When Should You Intentionally Walk Aaron Judge?

If you’ve ever struck up a conversation with a stranger at the ballpark, you might have noticed that the FanGraphs readers are easy to spot. Let’s say you find yourself discussing the Yankees. A FanGraphs reader might ponder whether the 30-point gap between Paul Goldschmidt’s wOBA and xwOBA will catch up to him, while a non-reader is more likely to fret over whether Brian Cashman is too reliant on analytics when constructing the team’s roster. But sometimes, the two groups ask the same thing. So today, let’s consider one of those broad questions: Should teams be intentionally walking Aaron Judge more often?
Admit it. You’ve wondered. If you’re a Yankees fan, you’ve wondered just how long Judge is going to be allowed to hit in big spots. If you’re a fan of the team the Yankees are playing, you’ve wondered how your team’s manager ought to solve this impossible puzzle. And if you’re a neutral fan, well, Aaron Judge is the biggest story in baseball right now. He’s having one of the best offensive stretches in the history of the game. Don’t you want to know if there’s anything that can be done about it?
Ever since Barry Bonds broke the sport in the early 2000s, every hot streak in baseball comes with questions about the “Bonds treatment.” Now, that doesn’t necessarily mean 120 intentional walks, Bonds’ tally in 2004 and the single-season record. (It’s the single-season record by 52 walks. Second place? Barry Bonds. Third place? Barry Bonds.) The best non-Bonds total was Willie McCovey’s 45 in 1969. The most Judge has ever racked up in a single season is a measly 20. So the question isn’t whether teams should treat him like Bonds, because no, they shouldn’t. But should they treat him like McCovey? And more importantly, how should opposing managers handle Judge in a playoff game, when all the chips are on the table? Let’s do some math.
If you’re trying to decide whether to walk Judge, you have to estimate his talent level. We could use projection systems and such, regress towards the mean, and treat Judge’s recent results with a grain of salt. But come on, that’s boring. Let’s estimate Judge’s true talent by taking his statistics from 2022 to the present. That’s a long time! If you can’t call 2,038 plate appearances across four years a true talent level, the concept is meaningless. And he’s batting .314/.438/.684 over that stretch, good for a ludicrous 207 wRC+. So my estimate of Judge is easy: It’s just what Judge has done since ascending to his current form.
Next, we have to come up with some scenarios. Intentional walks don’t happen in a vacuum. The identity of the batter is the most important factor, of course – no one’s thinking about intentionally walking the backup second baseman. The game situation matters too; with first base open, many more intentional walks are justifiable. If it’s the bottom of the ninth and the winning run is on base, walking a good hitter is even more defensible. Good and bad matchups matter – with a righty on the mound, walking a righty to pitch to a lefty seems bad, but with a lefty on the mound, it’s comparatively great. And lineups play their part – if Babe Ruth is due up next, you’re going to respond differently than if it’s Mario Mendoza.
Luckily, we can hold at least one of these things constant: the Yankees lineup. We can also come up with a few scenarios to capture the other variables. Like, say, early in the game, when a single run is less likely to determine the outcome. In that world, we can look at run expectancy. You’d take a 75% chance at two runs over a 100% chance at one run in the first inning – 1.5 is more than 1.
To figure out whether it’s worth walking Judge, I first gathered his actual results (excluding intentional walks, naturally). For example, he’s hit home runs in 8.6% of his plate appearances, singled in 12.8% of his plate appearances, and struck out in 25.9% of his plate appearances. I plugged those numbers in for every outcome to figure out the likely base/out state after Judge bats – that’s what we’ll be comparing the intentional walk to.
Here’s an example: With a runner on first and no one out, the league run expectancy was 0.895 runs in 2024. That’s for a league average hitter against a league average pitcher. With Aaron Judge hitting instead, the run expectancy ticks up to 1.05 runs. Next, we need to figure out the run expectancy if Judge gets intentionally walked. That’s just the league run expectancy with runners on first and second and no one out, or 1.491 in 2024. In that situation, walking Judge is a bad decision, and it’s clearly a bad decision by a lot. Plugging in the best hitter in baseball raises run expectancy by around 0.15 runs; intentionally walking the best hitter in baseball increases it by more than half a run.
Truthfully, this was an obvious one. Judge hasn’t been intentionally walked in the early innings with a runner on first yet this year, because it’s a clear spot where a walk is dangerous. More importantly for our purposes, we can compare the two options and come up with a run cost to walking Judge: 0.44 runs. We can come up with a run cost for every possible base/out state, in fact:
| Runners On | 0 outs | 1 out | 2 outs |
|---|---|---|---|
| _ _ _ | .305 | .156 | .044 |
| 1 _ _ | .440 | .404 | .242 |
| _ 2 _ | .290 | .125 | .023 |
| _ _ 3 | .301 | .178 | .007 |
| 1 2 _ | .713 | .473 | .170 |
| 1 _ 3 | .459 | .339 | .146 |
| _ 2 3 | .294 | .136 | .038 |
| 1 2 3 | .871 | .828 | .809 |
That’s right: Even with Aaron Judge batting, there’s no early-game scenario where it makes sense to intentionally walk him assuming neutral batters coming afterwards. But in a few scenarios, that second assumption matters. The rest of the Yankees lineup, ex Judge, has been far better than average so far this year, playing to a 119 wRC+. But with Ben Rice batting after him, a lefty pitcher might prefer to duck Judge and face Rice instead with, say, a runner on third and two outs. In four spots – all with two outs, but with either no runners, one on second, one on third, or runners on second and third – walking Judge is close enough to be a managerial decision based on their view of the subsequent matchup.
So far this year, managers have basically stuck to these rules. Judge has been intentionally walked in the early innings only three times. Twice, there were runners in scoring position, no one on first, two outs, and a lefty pitching. That seems easy enough. The third time was interesting – bases empty, two outs, righty Aaron Civale on the mound. It does fit with our rules, though: close enough for a managerial decision. In the early innings, opposing managers are handling Judge by the sabermetric book, more or less.
How about late innings? When the game gets close to its conclusion, run expectancy matters less than win expectancy. Tie game? The first run matters a lot more than the second. Down by four? They’re exactly identical. So I picked a scenario that I think exemplifies many of the times where people want to walk Judge: bottom of the ninth, down by one run. I ran the same complete grid of base/out states, but this time I looked at win expectancy, and how Judge changes that.
Let’s start with an example. Let’s say that down a run in the bottom of the ninth, the Yankees have a man on second with one out. Judge steps to the plate, with a lefty up next (maybe Rice, maybe Jazz Chisholm Jr., maybe Cody Bellinger — we’re being general here). Your average big league team wins from that position about 28% of the time. Things are pretty bad but not hopeless. But with Judge batting, things get a lot better. Judge is so powerful and makes so few outs that with him batting in this spot, his team projects to win a whopping 32.7% of the time. That’s enormously better than average, though it might not sound like it. Play 162 of these games, and the Yankees would win eight extra games by having Judge bat there compared to an average hitter. And that’s just 162 plate appearances, naturally – it completely ignores the rest of his impact on the game.
On the other hand, walking Judge here isn’t great either. He represents the winning run in this scenario, and he does make outs more than half the time. Intentionally walking him gives the Yankees first and second with one out. From there, major league teams win about 33.5% of the time. In other words, walking Judge (as compared to pitching to him) means the Yankees are 0.8% more likely to win the game. That’s within the realm of managerial decision in my mind: I’d be completely willing to accept a walk there. Here’s the grid of how expensive, in win probability, an intentional walk is for each base/out state:
| Runners On | 0 outs | 1 out | 2 outs |
|---|---|---|---|
| _ _ _ | 9.7% | 5.8% | 1.7% |
| 1 _ _ | 11.8% | 6.4% | 1.3% |
| _ 2 _ | 5.0% | 0.8% | -2.0% |
| _ _ 3 | 7.5% | 3.2% | -1.9% |
| 1 2 _ | 20.6% | 16.0% | 5.6% |
| 1 _ 3 | 4.6% | 33.9% | 14.6% |
| _ 2 3 | 3.0% | 1.9% | 1.5% |
| 1 2 3 | 18.9% | 28.4% | 31.4% |
I’ve highlighted two cells, because these are outrageous. Intentional walks that put the winning run on base? They’re awful. You really shouldn’t do that – unless you’re facing Aaron Judge, that is. There are very few hitters who actually merit intentional walks in those spots without some extenuating circumstance – batter/pitcher matchups, basically. But Judge is just that good.
Personally, I would be willing to walk Judge in a few more spots – the ones within two percentage points, basically. It would depend on who I had on the mound and where we were playing, but the threat of extra bases is just terrifying. Issuing intentional walks while you’re in the lead is almost always bad business, but come on, do you really want to lose to Judge?
I’ve left out a key scenario: What if the Yankees are ahead? In that case, opposing managers should feel free to walk Judge at the slightest provocation. Here’s the same grid of the cost of intentional walks, with the Yankees ahead by one in the bottom of the eighth:
| Runners On | 0 outs | 1 out | 2 outs |
|---|---|---|---|
| _ _ _ | 1.4% | 0.8% | 0.1% |
| 1 _ _ | 2.0% | 1.1% | 0.4% |
| _ 2 _ | 0.6% | 0.1% | -0.6% |
| _ _ 3 | 1.1% | 0.5% | -0.2% |
| 1 2 _ | 3.2% | 2.5% | 0.7% |
| 1 _ 3 | 1.3% | 1.2% | 0.5% |
| _ 2 3 | 0.6% | 0.4% | 0.0% |
| 1 2 3 | 2.9% | 4.6% | 5.7% |
In plain English, you can basically walk Judge whenever you want unless both first and second are occupied – and occasionally even if they are. I’ll stick with my rule of thumb that decisions within two percentage points are close enough that a manager should make them if they like the following matchup – if they have a good lefty to face the guy hitting after Judge, basically. That won’t always happen in the regular season, where managing so actively can affect long-term fatigue and bullpen health, but in the playoffs, I’d expect him to get walked quite frequently in these situations.
The Barry Bonds treatment, this is not. Managers in the early 2000s went way too far in walking Bonds. Most at-bats don’t happen close and late, when it might be worth giving up a runner to avoid the disaster of a homer. When Judge does get a chance to hit with the game in the balance, though, he should relish those opportunities. The math dictates that the other team should frequently take the bat out of his hands – and when the calendar turns to October, I think that managers will have these charts burned into their brains when they draw the Yankees.
All statistics current through Sunday, May 11.
Ben is a writer at FanGraphs. He can be found on Bluesky @benclemens.
In before ‘derp October’
I think what he’s doing this year (the same power with fewer strikeouts and more singles) is just eye popping
Interesting thing about Judge: among all players since 1947, Judge is 6th in BABIP. Only 4 players since 1947 have appeared in over 1,000 games and have a BABIP of .350 or higher: Rod Carew, Austin Jackson, Judge, and Derek Jeter. The other guys are easy to understand; they had swings tailor-made for plunking singles into the shallow outfield. Judge isn’t that. He’s always run high BABIPs because he hits the ball so hard that fielders have a hard time getting in front of the ball. I’m really curious as to whether there’s any connection between him dropping his K% from 24% last year to 20% this year, and his BABIP going up from .367 to an obviously unsustainable .481.
To be fair, it’ll be interesting to see if teams take into consideration his prior postseason performances when determining whether to pitch to him in the playoffs. There is a relatively significant sample size that shows his poor results may not simply be attributed to variance.
LOL 262 plate appearances with a .240 BABIP in the playoffs. “May not simply be attributed to variance,”? Why not? If he ran a 262 plate appearance stretch with a 109 wRC+ during a season it would be a regular slump, especially since it seems mostly BABIP driven. Seems exactly like variance to me.
Is there a way to calculate how much the excessive IBB inflated the stats/WAR of Bonds? I feel like there’s an argument that Judge’s 2024 is more impressive than early 2000s Bonds.
Yeah, for sure. We exclude IBB’s from wOBA and wRC+, so on that front, zero. When we’re calculating WAR, we multiply wOBA times PA (basically), so you can think of it as us substituting in a hitter’s average offensive production in non-IBB PA’s, giving them credit for the times they batted but not giving them extra credit for all the free walks. In other words, Bonds’s numbers, at least WAR and wRC+, aren’t inflated by the walks. OBP and OPS are another matter.
This has always felt strange to me. I understand the purpose behind it, but Bonds is so far ahead of everyone that it ends up feeling off.
I feel like especially as we are now in the universal DH era, more and more of the pool of intentional walks are a result of the batter’s incredible prowess creating value, and less about some weirdly situation (like the 8 hitter before a pitcher).
The fact that this whole article exists about when to IBB a specific guy seems like an indicator that when he’s IBB’d, it’s value created by him and his ability beyond what a replacement player could provide.
We do still give them credit for the PA, just at the rate of the rest of their hitting. If they have incredible prowess creating value, that’s why they’re being walked, because the other team would prefer walking them to letting them hit. We’re essentially just plugging in what they “would have done”. So I kind of see your point, but I’m comfortable with our solution.
The hilarious counter to this is that if someone like Orlando Arcia gets intentionally walked, it would actually make his WAR go down. Unless I’m missing something.
Best way to neutralize a poor hitter is apparently with a free base.
I didn’t realize it was calculated that way, that’s interesting. I do feel like it slightly inflates his performance in this case, but mostly because he gets more PA credits for PAs that probably include a lot of pitch-around walks that can’t be stripped out of the stats like true IBBs can. But that’s more on the decision making of the managers than the statistical choices for WAR.
If you’re treating IBBs as managerial decisions out of the player’s control why are IBBs included in Fangraphs pitcher FIP and fWAR calculations?
I actually think there’s a decent chance that it’s the other way around, as I’m pretty sure that the wOBA formula gives no value for IBBs and just pretends those PAs didn’t happen.
in aggregate this makes some sense because IBBs are usually caused more by game-state than any special skill by the batter, and just empirically the linear weights method finds that they don’t add enough run expectancy to be included.
But in extreme cases there’s an obvious hole in that reasoning. Bonds was walked so much because he was the best hitter by a mile. Same with Judge now. If a batter had a true talent wRC+ of 400, they’d be IBB’d every single time up, and 0 WAR seems an incorrect way to value that player.
Shoutout Tom Tango, who did a version of this over 20 years ago. I still have it bookmarked when I quickly want a sanity check (although obviously you need to assume whatever great hitter is up is at a Bondsian level).
https://www.tangotiger.net/walkbondschart2.html
You should never intentionally walk Aaron Judge, or anyone else, because intentional walks are an abomination. They are indefensible acts of rank cowardice that undermine the entire concept of competitive sports. They should be banished from the sport.
Wait until you hear about double-teaming in basketball
Indeed, What kind of cowardly ballclub uses relievers? Why are we allowing catchers to wear face masks and mitts?
Seriously. And intentional pass interference? The DB should be ejected from the game on the spot.
Sir, this is a Wendy’s.
I thought it was funny, but I guess others thought it was serious.
I also agree, in the same sort of joking way. For some reason it is the fact that you don’t even have to pitch out to do it now that really gets me. You don’t even have to look a man in the eye to give him an intentional walk!
RE24 is the best!!!
Love the addition of Win%, here – only real use of WPA, haha!
Not directly related but Aaron Judge HAS 3.9 WAR AND IT’S MAY 13th
WHAT?
His pace is slipping a bit, though – down to 14.0, with 63 HR and a 249 wRC+, over the last calendar year!
I don’t know if this is happening to anyone else (and fangraphs has been quite slow to load the past few days – and it’s come up with a “verifying you are human” message when I first load it – not seen that before), but when I go to player pages, in the Quick Look window it sometimes has the players 2023 season stats instead of the correct 2025 ones. When it happened with Judge, I went “4.7fWAR, yeah, he’s off to a really hot start. Hang on, this is the first week in May, that cannot possibly be right. Oh, its displaying the wrong year. Yeah, he’s at a much more sensible 3.5fWAR.”
Since signing his FA deal, he’s put up almost 20fWAR (19.8 – so give him a couple of games to get to an even 20) in 305 games. $360 million is looking like an absolute bargain at the moment.
Mike Trout and Aaron Judge are the same seasonal age (33 this year). Trout’s career lead on Judge in fWAR by year:
2011: 0.7
2012: 10.8
2013: 20.9
2014: 29.2
2015: 38.5
2016: 47.2
2017: 45.3
2018: 49.7
2019: 53.3
2020: 54.9
2021: 51.5
2022: 46.4
2023: 44.6
2024: 34.4
2025: 30.4 (through May 13)
Goodness! The fact that a generational talent had a 55 WAR lead on another one, and then that lead being sliced from 55 WAR to 30 WAR in a matter of 5.3 seasons (including one COVID-shortened one).
Reminds us how great Trout was from 2012-2020, and then how great Judge has been (and how broken Trout has been) from 2020 on.
Imagine how good the combined Miron Trudge would be – Mike Trout’s 20s, before moving over to play RF for Judge’s 30s.
It is very sad that Trout looks like he won’t crack 100fWAR – it did look like for a while that he was going to blow past that.
However, I did think earlier “I wonder what the chances are that Judge gets there?” He’s at 55.3 now – and Steamer, the least optimistic projection system thinks he’ll get 5.4 more this year. So, assuming he gets that, he’ll need 39 more in 6 seasons for the rest of his contract. 6.5fWAR per year, age 34 to 39. Seems a tall ask… but this is a guy who has put up two 11 win seasons since turning 30.
I mentioned this in the Power Rankings article yesterday but he is on pace to have the highest fWAR in a season. Like 15+ wins.
The only players with 12 or more fWAR in a season were either roided up like crazy or they didn’t have to play against black people.
What he is doing is obviously not sustainable with the .481 BABIP but the only players who have had single seasons comparable to Judge’s MVPs (since integration and outside of the steroid era) are Mantle, Yaz, and Pedro. He is on pace to beat those guys (and his own MVP seasons) by four wins!
His wRC+ is 255. He is Bonds level.
I liked that the maximum stat in the Final Fantasy series (well, for the ones I played) was 255 (because it was 2^8 – 1). So, Aaron Judge, with a 255wRC+, ready to take on Ultima Weapon, yup, sounds right.
Related: the maximum rushing yardage in Tecmo Super Bowl on the NES was 4,095 which would render as 111111111111 in binary. Thank you Bo Jackson.
Judge Curiosity
https://www.fangraphs.com/players/aaron-judge/15640/splits-tool?position=OF&splitArr=72&splitArrPitch=&autoPt=false&splitTeams=true&statType=player&statgroup=1&startDate=2022-01-01&endDate=2025-11-01&players=&filter=&groupBy=season&wxTemperature=&wxPressure=&wxAirDensity=&wxElevation=&wxWindSpeed=&sort=-1%2C1
WRC+
Low Leverage
2022 205
2023 192
2024 235
2025 255
Medium Leverage
2022 214
2023 140
2024 203
2025 286
High leverage
2022 178
2023 157
2024 165
2025 56
That 56 is abnormal.
That 56 is reflected in the data of this write-up, although it’s buoyed up by the prior year’s performance in the aggregate.
If you assume a regression to his norms, Judge will be much more dangerous in late innings moving forward. That means more IBB are in order.
If you assume high-leverage pitching has figured out high-leverage Judge, then pitch to him all the time, every time.
Me? I’m walking him and making Ben Rice beat me.
I don’t have the numbers to back this up, nor would I know exactly how to find it, but is there anyway to see if a hitter beats up on 4-5 starters and middle relief pitchers more than say elite bullpen arms, and aces? Know obviously everyone does that, but I mean in comparision to other guys? Like for example lets say his numbers are 200% better than average vs those guys, but only 10% better than average vs aces, where as X hitter is 150% better than average, but then 30% better than average vs aces and elite rp. Trout is another example that I would be curious about.
I’m sure there’s a split somewhere to track this by ERA+ or something like that. It wouldn’t be perfect of course, but it would be a start.
So a lot has been made of his playoff struggles, and while it’s mostly bs and sss, I’ve always sort of thought that logically in the playoffs teams aren’t using their worst pitchers unless it’s a blowout. Meaning that guys who beat up below average pitching at an higher level will have a bigger change. I also think contact plays up a touch in the playoffs. Except Stanton, I don’t know how to explain him because he even looks different in big spots. His eyes, his expression.
A good article would be something about guys w larger than normal splits when facing better pitchers, or guys who have no real change. I theorize hitters like Arraez, Kwan, Jacob Wilson would have less of a change because they rely on balls in play. But that could also be wrong. Would be an interesting read.
This is anecdotal but when I looked it up this past offseason for recent players, it looked to me like high average, low strikeout contact played down and all-or-nothing power types (like Stanton, Schwarber, Alonso, etc) played up. Even if you looked at good, all-around hitters with low K rates (say, Jose Ramirez) they fell off much more than the grip it and rip it types
There were a couple notable outliers. Altuve was one, iirc, with a huge number of at bats (most guys are in major SSS range). But Bregman, and even Kyle Tucker, who are both low K types, are significantly worse in the posteason than the regular season with a combined sample of almost a full season (altthough, Bregman has still been decent – having good players that fall off just a bit is still a win compared to an average guy staying the same!)
Interestingly, although these guys arent really recent, Jeter and A-Rod had this inverted
It’d be nice if someone could actually run these numbers to confirm but those slappy contact guys are also playing against more attentive fielders and higher-quality pitchers that are more likely to neutralize their advantage
Agreed. Would love to see it. And I guess it makes sense really, because batting averages are sooo low usually in the playoffs ( I know, I know it’s just a frame of reference ) that if your guy hits it you sure as hell want him to hit it hard.
I’ve brought up this idea for an article prior. Think at minimum it would be a good read. Likely it will just come back with *shrugs* but it would be fun to read at least
IIRC at least a few of his intentional walks have come after getting ahead in the count (2-0,3-0). Would be interesting to see how the data changes in those spots.
Not to mention the walks that were intentional but don’t appear that way in the ledger, like “don’t give him anything to hit” type ABs.
Articles like these are why I continuously come back to this site!
We can talk about RUN expectancy all we want but I’d like to see a discussion of a change in FUN expectancy when walking him. To me, this always goes UP when IBB’ing Judge — because I’m a Yankees hater and it deprives him of a chance to hit 😉
So, just this past Friday, the A’s gave Judge the lowest leverage IBB of his career – 0.09 – .with the Yanks up 5-0 in the 8th, a runner on 2nd, and one out. It, uh, didn’t work out well for them. Ben Rice doubled, scoring the runner from 2nd, Goldschmidt walked, and Dominguez hit a grand slam.
Granted, that was a desperation play — again, you’re already down 5 with two innings to go, but that one was pretty silly.
In extra innings, Judge has 68 career PA. He’s walked in 25 of those, 16 intentionally. Frankly, I’m always a little shocked when gets PAs in extras.
Is there some reason not to run that chart for the late innings with the score tied?
Sequels are all the rage these days
One thing these numbers don’t reflect is the fact that these are human beings and not machines that operate to the exact same result percentages in all situations. So if a pitcher is in a pressure situation and decides not to walk Judge, is he more likely to make a mistake on a pitch in that scenario vs. a plain-old average scenario? I know the whole concept of “clutch” is a bit nebulous, particularly when smaller sample sizes are at play, but I feel as though there’s a significant effect here that just crunching the numbers this way can’t fully take into account.
Ben is so talented. I really enjoy his writing.
Not a Yankees fan but goddamn if we couldn’t use a Grisham article. His 2hrs Monday were a sight to behold, both could of been caught. Doubt I have ever seen someone hit 2 hrs in a game where a CF could of caught both. Hell he himself would of caught both probably since it would of been his right hand and not going across his body with the left like Julio.