Tim Anderson’s High-Wire Act

Tim Anderson is a befuddling player. Over the last two-plus seasons, he has posted a 133 wRC+ despite a minuscule walk rate (3.3%) that is the third lowest among all players with at least 500 plate appearances, ahead of only slap hitters José Iglesias and Hanser Alberto. That puts a lot of pressure on his ability to produce on contact. So far, so good: In that same time frame, he has a .390 BABIP, tops among all hitters and a full eight points above the next closest player (coincidently, his teammate, Yoán Moncada). The normal expectation is that a BABIP figure that high is unsustainable, and the projection systems tend to agree. The FanGraphs Depth Charts pegged Anderson for a .336 BABIP in 2021 and, correspondingly, a batting line just three percent better than league average.

If Anderson is going to be a productive hitter, then, one of two things needs to happen: He sustains a BABIP that is not just 100 points above the league average but also one of the best figures of all-time; or he improves in plate appearances that do not end with a ball in play. So how likely is either?

Let’s start with the BABIP. Anderson does not hit the ball especially hard. In the last two seasons, he ranked in the 33rd and 40th percentile, respectively, in hard hit rate, according to Baseball Savant. Last season he almost doubled his barrel rate, going from 5.1% in 2019 (23rd percentile) to a career-high 10.1% (65th), but that 2020 figure constituted all of 16 batted balls. Nor has he shown too much selectivity in his career or discriminated against pitches within or near the strike zone, as you can see in the sea of red below.

One thing working in Anderson’s BABIP favor is his speed. He is one of the fastest regulars in MLB, ranking in the 92nd and 87th percentile in sprint speed in 2020 and ’19, respectively. Mike Podhorzer found a mild positive correlation between sprint speed and BABIP, though if you break it out by left and right-handed hitters, I imagine it would be lower for the latter because of the extra bit of ground they have to cover exiting the batter’s box.

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That helps explain how Anderson is able to outperform his BABIP, but not to the historic levels he’s currently at. So I decided to build a general additive model — trained on all batted balls from 2019 and ’20, with launch angle, exit velocity, and spray angle as the inputs and whether the ball in play was a hit as the output — to see what his outcomes should have been. (One note: This model did not consider fielder orientation or park effects.) The result: Anderson led the league in BABIP overperformance for all players with at least 250 batted balls the past two seasons, with a BABIP that was about 62 points higher than expected based on the model’s parameters. Faster players tend to do this; Adalberto Mondesi finished second in this experiment, followed by Delino DeShields, Raimel Tapia, and Trevor Story. Regardless, it’s clear that a lot of good batted ball fortune has helped drive Anderson’s results.

Could substantial improvements to plate discipline help Anderson stave off BABIP regression? I’m skeptical. This will be his age-28 season, and at this point in a player’s career, strikeout and walk rates are relatively stable, if on the decline.


These phenomena are generalized and do not apply to every player in the same manner, but expecting major changes (say more than a percentage point) in either Anderson’s walk and strikeout rates would be wishful thinking.

Drilling down further into his swing decisions makes me even more dubious of improvement on either front. Anderson is among the most aggressive swingers on pitches in and especially outside of the strike zone, and he does not compensate with higher-end contact rates.


In a vacuum, frequently swinging at pitches in the strike zone and making contact at a tick above average on those pitches is a good thing. That is not to say every pitch in the strike zone is worth swinging at for a hitter, but all else being equal, Anderson has been a positive in that department, adding seven runs over the past two seasons in the zone and shadow regions, per Baseball Savant. (I’m including the shadow region because FanGraphs’ plate discipline stats consider a larger strike zone than our Baseball Savant counterpart.) The issue with Anderson is that his aggressiveness extends beyond the strike zone: He is more swing-happy relative to his peers on pitches outside but makes contact at a below-average clip. Couple that with the fact that contact on those pitches generally yields worse results, and you have someone actively hurting his batting line.

Anderson’s propensity to swing at bad pitches has helped lead to a 14.5% swinging-strike rate in the past two seasons. A player’s overall strikeout rate is usually about twice that of his swinging-strike rate, but since 2019, for Anderson, it’s closer to 1.5 — a product of his extreme swing profile.

There’s a simple explanation here: Players who swing frequently outside of the strike zone are usually also going to be swinging a lot at pitches in the strike zone, which have higher rates of contact. Because swinging-strike rate is capturing those out-of-zone swings, it is going to look high relative to a player’s overall strikeout rate since he is also putting a lot of those in-zone swings in play. This is all to say that Anderson’s strikeout rate should remain stable given his swing profile and his age. Any changes in his walk rate will require more patience, and we haven’t seen much sign of that over the last two seasons.

One last interesting quirk worth keeping an eye on this season is Anderson’s success with two strikes. The league-average strikeout rate in two-strike plate appearances was 42.5% in 2019 and ’20; he was a shade over that rate at 44.9. But while the league-average wOBA in those plate appearances was .239, Anderson posted a .288 figure. The difference is that his wOBA in two-strike situations when he didn’t strike out was a sky-high .519, almost 25% better than the rest of the league (.416). That sort of result is generally not repeatable.

Digging through Anderson’s plate skills and batted ball profile leave me a bit pessimistic. I think he has real BABIP-inflating skills, but his .390 figure is still exceptionally high. Worse results on contact will force him to make up ground when he does not put the ball in play, and not only does the evidence at hand suggest this is a tall order, but it’s also worth remembering that even an above-average BABIP like his projected .336 figure via Depth Charts results in a projected wRC+ of 104. In other words: Barring a total change in his approach at the plate, Anderson will live and die on BABIP.

But regardless of how likely he is to keep it going, I hope he continues this high-wire act. Players who put the ball in play and leverage their speed are incredibly fun to watch, and when Anderson steps up to the plate, he puts pressure on the defense and is rarely cheated on pitches in the zone. Before the start of the 2020 season, Matthew Trueblood over at Baseball Prospectus outlined some of Anderson’s adjustments in the batter’s box that, along with his quick hands and excellent barrel control, have made him someone who can succeed despite his warts. I cannot wait to see if he can continue bucking convention.





Carmen is a part-time contributor to FanGraphs. An engineer by education and trade, he spends too much of his free time thinking about baseball.

25 Comments
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kylerkelton
5 years ago

Tim Anderson has the worst BB/K ratio in baseball history (minimum of 2000 PA). His lack of plate discipline is historically bad.

chisoxmatt
5 years ago
Reply to  kylerkelton

This is why Im not hot on him batting at the top of the order. Good things happen when you put the ball in play. Im huge, huge, huge on players that do not strike out, and can draw walks. Smart hitters, contact hitters, moving runners over, putting the ball in play. But still I like TA’s makeup and am glad to have him.

SucramRenrutMember since 2017
5 years ago
Reply to  kylerkelton

I don’t know if I necessarily agree that this is attributable to “bad plate discipline”. The stats are so extreme that it has to be his approach, as opposed to not actually knowing the strike zone. He has just decided to be aggressive and basically swing hard at everything, and been surprisingly decent at it, notwithstanding the lack of walks.

FrancoeursteinMember since 2025
5 years ago

That’s interesting. I figured there would be a much stronger correlation with speed and BABIP. You see lead-footed sluggers post super low BABIPs like Pujols and Cabrera

kylerkelton
5 years ago
Reply to  Francoeurstein

There may be some big dudes who hit the mess out of the ball, leading to a higher BABIP, which may balance it out. Not sure, I’d have to check. Interesting though.

jacob2Member since 2020
5 years ago
Reply to  kylerkelton

I haven’t thought about this deeply but it seems like at times the sluggers can post surprisingly low BABIP because a decent proportion of their well-hit balls are homers and don’t count towards their BABIP.

kylerkelton
5 years ago
Reply to  jacob2

Also a good point.

jacob2Member since 2020
5 years ago

“Mike Podhorzer found a mild positive correlation between sprint speed and BABIP, though if you break it out by left and right-handed hitters, I imagine it would be lower for the latter because of the extra bit of ground they have to cover exiting the batter’s box.”

Maybe I’m thinking about this wrong, but wouldn’t looking within batter handedness *increase* the correlation since relatively slower lefties get an unearned benefit when lumped in with the right-handers?

Obviously handedness is relevant to how high the *BABIP* is likely to get due to speed, but I assume (in the language of linear models) handedness is just moving the intercept and not changing the slope.

si.or.noMember since 2017
5 years ago
Reply to  jacob2

Another way to think about it: if you examine _just_ RHH, sprint speed might be a weaker factor relative to hard hit %. So there could be less correlation.

letmegocheck
5 years ago

Thoughts on BABIP:
– Do some hitters have better control of where they are intending to hit the ball than others?

– Do hitters who spray the ball over all parts of the field have higher BABIP?

– Could we better predict BABIP by looking at a player’s statcast xBA over a season?

– Does hitting certain types of pitches have better BABIP results associated with them?

– Does pitch velocity lead to better or worse BABIP

– What launch angle leads to the best xBA or BABIP

– Does BABIP always increase the more exit velocity you hit the ball at?

– Does better plate discipline also lead to better BABIP by hitting “your pitch” as opposed to the “pitcher’s pitch”

– Does a higher whiff rate actually lead to a better BABIP, as in the balls you are making contact with are making higher quality contact. Would you rather completely whiff on a pitch than weakly hit the ball.

– Speed does increase BABIP by some amount for ground balls, is there an ideal GB% or launch angle to match your sprint speed and maximize BABIP?

carterMember since 2020
5 years ago
Reply to  letmegocheck

I would say yes to the first question. Obviously Tony Gwynn isn’t any type of comparison, but he could literally place a ball in batting practice. This isn’t like hit it to the right side, or grounder to the left side, but he could literally hit the baseball consistently into trash cans placed around the field. Obviously he couldn’t do it at a 100% clip, or even close to that, but the fact that he could usually do it a couple times in ten tries is downright amazing. Does Tim Anderson have that ability? Almost assuredly no, but that doesn’t mean that he might not have some sort of ability that is an outlier.

chariots
5 years ago
Reply to  letmegocheck

Do some hitters have better control of where they are intending to hit the ball than others?
Yes, but the difference isn’t as great as many would think. There aren’t Tony Gwynn types in the game now because as fastball velocity has gone up the ability to “hit it where they aren’t” declines.

Do hitters who spray the ball over all parts of the field have higher BABIP?
Outside the effect of the shift not that much. Any difference is amplified as slow, power hitters are most likely to ground into the shift.

Could we better predict BABIP by looking at a player’s statcast xBA over a season?
Definitely. xBA is a function of launch angle and and exit velocity. It will capture line drive hits which are the most likely balls in play to result in a base hit.

Does pitch velocity lead to better or worse BABIP?
See above.

Does hitting certain types of pitches have better BABIP results associated with them?
Yes, the pitches that on average are harder to locate in the strike zone like curveballs are also the ones that on average contact leads to lower exit velocity (increasing BABIP) and lower launch angle (decreasing BABIP).

What launch angle leads to the best xBA or BABIP?
If I recall correctly my numbers from 2016-2019 had optimal xwOBA at 24 deg, optimal xBA at 19 deg and BABIP at 16 deg.

Does BABIP always increase the more exit velocity you hit the ball at?
No, there is a narrow zone at roughly 80mph where more EV leads to more fly ball outs and fewer bloop singles. Otherwise the trend is as expected.

The final set of questions I have not looked at.

sadtromboneMember since 2020
5 years ago

I know I have said this before but there is no other player as unpredictable as Tim Anderson. He is so athletic that he’s able to use his speed to compensate for problems in the field and batters box that would ruin anyone else. Errors and strikeouts but big range allow him to improve his chances at the edges of frequent but low probability outcomes. He has been everything from a good defender and bad hitter to bad defender and good hitter. You just can’t trust him from one year to the next, but the highs are high enough that there’s no real reason to replace him. Just an exhilarating and frustrating player,

kylerkelton
5 years ago
Reply to  sadtrombone

I’m glad he’s around because baseball is better with him but I’m also glad he’s not on my team haha

cowdiscipleMember since 2016
5 years ago
Reply to  kylerkelton

Why? I wouldn’t necessarily want my team to pay him like a perennial 4 win player, but he’s certainly exciting, has been excellent, and is quite a deal.

sadtromboneMember since 2020
5 years ago
Reply to  cowdisciple

I think the real test isn’t whether you’d prefer someone like Trevor Story, because Trevor Story is consistently excellent and will probably outperform Tim Anderson over whatever single-or-multi-year-timeframe you pick. It’s more like–would you pick him over someone JP Crawford? Anderson is quite likely better than Crawford over the long-haul, although with considerably more variation in performance.

carterMember since 2020
5 years ago
Reply to  sadtrombone

I don’t think anyone would take Crawford over Anderson

sadtromboneMember since 2020
5 years ago
Reply to  carter

Probably not, but if someone did, I would definitely accept that you didn’t want Tim Anderson as your starting shortstop.

ncgostlMember since 2018
5 years ago

Great detail and analysis. I look forward to more articles.

MRDXolMember since 2021
5 years ago

=I don’t think you can properly have a conversation about BABIP these days without accounting for handedness and fielder positioning. I also don’t think that fast slap-hitting lefties would do much better than righties; while it’s true that a lefty has a little less ground to cover, ground balls are disproportionately pulled vs. oppo. By statcast’s reckoning, leaguewide the ratio of pulled grounders to oppo grounders is 4:1! This holds for both righties and lefties.

What that means is that even if not shifted on, it’s actually easier for speedy slap-hitting righties to get infield hits than equivalent lefties, mostly by beating out 1) balls in the 3B/SS hole or 2) swinging bunts to the left side, which are much harder for a righty-throwing catcher to handle than towards first base. Collectively, this is why leaguewide righty BABIP on grounders last year were much higher than lefty grounder BABIPs, shift or no shift! Per statcast, in 2020:

Righty GB BABIP, any infield/no shift/shifted: .255/.259/.242
Lefty GB BABIP, any infield/no shift/shifted: .215/.220/.210

Anderson’s BABIPs on different batted ball types help demonstrate the speedy righty advantage he has:

GB BABIP at .314 (.258 xBABIP)
FB and pop-up BABIP .165, xBA .230 (exlc. HR).
LDs: .696 (!) BABIP, .622 xBA on them. League average is .615.

Statcast thinks he really overperformed his xBABIP in 2019, but not near as much in 2020 (.383 BABIP, .363 xBABIP) which SSS aside is within the range of accounting for speed. Depending on what he does this year, we might be conflating two Tim Andersons– the just lucky 2019 TA7, and the 2020+ genuinely improved TA7.

MikeSMember since 2020
5 years ago

It is worth noting that he came late to baseball. He still gets by mostly on athleticism. But he has become much better mechanically. He looks more like a baseball player than he used to.

It is also fascinating that after years of drafting athletes and hoping (and failing) to turn them into baseball players, they finally succeeded with Anderson before pivoting that philosophy to drafting power and hoping they learn to make contact.

Art Fay
5 years ago

Dude I’ll make this super easy for you.

Tim Anderson has turned hitting the ball where it is pitched into an art; especially outside pitcher’s pitches. He wants that pitch. He can serve it into right for a single almost on command. He’s actually UNLUCKY if he doesn’t serve outside pitches into right for a single.

It’s an art. His hands are lightning quick. Watch. You’ll see

johndarc
5 years ago

I’m curious to see if his BABIP regresses after this current hamstring injury. Can’t beat out grounders if he can’t run.

nevinbrownMember since 2022
5 years ago

Anderson reminds me a lot of Adam Jones just with worse power and more speed. His post-30 years probably will be ugly but right now I think he can still be an above-average shortstop

marcotomas
5 years ago

He confounds me too. Watching him hit last year, you would frequently see professional at bats, making adjustments and fighting off pitches before finding one he could drive. When he got on base, it never felt like the result of luck either, even when he legged out a grounder because contact+speed is a core part of his game. And his line drives have an air of purpose to them; he takes what he’s given. Of course, this could all be wishful thinking as a fan. But I feel like we’ve been hearing that TA’s inevitable regression would happen “any time now” for a couple+ years now.