MLB Player Prop Predictions and Parlay for Tuesday [8/15/23]

MLB player props are one of the most entertaining bets you can make in 2023. Using sophisticated AI, machine learning and predictive analytics for MLB, we're able to identify the best player prop bets to place with your favorite sports books today, Tuesday, August 15. Baseball betting is one of the great American pastimes, so let's use the power of machine learning to help us profit from our online sports betting by tailing our MLB best props below - heck you could even parlay them at +14194.

Your game not here? Head over to our MLB best props page and source the best plays for your team today.

Now, we know you probably already have an account with one of the leading sportsbooks here in the US, but it definitely pays to have more than one funded account when betting on sports.

Find out which books are best, who has the best new customer offer, and how you can secure better odds and lines for all of your bets, below.

👉 The Best US Betting Sites 👈

RELATED: Best Bets for Today in All Sports - Tuesday, August 15

MLB Player Prop Bets: Tuesday, August 15, 2023

White Sox vs. Cubs 8:05PM (EDT)

BET: Christopher Morel To Get an RBI (+200)

Our DimersBOT has identified an RBI prop it considers mispriced for Cubbies second baseman Christopher Morel against the White Sox. Not only is Morel rated as a substantial 44.4% chance of driving home a run, but we're also getting a significant 11.1% edge in the odds over at BetMGM Sportsbook, where new users get a wager of up to $1,000 paid back in bonus bets if their first bet loses. Claim it here

White Sox vs. Cubs 8:05PM (EDT)

BET: Dansby Swanson to Get a Hit (-180)

Our model loves another Cub with Dansby Swanson tonight and gives him a 76.8% chance of registering a hit, with a 13.9% edge vs. these PointsBet odds of -170. He sports a .261 batting average against righties like he'll face tonight. If you haven't already, you should really consider joining PointsBet, where new customers will score those 5 x $100 bonus bets here. If you already use PointsBet, then you can check out more awesome sportsbook welcome offers and promo codes in our Best US Sportsbooks and Betting Sites section.

RELATED: Best MLB Bets Today - Tuesday, August 15

Orioles vs. Padres 9:40PM (EDT)

BET: Juan Soto to Get an RBI (+200)

Juan Soto is one of our model's favorite RBI props of the day. Our player prop predictor has rated this one as a 45.4% chance of hitting, giving us a 12.1% edge on the sportsbook odds of +200. Soto leads his entire team in RBI with 75 this season. If you enjoy these AI prop picks, please consider joining BetMGM Sportsbook, where new users get a wager of up to $1,000 paid back in bonus bets if their first bet loses. Claim it here. 

Orioles vs. Padres 9:40PM (EDT)

BET: Trent Grisham To Get a Hit (+100)

Time for another high-value play in this same game, where our model is expecting Trent Grisham to pick up a knock. Grisham has a .333 batting average in 12 PSs vs. O's starter Jack Flaherty and has some nice odds tonight, earning a 14.8% edge on his 64.8% probability of getting a hit. To maximize that we should grab the best odds at PointsBet, where new users get up to FIVE second-chance bets. Claim it here. 

Athletics vs. Cardinals 7:45PM (EDT)

BET: Nolan Arenado To Get a HR (+400)

Okay let's go big - Arenado is our model's most likely HR hitter in this game and even at +400 odds, he gets a 4.7% edge against the sportsbook. DimersBOT gives the former NL MVP a 24.3% chance to go yard in this one. We should bet this with PointsBet, where new users get up to FIVE second-chance bets. Claim it here. 

MORE: Today's Best MLB Trends for Tuesday, August 15

Your game not here? Head over to our MLB best props page and source the best plays for your team today.

You can find more MLB props here, and if you're interested in parlaying these, or any other picks, then check out our new parlay picker tool that allows users to generate their own parlays at the click of a button, and with the preferences that matter most to them.

Have a blast gambling responsibly! Think of it as pure entertainment, not a get-rich-quick scheme, and only bet with money you're okay with losing. If you feel like you're pushing your luck too far, know when to quit and don't hesitate to ask for help. Just remember, gambling is all about having a great time! If you or someone you know is struggling with gambling, you can reach out to 1-800-GAMBLER for crisis counseling and support.