MLB NRFI Picks Today, Model Predictions for Monday, August 21

We've had a rough week or two on these bets, but fortunately there's still a ton of baseball left to turn it around.

Three picks for a smaller Monday slate tonight as we try to start the week off right.

The Model

The process is relatively simple. First, I start by assuming that the full game (implied) run totals for either team are roughly efficient. As mentioned above, that tends to be the case more often than not. This saves me the trouble of trying to predict the total runs scored in the game — and allows me to focus strictly on the "when" rather than "how many."

Next, I built a database of pitchers performance the first time through the order, relative to their overall stats. Since the latter is presumably baked into the full game total, I wanted to figure out if those runs are more likely to come early or late. Most — but not all — MLB starters do somewhat better early in games, but with some variance in just how much. The model uses xFIP (expected Fielding Independent Pitching) as the ERA predictor of choice.

That's only half of the equation, though, with the offenses making up the other half. To do this, I looked at what percentage of a team's total runs is produced by the top three batters in the lineup. While a first inning run scored, by definition, needs at least four hitters to come to the plate, one of the first three has to actually score it. The metric of choice here is wRC+, based on the projected lineup for the day from each team.

This is a bit of a tradeoff, as lineups (and run totals) can shift throughout the day, especially if significant contributors miss time. However, in my experience the inefficiency of the morning lines more than makes up for the leakage in the model. With that said, exercise caution if, say, Mike Trout is listed as questionable for the nights game.

The Picks

With all of the picks below, I'll include the pick, the best line and the threshold I'd bet it to. These will go up in the morning, so if any major news breaks between publishing and when you read it, be sure to consider that.

Infrequently, rather than betting on the traditional YRFI/NRFI, the pick will be on one team or the other specifically to score a run, which as of this writing is only a betting option at DraftKings. Since the model handles each team individually, sometimes one team is projecting for a greater proportion of the "run equity" in the first inning than the betting lines are accounting for.

NRFI Odds, Picks for Monday, August 21

Houston Astros vs. Boston Red Sox YRFI: This game has a nine-run total, but both teams are on the correct side of their platoon splits, and neither pitcher is especially strong early in games.

Chicago White Sox vs. Seattle Mariners NRFI: The Mariners are the slightly bigger risk here, but their leadoff hitter, J.P. Crawford, is making his return from a concussion and likely won't be at 100% in his first game (and especially at-bat) back.

Los Angeles Angels vs. Cincinnati Reds YRFI: The Angels continue to be one of the most top-heavy lineups even without Mike Trout. I'm showing a similar value on their team-only YRFI at DraftKings (+190) as the full game line.