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Posted: Wednesday June 11, 2008 2:36PM; Updated: Wednesday June 11, 2008 3:52PM

Unconventional Wisdom: Breaking down Chipper's chances at .400

Story Highlights
  • The probability of a .310 hitter going 92-for-219 is 0.023 percent
  • Based on various formulas, Jones should hit about .348 the rest of the year
  • There are dozens of factors that will determine if Jones can hit .400
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Chipper Jones
Chipper Jones will have to beat some very long odds to become the first man to hit .400 in a season since Ted Williams in 1941.
Bob Rosato/SI

By Nate Silver, Baseball Prospectus

Chipper Jones is not a .400 hitter. That doesn't mean he won't hit .400.

What we have on our hands is a classic case of the irresistible force against the immovable object. On the one hand, it's exceptionally unlikely that a player who has hit .310 over a 15-year major league career suddenly woke up one morning at 35 years old and became a .400 hitter. Jones is seeing the ball exceptionally well, and apart from frequent problems with injury, he has aged relatively gracefully. But he's undoubtedly also squeezed a few lucky hits in between the shortstop and the second baseman, and had a few Texas Leaguers drop in.

On the other hand, it is also exceptionally unlikely that a player who is really and truly "just" a .310 hitter can hit .420 in 219 at-bats based on luck alone. Just how unlikely? The probability of a .310 hitter getting at least 92 hits in 219 tries is 0.023 percent. That's a one-in-4,423 chance, for those of you who like your odds Vegas style.

The truth, then, lies somewhere in between. But we'd like to know exactly where in between it lies. Jones is going to have to hit about .385 for the rest of the season to finish with a .400 average. If he's really a .370 hitter, that is well within the realm of possibility. If, on the other hand, Jones's talent is that of a .320 hitter, he has his work cut out for him -- he'll have to do the equivalent of win the lottery twice in a row. Let's break this problem down into its two essential steps.

Step 1. Estimate Jones's true level of talent.

By "true level of talent", I mean what Jones would hit if you gave him an infinite number of at-bats, devoid of the vagaries of luck and small sample sizes. Before the season began, we had some rough notion of what Jones' level of ability was based on the performance of the comparable players in his PECOTA forecast. This took the form of a bell curve, centered around Chipper's usual batting averages of about .310 or .320, but with some higher and lower figures possible. (A technical note to my regular readers: what you see in the chart below is not our usual way of doing a PECOTA forecast. Instead, I have generated a normal distribution based on the performance of Chipper's comparables, after regressing the comparables' batting averages to the mean).

bell1.jpg

At this point, however, we have significantly more information about Chipper than we did at the start of the season. Information like this: Chipper really, really knows how to hit a baseball. So the idea is to come up with a new estimate of Jones' talent based on what we've learned about him this year.

The process for doing this is a little involved, and requires the use of something called Bayes' Theorem. But the basic intuition is as follows: sure, it seemed unlikely at the start of the season that Jones was a .360 hitter. But we also know that it's much, much likelier for a .360 hitter to sustain a .420 batting average over the first ten weeks of the season than a .310 or a .290 hitter. What Bayes' Theorem gives us is a way to balance these two pieces of information. (I've used this process before to evaluate hot and cold starts, and it's proven to have pretty good predictive power).

Sparing everyone some math, our solution from Bayes' Theorem is that Jones is really and truly about a .350 hitter -- specifically, our estimate is that he should hit about .348 the rest of the way out. But there is some uncertainty around this estimate too. It's plausible that Jones has become a .360 or a .370 hitter who has gotten a little lucky, and it's plausible that he's still more like a .320 or .330 hitter who has gotten a lot lucky. What we can say almost for certain is that: (i) Jones isn't really a .400 hitter, but that (ii) he's also almost certainly better than the .310-.320 range we pegged him at before the season began.

Unconventional Wisdom: Breaking down Chipper's chances at .400

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