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 +105Step 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) × 100Where:
fair_probability= No-vig probability from sharp bookdecimal_odds= Soft book odds in decimal format
Why This Works
| Book Type | Characteristics |
|---|---|
| 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 % | Quality | Action |
|---|---|---|
| < 0% | Negative EV | Never bet |
| 0-2% | Marginal | High volume only |
| 2-5% | Good | Standard threshold |
| 5%+ | Excellent | High confidence |
Note: SharpAPI’s default threshold is 2% EV. Adjust with the
thresholdparameter.
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 +$5000Warning: 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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