Skip to content
Categories NBA

How to Bet on NBA Player Props: Tips, Strategy & Expert Advice

Updated April 22, 2025 | 3:01 pm CDT by Isaiah Sirois

Few sweats are more enjoyable than those on NBA player props. Waiting for a player to get a final rebound — or hoping for that player to not get another one — is often more entertaining than hoping the game’s outcome falls your way. Each shot just means more, and each substitution becomes part of the action. If you’re still confused after this story, or you’re looking for guides to NBA NBA betting promos as well! Anyway, let’s talk about how to bet on NBA player props as I dish out my tips, strategy and expert advice.

How to Bet on NBA Player Props: Tips, Strategy & Expert Advice

You can become a profitable NBA player prop bettor through a variety of techniques. Most bettors like to use evaluate statistics, be they traditional, advanced or tracking. Injuries are also important to discuss. Let’s tackle each topic one by one as we discuss how to bet on NBA player props. You may already be familiar with some of these concepts in NBA betting, but understanding how sharp bettors use to their advantage is key. But before we get into some of the best methods to make OddsShopper’s market-based approach.

How to Use Portfolio EV

The most intuitive way for most people to understand sports betting is that you, the bettor, are taking advantage of your sports knowledge to outsmart the books. That’s sometimes the case, but what if I told you that don’t need to know anything about sports to be a profitable sports bettor?

There are two main methods for profitable sports betting, projections-based approaches or market-based approaches, and the latter one doesn’t force you to know anything other than how sportsbooks operate. Both approaches simply use different sets of information to generate the odds of a given bet winning to identify wagers with positive expected value, or +EV.

Projection-based models are easiest for new bettors to understand. They’re not much different from those used by fantasy sports websites to estimate how well your team will perform on a given week.

However, market-based models can be harder for bettors to understand. They rely on the assumption that some odds (and some action bet on those odds) are sharper than others. For example, if Pinnacle, which is widely considered a sharp book due to its base, has a bet priced at -150, but DraftKings Sportsbook, which is considered a public book, lists the same bet at +150 — it’s usually smart to take that bet.

But knowing which books are sharper than others — and knowing at what point your edge overcomes the hold each book, even Pinnacle, is pocketing from your wager — can be difficult. That’s why Portfolio EV’s NBA betting model does the hard work for you. Let’s take a quick look at an example wager and how our product team describes each of the key .

Bet Size: The recommended bet size as a percentage of your bankroll. This metric is based on a fractional Kelly Criterion approach that leads to a reasonable balance of minimizing risk of ruin while maximizing potential reward.

EV: An abbreviation for “expected value,” this metric estimates the long-term profitability of a wager by taking into the probabilities/payouts associated with each potential outcome.

xWin: The probability of winning the bet implied by the Sharp Sportsbook Algorithm true odds.

OS Rating: The OS rating provides a rating for each +EV bet. An OS rating above 20 signifies an exceptional bet. Ratings between 10 and 20 are highly favorable bets. Finally, a rating between 0 and 10 indicates a solid bet. We factor in the EV, expected win, bet size, and negative geometric drag to calculate this rating.

Hold: The synthetic hold across the entire market, which is the loss a bettor would sustain if he bet both sides of the market to win equal amounts. The larger the hold, the more difficult it is to beat that market.

True Odds: Odds that represent the real statistical probability of any outcome in a particular sporting event.

How to Use NBA Statistics in Player Prop Betting

Using Traditional Stats | Expert NBA Player Prop Advice

Traditional stats are the basis for almost all NBA player prop bets. You’re most often wagering on the total points, rebounds, assists, blocks, steals, turnovers or 3-pointers a player will record in a game — or some combination of those things. As a result, having a basic understanding of a player’s per-game average in those metrics is crucial. However, just because a player averages 25.5 points per game doesn’t always make the over 24.5 a sharp bet on the total points market. You must consider other factors that may affect a player’s per-game average.

Medians are a useful tool for evaluating a player’s per-game production, especially early in the year, when outlier performances carry more weight. Let’s say the aforementioned player has finished games with a total of 19, 20, 21 and 42 points. They may be averaging 25.5 points per game, but they have gone over the 24.5 only once. If, say, one of their teammates was out for that 42-point game, or the player just had a favorable defensive matchup, that per-game average of 25.5 means even less. Instead, the median — in this case, 20.5 — is a much better reflection of their per-game production.

Splits are another way to evaluate a player’s per-game production. I alluded to them above — things like a player’s minutes or defensive matchups are things we can “split” their production out to investigate. A player who is averaging 25.5 points per game on the year but who averages 20.5 points when playing between 20-29 minutes, their usual role off the bench, versus 30.5 points per game when playing between 30-39 minutes, their usual role as a substitute starter, is likelier to produce at the rate for the role they’re playing on the night in question. Other meaningful splits include opponents, home or away games and days of rest.

Using Advanced Stats | Expert NBA Player Prop Advice

There are far more numbers to consider than just what a player actually records in the box score, and some of these are called advanced stats. Some players are very efficient in limited minutes, while others are inefficient but get plenty of run. If you have a reason to believe that a player’s workload is going to change on a given night, understanding their efficiency can help you better project them in their new role. Efficiency doesn’t come down to just shooting percentages, although there are plenty of advanced shooting stats to consider — you can also measure how often a given player shoots, rebounds or dishes an assist for their team when on the floor.

Let’s start with some advanced shooting metrics. Effective field goal percentage adjusts a player’s shooting percentage for the value of the shots they take. While 3-pointers are worth more than 2-pointers, they’re also more difficult to make, so it’s important to adjust for players who make enough of their 3-pointers to be more or as efficient as guys who primarily make layups.

The formula is simple — it’s the sum of a player’s made field goals plus their made 3-pointers (which are divided by two) divided by their total field goal attempts. For example, although Steve Kerr was only a 47.9% shooter, his efficient shooting on the perimeter means that he owns an eFG% of 56.4%.

Now, let’s talk about rates. We can also measure the share of a team’s production a player is responsible for when they’re on the floor. Usage rate calculates the share of a team’s field goal attempts, free throw attempts and turnovers a player s for when on the floor and is great when trying to understand how often they have the ball in their hands.

Rebound rate measures the share of available rebounds a player grabs when on the floor, which can help you understand how important their contributions on the glass are to their team — and whether they’ll have an advantage against an opposing rebounder. Assist rate is calculated similarly, as are block rate and steal rate.

React App

Using Tracking Stats | Expert NBA Player Prop Advice

Let’s wrap up with a final category of stats — those of the tracking variety. These can help you further understand a player’s efficiency and are good for evaluating whether a player has been getting lucky or unlucky. They can also help you understand the types of shots that a given player is attempting as well as the types of shots a defense is allowing. You can even see how effective players are when performing different types of plays, such as the roller in the pick-and-roll or as a driver.

I recommend that you explore the NBA’s array of tracking stats on your own, but I will elaborate on two metrics I like to use, potential assists and contested rebound rate, to evaluate player prop markets. Potential assists answer a simple question: how many assists could a player have generated in a game? The metric measures es that result in a possession event, or a shot, foul or turnover. Players who are averaging close to the same number of potential and actual assists are generally getting lucky, while those whose actual assist numbers lag behind their potential assist numbers are getting unlucky.

It can also be useful to know how many rebounds a player has recorded that were contested — and how many chances a player had to record a rebound. Players who record lots of rebounds but have a low contested rebound rate are likely to struggle against a player who also records plenty of rebounds but with a high contested rebound rate. Further, rebound chances work a lot like potential assists, as you can see how many times a player is actually close enough to the ball to come down with a rebound per game.

How to Use NBA Injury Reports

While stats are useful, they aren’t the end-all, be-all of a projections-based approach to player prop betting. You must be able to understand the specific consequences of a player’s absence for both their team and the opposing team. For example, a Golden State Warriors team without Draymond Green will be easier to exploit offensively, but Green’s low usage rate means that his absence won’t create a ton of new scoring chances for the Warriors’ offensive weapons. However, his high assist rate means that his teammates may have more chances to dish out assists than they otherwise would.

Because so much NBA injury news comes out late in the day, it’s important to keep a close eye on teams’ injury reports and X throughout the day. If a key player is questionable, it’s often wise to wait before placing your NBA player prop bets on their teammates. That said, you can sometimes get an edge on the market if you can accurately predict whether a player will suit up. Some teams are relatively conservative when handing out questionable tags, for instance, and some players are likelier than others to suit up through injuries.

React App

Categories NBA
MLB Home Run Pick Today for April 22: Let’s Go Off the Beaten Bath for a Bomb…
How to Bet on MLB Player Props: Tips, Strategy & Expert Advice
Isaiah Sirois

Author

Isaiah Sirois

Isaiah Sirois is a sports betting analyst at OddsShopper specializing in basketball, football and motorsports. Basketball is Isaiah’s favorite sport to handicap, and he has covered NBA, WNBA, NCAA and FIBA markets for OddsShopper and other sites. However, Isaiah’s favorite sport to follow is auto racing, and you can usually find him watching NASCAR or IndyCar on Sundays. He will be a fan of Team Penske and Ford Performance until the end of time. Isaiah graduated with a bachelor’s degree in history from Emory University and briefly attended Vanderbilt Law School before dropping out to work at OddsShopper.

Next Story

Why the Sportsbooks Hate You When You Actually Start Winning

Trending & Related

PrizePicks, DraftKings Pick6 & Underdog Cheat Sheet: Best More/Less Picks Today for NBA & MLB (May 21)

Longest Odds to Win the NBA Draft Lottery | Who Those Lucky Teams Took

Underdog Fantasy Pick’em Predictions Today: Julius Randle (May 12)

Betting 101

Why the Sportsbooks Hate You When You Actually Start Winning

What is Portfolio EV? Guide to +EV Sports Betting

Sports Betting Software Showdown: Which Tool Is Right for You?

3 Betting Mistakes That Portfolio EV Catches Instantly (And How It Fixes Them)

Sports Betting Resources

  • Positive EV NFL Bets
  • Expert NFL Picks
  • Live NBA Odds
  • Positive EV NBA Bets
  • Expert NBA Picks
  • Live NFL Odds
  • NFL Parlay Calculator
  • Positive EV MLB Bets
  • Expert MLB Picks
  • Positive EV College Football Bets
  • Expert College Football Picks

Featured Articles

Why the Sportsbooks Hate You When You Actually Start Winning
May 20, 2025 2:17 pm | Dave Loughran
What is Dinger Tuesday? How to Beat FanDuel’s Promotion
May 20, 2025 2:10 pm | Isaiah Sirois
Get a 7-DAY FREE TRIAL Of Portfolio EV Today!
May 20, 2025 10:12 am | Sam Smith
How Portfolio EV Built My NBA Bankroll from $100 to $1,200
May 16, 2025 7:11 am | Greg Ehrenberg
You Don’t Need to Be a Genius to Beat the Books — Just the Right Tools
April 26, 2025 8:15 am | Dave Loughran
NBA Playoffs Are Heating Up — And Portfolio EV s Are Cashing In
April 22, 2025 3:02 pm | Sam Smith

Related Articles

PrizePicks, DraftKings Pick6 & Underdog Cheat Sheet: Best More/Less Picks Today for NBA & MLB (May 21)
May 21, 2025 10:49 am | Sam Smith
The Portfolio EV Lab Just Got a Massive Data Upgrade
May 20, 2025 2:47 pm | Sam Smith
Why the Sportsbooks Hate You When You Actually Start Winning
May 20, 2025 2:17 pm | Dave Loughran
What is Dinger Tuesday? How to Beat FanDuel’s Promotion
May 20, 2025 2:10 pm | Isaiah Sirois
Underdog Fantasy Pick’em Predictions Today: Naz Reid (May 20)
May 20, 2025 12:42 pm | Danny Burke
What is Portfolio EV? Guide to +EV Sports Betting
May 20, 2025 10:07 am | Sam Smith

Best ParlayPlay Promo Code Today
May 22, 2025 6:57 am
Best Sleeper Promo Code Today
May 22, 2025 6:56 am
Best Underdog Promo Code Today
May 22, 2025 6:56 am
Best Vivid Picks Promo Code Today
May 22, 2025 6:56 am
PrizePicks, DraftKings Pick6 & Underdog Cheat Sheet: Best More/Less Picks Today for NBA & MLB (May 21)
May 21, 2025 10:49 am
The Portfolio EV Lab Just Got a Massive Data Upgrade
May 20, 2025 2:47 pm
Why the Sportsbooks Hate You When You Actually Start Winning
May 20, 2025 2:17 pm
What is Dinger Tuesday? How to Beat FanDuel’s Promotion
May 20, 2025 2:10 pm
Underdog Fantasy Pick’em Predictions Today: Naz Reid (May 20)
May 20, 2025 12:42 pm
Get a 7-DAY FREE TRIAL Of Portfolio EV Today!
May 20, 2025 10:12 am

How Can I Find the Best Sports Betting and DFS App Bonuses?

If you're a new sports bettor, it's hard to know where to start. In fact, it's simpler than it seems, because there are use OddsShopper's Free Bet Converter to maximize your beginning bankroll

Get a bonus code for BetMGM

Get a promo code Caesars Sportsbook

Best DraftKings Promo Code

Get a promo code for DraftKings

Use a promo code for FanDuel

Claim a promo code for PrizePicks

Get a promo code for UnderDog

the ranks of the OddsShopper Hall of Fame

  • Free Expert Picks

    • Free NBA Picks
    • Free MLB Picks
    • Free NFL Picks
    • Free NHL Picks
    • Free NCAAB Picks
    • Free NCAAF Picks
    • Free Golf Picks
    • Free UFC Picks
    • Free EPL Picks
    • Free Tennis Picks
    • Free WNBA Picks
  • Positive EV Bets

    • Positive EV NBA Bets
    • Positive EV MLB Bets
    • Positive EV NFL Bets
    • Positive EV NHL Bets
    • Positive EV NCAAB Bets
    • Positive EV NCAAF Bets
    • Positive EV Golf Bets
    • Positive EV UFC Bets
    • Positive EV EPL Bets
    • Positive EV Tennis Bets
    • Positive EV WNBA Bets
  • Betting Tools

    • Arbitrage Opportunities
    • Parlay Builder
    • PrizePicks Entry Builder
    • Underdog Entry Builder
    • Sleeper Entry Builder
    • Free Bet Converter
  • Articles

    • All Articles
    • NBA Articles
    • NFL Articles
    • NCAAF Articles
    • MLB Articles
    • PGA Articles
    • NHL Articles
    • NASCAR Articles
    • MMA Articles
  • Betting Calculators

    • Expected Value Calculator
    • Hold Calculator
    • Parlay Calculator
    • Odds Converter
  • Live Odds

    • Live NBA Odds
    • Live MLB Odds
    • Live NFL Odds
    • Live NHL Odds
    • Live NCAAB Odds
    • Live NCAAF Odds
    • Live Golf Odds
    • Live UFC Odds
    • Live EPL Odds
    • Live Tennis Odds
  • Sportsbook Promo Codes

    • BetMGM Bonus Codes
    • Bet365 Bonus Codes
    • FanDuel Promo Codes
    • DraftKings Promo Codes
    • Caesars Promo Codes
    • BetRivers Promo Codes
    • Sleeper Fantasy Promo Codes
    • Underdog Fantasy Promo Codes
    • Betr Picks Promo Codes

    • Us
    • of Use
    • Stokastic
OddsShopper Logo
© 2024 Stokastic.All Rights reserved.
This site contains commercial content, We may be compensated for the links provided on this page. The content on this page is for informational purposes only. OddsShopper makes no representation or warranty as to the accuracy of the information given or the outcome of any game or event. Please play responsibly. Only customers 21 and over are permitted to play. If you or someone you know has a gambling problem and wants help, call 1-800-GAMBLER.