Baseball produces more data per game than any other sport. That's the good news and the bad news. The dashboards here distill it into something you can act on in ten minutes—but only if you know where to look and what to skip.
Here's the daily workflow that'll keep you focused.
Start With the Shortlist
Top Plays ranks today's best opportunities across all sports using the Heat Score model. Pull the MLB entries first. These are your candidates—everything after this is validation.
From Top Plays, branch into four dashboards depending on what you're betting.
Best Bats: Your Hitter Cheat Sheet
Best Bats ranks hitters by a composite of matchup quality, recent performance, and lineup context. Start with the top five. That's it. Don't scroll past ten on your first pass.
Two things to verify before you trust a Best Bats ranking: confirmed lineup spot and batting order position. A hitter ranked #2 overall who's batting seventh—or worse, isn't in the confirmed lineup yet—isn't actionable. Lineup data usually locks a few hours before first pitch. If you're researching early, flag your candidates and recheck before you commit.
Expand the factor breakdown only after your first pass. The breakdown shows you why a hitter ranked high—Statcast metrics, platoon advantage, pitcher vulnerability. That context helps you decide between two similar candidates, but it'll slow you down if you read it for every player.
Hitter vs Pitcher: The Matchup Layer
Hitter vs Pitcher gives you the full statistical picture for any batter. The snapshot card at the top summarizes what matters. Three numbers to focus on:
xwOBA tells you expected offensive production adjusted for quality of contact. Above .370 is strong. Below .300 is cold.
xSLG measures expected slugging—how hard a batter's hitting the ball, stripped of luck. High xSLG with low actual SLG means regression is coming in your favor.
Barrel rate is the percentage of batted balls hit at the optimal combination of exit velocity and launch angle. Barrels turn into extra-base hits and home runs. Above 10% is above average. Above 15% is elite.
Zone score shows up on the dashboard too, but treat it as a tiebreaker. It's useful when two hitters look equal on the big three metrics—it shouldn't be your primary reason for or against a play.
Weather: The Variable Everyone Ignores
Weather isn't glamorous, but it moves outcomes more than most people think. The run environment snapshot tells you whether conditions favor offense or pitching.
The simple version: strong wind blowing out plus warm temps equals an offense boost. Wind blowing in or cold temps suppress scoring. Indoor/roof-closed games have lower weather volatility, which means less variance—good for NRFI bets, less interesting for home run props.
If you're betting totals, HR props, or anything run-related, check weather before you lock anything in. A hitter with elite Statcast numbers in 38-degree wind-blown-in conditions at Wrigley is a different bet than the same hitter at 78 degrees with wind blowing out to center.
NRFI: First-Inning Edges
NRFI focuses on whether the first inning stays scoreless. The strongest NRFI plays combine two dominant starting pitchers against weak top-of-the-order lineups.
Look for starters with low first-inning ERAs and high K rates. Then check the opposing lineup's top three hitters—if they struggle against the pitcher's handedness or have low recent production, the NRFI case strengthens.
Use the game environment data to avoid false confidence. A game at Coors Field with two good pitchers still carries more first-inning scoring risk than the same matchup at Oracle Park. And always recheck lineups before lock—a late scratch in the top three of the order changes the entire calculus.
Three Beginner Traps
Overweighting tiny H2H samples. A batter who's 3-for-6 lifetime against a pitcher has faced him twice. That's noise, not signal. Look for 15+ at-bats before taking H2H matchup data seriously.
Skipping lineup confirmation. It doesn't matter how good the data looks if the guy isn't playing. MLB lineups change daily. Check before you bet.
Ignoring weather on HR and total props. Temperature and wind direction shift expected home run distance by 10-15 feet. That's the difference between a warning track flyout and a three-run bomb.
The Daily Loop
Hit Top Plays for your shortlist. Validate hitters on Best Bats and Hitter vs Pitcher. Check Weather for environmental context. Scan NRFI for first-inning opportunities. Kill what doesn't hold up, keep what survives all four checks.
Related: MLB Props Hub for more mlb props coverage.
References & Tools
- Further reading: Baseball Savant (Statcast)