Player Performance Props
Player performance props are the bread and butter of serious prop bettors. These are wagers on individual player statistics that accumulate throughout a game—yards, points, rebounds, strikeouts, shots on goal.
Key Insight
Player performance props offer the best combination of modelability, stability, and execution for most bettors. They should be your default hunting ground.
Why Player Props Are Your Core Market
Player performance props have several structural advantages:
- Two-way markets — You can bet Over OR Under at similar prices
- Volume-based outcomes — Results accumulate, reducing extreme variance
- Clear drivers — Minutes, targets, usage rate, pitch count are trackable
- Historical data — Season averages and matchup data are widely available
- Line shopping opportunities — Multiple books offer different lines
NFL Player Performance Props
| Prop Type | Softness | Stability | Modelability | Execution | Tag |
|---|---|---|---|---|---|
| QB Passing Yards O/U | Medium | High | High | High | Core |
| QB Passing TDs O/U | Medium | Medium | Medium | High | Core |
| RB Rushing Yards O/U | Medium | Medium | High | High | Core |
| RB Rushing Attempts O/U | Medium | High | High | Medium | Core |
| WR/TE Receiving Yards O/U | Medium | Medium | Medium | High | Core |
| WR/TE Receptions O/U | Medium | High | High | High | Core |
Key Drivers for NFL Player Props
Quarterback Props:
- Opponent pass defense DVOA
- Game script (spread indicates potential shootout vs. blowout)
- Weather conditions (wind especially impacts deep passing)
- Home/away splits
Running Back Props:
- Offensive line run-blocking grades
- Opponent rushing defense
- Expected game script
- Injury status of backup (affects late-game usage)
Receiver Props:
- Target share and air yards share
- Cornerback matchup
- Route participation rate
- Red zone target share (for TD props)
Tip
The most exploitable NFL player props come from role changes that the market hasn't fully adjusted for—backups becoming starters, scheme changes, or weather impacts on game script.
NBA Player Performance Props
| Prop Type | Softness | Stability | Modelability | Execution | Tag |
|---|---|---|---|---|---|
| Points O/U | Medium | Medium | High | High | Core |
| Rebounds O/U | Medium | High | High | High | Core |
| Assists O/U | Medium | High | High | High | Core |
| 3-Pointers Made O/U | Medium | Medium | Medium | High | Core |
| PRA (Pts+Reb+Ast) O/U | Low | High | High | High | Core |
Key Drivers for NBA Player Props
Points Props:
- Minutes projection (check injury report for rotation players)
- Usage rate when certain teammates are out
- Defensive rating of opponent
- Pace of game (affects total possessions)
- Back-to-back schedule
Rebounds Props:
- Team rebounding rate
- Opponent offensive rebounding allowed
- Pace and expected total possessions
- Positional matchup (big vs. small lineup)
Assists Props:
- Point guard or primary ball-handler role
- Teammates' shooting percentages
- Pace of game
- Opponent assist rate allowed
Warning
NBA props are highly sensitive to minutes projections. A star player in a blowout might only play 28 minutes instead of 36. Always account for game script when the spread is 10+ points.
MLB Player Performance Props
| Prop Type | Softness | Stability | Modelability | Execution | Tag |
|---|---|---|---|---|---|
| Pitcher Strikeouts O/U | High | Medium | High | High | Core |
| Pitcher Outs Recorded O/U | Medium | Medium | High | Medium | Core |
| Batter Total Bases O/U | Medium | Low | Medium | High | Situational |
| Batter Hits+Runs+RBI O/U | Medium | Low | Medium | High | Situational |
Key Drivers for MLB Pitcher Props
Strikeout Props (Most Modelable):
- Pitcher's K/9 rate
- Opponent team strikeout rate (K%)
- Home plate umpire tendencies (strike zone size)
- Ballpark factors
- Pitch count expectations
Key Insight
MLB pitcher strikeout props are among the most modelable in all of sports betting. You have three clear inputs: pitcher K-rate, opponent K-rate, and umpire tendencies. This makes them ideal for systematic approaches.
NHL Player Performance Props
| Prop Type | Softness | Stability | Modelability | Execution | Tag |
|---|---|---|---|---|---|
| Shots on Goal O/U | High | Medium | High | Medium | Core |
| Points O/U | High | Low | Medium | Medium | Situational |
| Assists O/U | High | Low | Low | Medium | Situational |
Key Drivers for NHL Player Props
Shots on Goal:
- Power play time (PP shots dramatically increase totals)
- Line combinations
- Opponent shots allowed
- Ice time projection
Tip
NHL props often have softer lines than other sports because there's less sharp money flowing into hockey. However, the variance is high and limits are typically lower.
Calculating Edge on Player Props
When evaluating a player prop, you need to compare your projection to the implied probability of the line.
Break-Even Win Rate
Break-Even % = |Odds| ÷ (|Odds| + 100) for negative odds=ABS(A1)/(ABS(A1)+100)Example: Evaluating a Points Prop
- Line: Jayson Tatum Over 26.5 Points (-115)
- Your projection: 28.2 points
- Standard deviation estimate: 8.5 points
To find your edge:
- Calculate the implied probability: 115 ÷ 215 = 53.49%
- Use your projection and standard deviation to estimate Over probability
- Compare your estimated probability to the implied probability
📝 Exercise
Instructions
Apply your understanding of player performance props to these scenarios.
Which of the following is the MOST modelable player prop type in MLB?
An NBA star is playing in a game where his team is a 14-point favorite. How should this affect your approach to his points prop?
You want to bet an NFL WR's receiving yards Over. Which combination of factors represents the STRONGEST edge trigger?
Expected Value Calculator
Try the interactive calculator for this concept