You could be forgiven for expecting big things from UC Irvine’s baseball team on March 1st of 2026. Fresh off the heels of their 2025 NCAA Regionals appearance, they got off to an 8-3 start and took down two ranked opponents – #22 Vanderbilt and #24 Oregon – in the same weekend at the Live Like Lou Las Vegas Classic.

But how swiftly things change in college baseball.

Since that weekend, where the Anteaters faithful were riding high, the team has gone 1–11 since, including a sweep at the hands of rival Cal State Fullerton, with their only victory a come-from-behind 4–2 win over CSUN at home.

Entering play this weekend’s series at Long Beach State, Ben Orloff’s squad has an overall 9-15 record, including going 1-5 in conference play thus far, which has me asking the question: did the team really change, or did we just misread what we saw?

Of course, February and March are no stranger to surprises. It isn’t unusual to see a team get off to a hot start and fade as the calendar pages flip. With UC Irvine, it felt less like a surprise and more like a continuation of their success: There was a baseline belief. Here was a solid program, coming off of a strong year, with a good incoming transfer class headlined by centerfielder Tommy Farmer.

Their early record reinforced, rather than challenged, prevailing beliefs. The ranked wins didn’t shock – they validated.

So, then, what changed?

Surely, something broke. The team regressed. The early read must have been wrong. Right? Not so fast.

Much more likely is that, in economics terms, we were reacting to the Anteaters’ February not in the context of their overall talent level, but rather as confirmation bias: We don’t just react to new data; we react more strongly when that data confirms what we already believe.

The regional appearance? That’s prior data. The 8-3 start? That’s reinforcement. The ranked wins? Confirmation spike. 1-11 since? Correction.

The truth is, UC Irvine is probably no more an .083 winning percentage team than they were a .727 winning percentage team, but rather somewhere in the middle. At season’s end, the 1-11 stretches count just as much as the 8-3 stretches. Good teams just hope there’s a few more of the latter than of the former.

Not all results are equally informative, but we treat them like they are. When a good stretch of play comes early in the season, that’s confirmation that last year was not a fluke. When a team gets two loud, visible wins on a national stage, that feels like validation.

But twelve quieter, more informative games can slip by unnoticed.

That’s classic signal versus noise: We overweight high-visibility results and underweight accumulated evidence. The accumulated evidence suggests that the Anteaters are not currently an 8-3 team or a 1-11 team, but rather a 9-14 team. A couple of bounces this way or that, and a 9-14 team looks like a 14-9 team.

To quote one of my least-favorite adages, that’s why they play the games.

This is why it’s so important to observe teams live and in-person before making a judgement on their true talent ability. Like most things in baseball, loathe as we often are to admit it, it’s usually a product of luck and sequencing. There really are not two versions of the UC Irvine Anteaters baseball team, but one – and that one is capable of winning every game they enter. They are just as capable of beating the #22 team in the country as they are to getting swept by Cal State Fullerton.

What looks like a collapse is actually more like a correction. Perception rose quickly and now it’s adjusting downward. Recalibrating, to borrow a market term.

The team itself has not moved nearly as much as that perception has.

College baseball amplifies this because the structure of the sport makes misreads quite likely. The schedule happens in quick bursts: A three-game series concentrates outcomes. Each team will face an opponent only once in a season, and how they perform in any given series is easy to overweight.

None of this is unique to UC Irvine. Early-season narratives across the sport follow this pattern. There’s a reason “on-pace guys” have become a meme, but it goes beyond individual stats. Rankings volatility, conference perception, reactions to non-conference wins and losses. It’s easy to over- or underweight data.

To my eyes, the 2026 version of UC Irvine’s baseball team is a very strong squad. The offense still carries some holdovers from the previous season, but a lot of players are still finding their everyday roles. As much as we may want certainty, and as much as we may mistake confirmation for truth, the fact is that the book is yet to be written on this team.

The next time a single weekend “proves” something, it’s worth it to remain skeptical. To get eyes on a team; on a player, rather than to react aggressively and spend weeks correcting. After all, by the time the narrative peaks, the correction is often already underway.