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Core ConceptsEV Calculation

EV Calculation

What is Expected Value?

Expected Value (EV) measures the average profit or loss per bet over time.

EV = (Probability of Winning × Profit) - (Probability of Losing × Stake)

A positive EV (+EV) bet is profitable long-term.

Simple Example

Coin flip at +110 odds:

  • Win probability: 50%
  • Win payout: $110
  • Lose amount: $100
EV = (0.50 × $110) - (0.50 × $100) EV = $55 - $50 EV = +$5 per $100 bet (5% EV)

Tip: A 5% EV means you expect to profit $5 for every $100 wagered over time.

SharpAPI’s EV Calculation

We use Pinnacle (a sharp book) as the source of truth for “fair” probability.

Step 1: Get Sharp Book Odds

Pinnacle odds: Team A -115 / Team B +105

Step 2: Remove the Vig

// Implied probabilities (with vig) probA = 1 / 1.87 = 0.535 // -115 probB = 1 / 2.05 = 0.488 // +105 total = 1.023 // 2.3% vig // No-vig (fair) probabilities fairProbA = 0.535 / 1.023 = 0.523 (52.3%) fairProbB = 0.488 / 1.023 = 0.477 (47.7%)

Step 3: Compare to Soft Book

DraftKings odds: Team A -105 (decimal 1.952) Fair probability: 52.3% EV% = (fairProb × decimalOdds - 1) × 100 EV% = (0.523 × 1.952 - 1) × 100 EV% = +2.1%

The EV Formula

EV% = (fair_probability × decimal_odds - 1) × 100

Where:

  • fair_probability = No-vig probability from sharp book
  • decimal_odds = Soft book odds in decimal format

Why This Works

Book TypeCharacteristics
Sharp (Pinnacle)Low vig, efficient odds, accurate probabilities
Soft (DraftKings)Higher vig, slower to adjust, exploitable

When soft books are slow to adjust, their odds imply a lower probability than reality = +EV opportunity.

EV Thresholds

EV %QualityAction
< 0%Negative EVNever bet
0-2%MarginalHigh volume only
2-5%GoodStandard threshold
5%+ExcellentHigh confidence

Note: SharpAPI’s default threshold is 2% EV. Adjust with the threshold parameter.

Variance Warning

+EV doesn’t guarantee profit on every bet:

100 bets at +5% EV, $100 each: - Expected profit: $500 - Actual results: Anywhere from -$2000 to +$3000 With 1000 bets: - Results converge toward +$5000

Warning: EV is a long-term concept. Short-term variance can be brutal. Never bet more than you can afford to lose.

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