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Math Over Gambling: How Quants Make Millions on Sports Betting https://x.com/goatyishere/status/2044003377474867481
@goatyishere
2026-04-14 2026-04-26 90% of people bet on sports like it’s a casino, and they loseThe other 10% are playing a completely different game.They don’t guess, they ca...
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90% of people bet on sports like it’s a casino, and they lose

The other 10% are playing a completely different game.They don’t guess, they calculate

Probability. Edge. Expected Value

That’s how millions are made

One of the people breaking this down is Alex Monahan (Stanford, ex-trader at Susquehanna International Group, founder of OddsJam, sold for $160M)

His lecture isn’t about sports. It’s about decision-making through math

The Core Idea

Sports betting = true probability vs implied probability

If you don’t understand the difference, you’re paying the market

1/ The Book Always Wins

Odds are never “fair”.

Sportsbooks bake in vig (their edge)

Example: 50/50 event → -110 / -110

That means:

  • each side ≈ 52.4%
  • total >100% → the difference = bookmaker profit

You’re playing against a system that’s already winning

2/ Where the Money Is

Your job is to remove the vig (de-vig) and compare:

  • if your probability > implied → +EV bet
  • if not → skip

Example: -150 = ~60% implied if your model says 64% → that’s edge

Every bet = a small mathematical advantage

3/ Arbitrage = Risk-Free Profit

Different books = different prices

You bet all outcomes → lock in profit

Typical ROI: 5-10% in minutes

But:

  • opportunities are rare
  • they disappear fast
  • books limit winners

This is trading, not gambling

4/ How the Market Actually Works

Sportsbooks = market makers

  • balance money on both sides
  • move lines when there’s pressure
  • react to sharp bettors

Sharps move the market Public pays for emotions

This behaves exactly like financial markets

5/ +EV Is Everything

You don’t need to know sports better than everyone

You need to:

  • find mispriced odds
  • compare across books
  • bet only when EV is positive

Strategies:

  • Middles (win both sides in certain outcomes)
  • slow-moving lines
  • cross-book discrepancies

6/ Why Most People Lose

  • vig eats your bankroll
  • parlays amplify losses
  • prop bets often have 20%+ house edge

You can be right often and still lose money

7/ The Real Skill

Decision-making under uncertainty

You never know the outcome But you can make +EV decisions

This applies everywhere:

  • trading
  • business
  • life

8/ Final Take

  • 95% of bettors lose
  • not because of luck, because of no edge
  • pros play probability, not sports

Betting stops being gambling once you understand the math

Massachusetts Institute of Technology lecture by Alex Monahan

🎓 https://www.youtube.com/watch?v=6mTvAjmF2-A

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In the long run, the winner isn’t the one who guesses right, it’s the one who has edge