Room

by kick-off, the market's margin-stripped closing price is on average about as good an estimate of the true probabilities as exists anywhere in public, so any edge you claim must be found earlier, in softer corners, or in something the crowd has not yet heard.

13

The Market's Bad Habits

every claimed market bias is a testable statement about the crowd's habits, and each one deserves a dated verdict from current evidence rather than a nod from folklore; the market's surviving mistakes are where your value lives, and only the surviving ones.

14

Follow the Smart Money, Mind the Clock

strip the margin from the sharpest price you can find, treat what remains as the truth, bet only where a softer bookmaker beats that truth by enough, and hunt in the hours when prices are still half asleep.

15

The Ten-Point Price Check

before any bet, run the same ten checks in the same order, and let "no bet" be the answer you expect rather than the answer you dread.

Part 4

Building the Machine

Chapters 16 to 23

**Figure 16.1**The correct-score matrix: one distribution priced across the whole board.

16

Poisson and Chips

football goals behave, closely enough to matter, like rare independent events with a stable average rate, and one elegant distribution turns four numbers into a fair price for almost the entire match odds board.

17

Patching the Machine: Dixon and Coles

the naive Poisson model treats every match as two independent goal-scoring processes, and it is very nearly right; Dixon and Coles found the four cells where "nearly" was costing punters money, and fixed them with one small number.

18

Rating the Teams: Elo, Pi and the Art of Forgetting

a good rating is not a snapshot of how strong a team is; it is a running argument between what you believed yesterday and what the scoreboard just told you, and the whole skill lies in choosing how much the scoreboard gets to win.

19

What xG Is Actually For

xG is not a verdict on how a match should have gone; it is a probability attached to one shot, and in this book its only job is to become the lambda and mu that price the match.

20

Luck, PDO and the Regression Monster

results regress to what the underlying performance actually deserves, and the gap between the table and the process is the punter's clearest, most repeatable source of value.

21

Home Sweet Home (Less So)

home advantage is real, it has been shrinking for well over a century, and for a few pandemic months it was switched off entirely, which is how we finally learned how much of it the crowd was supplying all along.

22

The Data Chapter

every number in this book that you did not collect yourself was collected, hosted and licensed by somebody else, on terms that can change on a Tuesday, so date-stamp everything and check the source's own documentation before you build anything that depends on it.

23

Backtesting Without Fooling Yourself

a backtest only tells the truth if every number inside it could genuinely have been known, in exactly that form, at the moment the bet was struck; break that rule anywhere in the chain and the return you compute is a return nobody could ever have collected.

Part 5

The Stat Man and the Machine

Chapters 24 to 27

**Figure 26.1**The hybrid engine: language model for words, statistics for numbers.

24

Silicon Tipsters on Trial

ask a language model who is going to win and you have bought a very expensive coin toss, because every credible study to date says so; ask it instead to read, extract and write code, and you have hired a tireless analyst who never dozes off through a press conference.

25

The Robot That Read Every Press Conference

a language model is superb at turning a pile of unstructured words into a tidy structure, and useless as an oracle; use it for the first job, never the second.

26

The Hybrid Engine

an LLM is a very well read research assistant, not a tipster; it earns a place in your model only when what it reads becomes a number that competes for its life against real results, and every fact it hands you arrives with a receipt.

27

Poisoned Wells, Fake ITKs and the Honest Verdict

any system that reads the open internet for facts will eventually be fed a lie, on purpose or by accident, and the only real defence is refusing to let scraped text do anything except sit there and be checked.

Part 6

Staking, Surviving, Stopping

Chapters 28 to 32

**Figure 28.1**The bankroll fan chart: what a genuine edge actually feels like to live through.

28

Simulate Before You Speculate

even a genuine edge produces long, ordinary-looking stretches of losing, and until you have simulated your own strategy and stared at those stretches on paper, you do not actually know what you have agreed to.

29

How Much to Stake: Kelly Is Responsible Gambling in Disguise

the formula that tells you how much to stake for maximum long-run growth is, by construction, the same formula that stops you ever going bust; profit and safety are not a trade-off here, they are the same number.

30

Skill or Fluke? Black Cats in Coal Cellars

most betting records, including yours, are too short to prove anything at all. Closing line value is the shortcut that tells you sooner.

31

Banned for Winning

in British betting, being demonstrably good at this is, on its own, sufficient grounds to be shown the door, and the door is closed by contract rather than by law.

32

Why You'll Probably Still Lose (and How to Stop It Costing You)

the house's margin makes the crowd's aggregate loss a mathematical outcome, not a run of bad luck, and the only thing standing between you and becoming part of that crowd's arithmetic is a set of pre-agreed limits that do not care how you feel on a Saturday.

Reference