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The math

Nothing here needs more than multiplication. But these few pages of arithmetic are the entire reason sportsbooks are buildings and bettors are customers. Work the examples and you know the business.

The only equation that matters

Everything the house does reduces to one line:

profit ≈ margin × volume ± luck

Margin is how far above fair value you price. Volume is how many tickets you fill. Luck is real but averages toward zero as volume grows — margin does not. The whole craft is keeping margin positive while keeping volume alive, and surviving the luck term in between.

EXAMPLE — THE EQUATION WITH NUMBERS IN IT
Average margin per ticket5%
Average at-risk per ticket$50
Tickets per week60
Expected weekly profit ≈ 5% × $50 × 60+$150
Any given week can miss. The average is the business.

What a parlay is actually worth

A parlay pays only if every leg hits. If the legs are independent, its true probability is the legs multiplied together — and that number falls off a cliff as legs stack:

EXAMPLE — STACKING 60¢ LEGS (60% EACH)
1 leg60¢ · hits 60%
2 legs · .60 × .6036¢ · hits 36%
3 legs21.6¢ · hits ~1 in 5
4 legs13¢ · hits ~1 in 8
5 legs7.8¢ · hits ~1 in 13
Five coin-leaning-favorites in a row is already a longshot. Bettors feel 60%; math says 8%.

That gap between how likely a parlay feels and how likely it is — that is the raw material of the entire parlay business.

Why small edges get big

The house does not need a big margin on any leg — because margin multiplies exactly the way probability does. Shade each leg slightly and the total margin compounds with every leg added:

total margin = (1 + per-leg margin)legs − 1
EXAMPLE — A QUIET 2% PER LEG
2 legs4.0% total margin
3 legs6.1%
4 legs8.2%
5 legs10.4%
6 legs12.6%
Nobody notices 2% on a leg. Everybody's ledger notices 12% on a 6-leg.

This is why parlays — not straight bets — are the most profitable product in sports betting, and why the house side of them is worth automating well.

Expected value, per ticket

Expected value (EV) is what a ticket is worth to you on average, before the games are played. It is just the gap between your price and fair value, applied to the payout:

EV per ticket = (your price − fair value) × payout size
EXAMPLE — ONE REAL TICKET’S EV
Fair value13.83¢ per $1 of payout
Quoted at14.59¢
Edge0.76¢ per $1 · 5.5%
Payout size$68.54
EV · 0.76¢ × 68.54 payout dollars≈ +$0.52
Every fill like this is worth about 52 cents on average. Volume turns cents into a business.
Key habit: think in EV, not outcomes. A ticket that loses can still have been a great quote; a ticket that wins can have been a terrible one. You are paid for the price, not the result.

Any night can lose

EV is the average; a night is one draw. Parlays lose often for the bettor, which means the house wins small amounts often and pays out rarely-but-big. That shape means streaks — in both directions.

EXAMPLE — ONE NIGHT, 40 IDENTICAL TICKETS
Collected · 40 × $10+$400
Expected winners · 40 × 13.8%~5.5 payouts
Expected night · +400 − 5.5 × $68.54≈ +$23
Unlucky night (3 extra winners)≈ −$183
Lucky night (3 fewer winners)≈ +$228
Same book, same prices — a ±$200 swing is normal. Caps exist so the bad tail is survivable.

Two things tame variance: volume (more tickets, more averaging) and caps (bounding what any night can take from you). You control both.

Sizing: how big should a ticket be?

The classic mistake is betting the bankroll on the edge. The house survives by making sure no single outcome matters. Pregame’s recommendations follow that shape:

  • Per ticket: ~5% of bankroll. One worst-case ticket dents you 5% — the edge rebuilds that faster than it stings.
  • Open book: ~30% of bankroll. If every open ticket paid out at once (it will not), you lose a third, not the roll.
  • Per team: ~12% of bankroll. Tickets sharing a team win together — cluster risk deserves its own cap.
EXAMPLE — A $500 BANKROLL, SHAPED
Per-ticket cap$25
Open-exposure cap$150
Per-team cap$60
Catastrophic night (every cap hit, every ticket lost)−$150 · 30%
Survivable by construction. These are recommendations — every number stays yours.

Correlation: the trap that eats naive books

Multiplying leg probabilities assumes the legs are independent. Legs from the same game are not: if the Yankees win, Judge probably had a good night. Price them as independent and you sell the parlay far too cheap.

EXAMPLE — SAME-GAME TRAP
Yankees ML55%
Yankees over 4.5 team runs50%
Naive price · .55 × .5027.5¢
True joint probability (they move together)~35%
Your mispricingsold a 35¢ ticket for 27.5¢
Sharp bettors hunt exactly this. Pregame's engine refuses same-game and shared-team combos outright.
Rule: when independence is in doubt, the engine does not price it. Declining a trade is free; mispricing one is not.

Longshots: where small errors are huge

Pricing error is relative to the price. A 1¢ mistake on a 60¢ leg is noise; a 1¢ mistake on a 2¢ parlay is half the price.

EXAMPLE — THE SAME 1¢ ERROR, TWO PRICES
On a 60¢ fair value1.7% error · survivable
On a 2¢ fair value50% error · ruinous
This is why the desk has a fair-price band: below your floor, it simply doesn't quote.

Long parlays are also where the payout multiples get scary: a $10 stake at 2¢ is $500 of payout. Longshot appetite is a setting, not a default.

Pricing against other makers

You are not quoting into a void — other makers answer the same requests, and the bettor takes the best price. Price too wide and you never fill; price at fair and you fill everything, profitlessly. The craft is the middle:

EXAMPLE — MARGIN VS FILL RATE (ILLUSTRATIVE)
2% margin · wins 60% of auctionsEV index 1.2
5% margin · wins 35%EV index 1.75 ← sweet spot
9% margin · wins 10%EV index 0.9
Expected profit = margin × how often you win the auction. Both dials matter.

Pregame’s follow-the-market mode automates this: it tracks what winning quotes clear at, per leg count, and prices at your chosen percentage of that — undercut to fill more, price over to earn more per fill.

A real ticket, worked end to end

The desk’s first live fill, every number real:

TICKET — 4-LEG MLB, ALL UNDERS
Legs at quote time62.5 × 58.5 × 60.5 × 62.5¢
Fair value13.83¢
Quoted · +5.5% margin14.59¢ · answered in 155ms
Filled · stake collected+$10.00
Collateral locked$58.54
EV at fill+$0.52
Result: one leg went over → ticket diedstake kept
Net after settlement & fees+$9.59
The +$9.59 was luck. The +$0.52 was the business. Judge every ticket by the second number.

Rules of thumb

  • Multiply to price: independent legs multiply; so does margin. Long tickets carry big total edge.
  • Think EV, not outcomes: you are paid for the price you set, not for how one night lands.
  • Volume is the variance cure: more small tickets beats few big ones at the same total risk.
  • Cap by cluster: ticket ~5%, open book ~30%, any one team ~12% of bankroll.
  • Never price correlation as independence: decline instead.
  • Fear cheap tickets: relative error explodes below a few cents. Use the price floor.
  • Margin is a market: track what fills, undercut deliberately, and let the fill rate tell you when you're too greedy.