MLB logo

The Numbers Behind the Early MLB Season: Which Trends Are Real and Which Will Regress

May 22, 20264 min read

Six weeks into a baseball season is right around when the sample size stops being an excuse. Before that point, a hot streak or a cold spell can be noise dressed up as a trend. After it, the patterns that have stabilized start telling you something real, and separating the sustainable stuff from the stuff about to snap back toward the mean becomes genuinely profitable if you're paying attention.

Atlanta is the regression case I keep coming back to. This is a lineup that most preseason offensive models had penciled in as top three in the sport, and instead they've been scoring 3.4 runs a game. That's a gap between projection and production that's too large to just shrug off as early-season variance forever. The stat I want to see before I make a final call on whether this is real or a mirage is team BABIP. If Atlanta's batting average on balls in play is running more than 20 points below the league average, that's the signature of bad luck: balls finding gloves instead of grass, hard contact getting robbed, and it should be regressing upward as the season goes on. If their BABIP is sitting closer to league average, though, that tells a different story. The contact quality itself is the problem, not the luck attached to it, and that's a much harder thing for a lineup to fix in-season. Either way, for the stretch we've just watched, fading the Braves offense has simply been the correct side to be on, and I don't think that's an accident.

Miami is the opposite kind of puzzle, and honestly the more interesting one. A 20-6 record in June is the kind of run that forces you to actually do the work instead of just reacting to the record. Whenever a team is blowing so far past its preseason expectations, the right move is to decompose the variance and figure out which pieces of it are sustainable rather than simply asking whether the record is real. How much of this stretch is legitimate pitching improvement versus getting lucky, which you can check by comparing ERA to xFIP and seeing how much daylight there is between the number that happened and the number that was earned. How much of it is defense playing above its true level. Those are different questions with different shelf lives. The profitable bet on the Marlins right now isn't whether they keep playing at a .769 clip, because they won't. Nobody sustains that over a full season. What actually matters is whether the underlying quality is real enough to treat this team as a legitimate second-half contender rather than a hot streak that fades in July. One wrinkle worth knowing: defensive metrics tend to lag the underlying reality more than BABIP-based hitting models do, which means a team can actually sustain strong defensive play for longer than a pure regression model would predict. That's a real factor working in Miami's favor if their defense is the driver here rather than the pitching luck.

Then there's the stuff that isn't a regression question at all, because it's already been fully confirmed. Kyle Schwarber getting to 30 home runs before anyone else in the league and Yordan Alvarez leading all of baseball in both OPS and total bases aren't stories about hot starts that are due to cool off. Both players are simply performing exactly in line with what their established track records said they'd do. There's no regression risk lurking under either performance in the way there is with Atlanta's slump or Miami's hot streak, because both guys are doing what their career profiles predicted, just doing it loudly and early. What I actually find interesting here isn't the individual numbers. It's the gap between those two and the rest of the power-hitting field. That gap tells you the preseason market on top-tier power bats was basically efficient. The guys who were supposed to separate themselves have separated themselves, and there wasn't much value hiding in that particular corner of the futures board once the season actually started.

Put it all together and the six-week mark gives you a decent map of where this season is heading, even if none of it is final yet. Atlanta's offense is a BABIP check away from telling you whether it's buy-low or genuinely broken. Miami's record is a pitching-versus-defense question away from telling you whether they're a real October threat or a summer mirage. And Schwarber and Alvarez are simply confirming that sometimes the market gets the easy calls right, and the actual edge is somewhere else.

Derek Shaw

Derek Shaw

Senior Editor

Back to Blog