Sabermetric Overview Series Part II: BA vs. OPS
Before we begin, please take out a #2 pencil and answer the following question:
Your 2006 National League Most Valuable Player ballot more closely resembled which of the following?
A) 1.Freddy Sanchez, 2.Miguel Cabrera, 3.Albert Pujols, 4.Garrett Atkins, 5.Matt Holliday
B) 1.Albert Pujols, 2.Ryan Howard, 3.Lance Berkman, 4.Miguel Cabrera, 5.Carlos Beltran
For as long as everybody on this board has been watching/listening to baseball, the first statistic cited in a player's stat line is Batting Average. It's easy to calculate: Hits divided by At-Bats. Everybody knows what the numbers mean: .200 is the "Mendoza Line," .250 is mediocre, .300 is an All-Star, .350 will win you a batting title, .400 is the stuff of legend. A player's batting average gives you a pretty good idea of his hitting prowess. The top 10 players in career Batting Average include Ty Cobb, Rogers Hornsby, Shoeless Joe Jackson, Tris Speaker, Ted Williams, and Babe Ruth. Looking at simply batting average, however, leaves off some great players in baseball history: Willie Mays, Mickey Mantle and Hank Aaron don't even crack the top 100 in career BA.
Take a look at last year's NL team batting averages:
http://sports.espn.go.com/mlb/stats/aggregate?sort=avg&split=0&group=8&season=2006&s easonType=2&statType=batting&type=reg
The teams at the top, for the most part, seem to score more runs than the teams at the bottom. However, note that the team that led the NL in runs scored was 6th in BA, one spot behind the 2nd to last place team in runs scored. Based on that, I would venture to say that batting average doesn't tell us everything we need to know about getting runs across the plate.
Let's take a look at the information that we get from Batting Average:
Out < Hit
That is a correct statement. A hit is definitely better than an out. However, there's a whole lot of information that batting average leaves out. Hits come in many different varieties, with some more valuable than others. Outcomes other than hits and outs, such as walks, can greatly effect run production. This leads to multiple choice question #2:
Which is the better statement regarding the value of a Plate Appearance?
A) Out < Hit
B) Out < Walk < Single < Double < Triple < Home Run
If only there were a way to create a statistic that provides all the information that statment (B) above does. On the one hand, we have On-Base Percentage, which includes walks, but gives no credit for hits of the extra-base variety. In essence, an out is worth 0, and singles, doubles, triples and homers are worth 1 each. On the other, we have Slugging Average, which is calculated using Total Bases, but gives nothing for walks. 0 for an out, 1 for a single, 2 for a double, 3 for a triple, 4 for a homer.
But.......
If we were to add On-Base Percentage and Slugging Average together (and call it something crazy like On-base Plus Slugging), something magical happens:
Out: 0
Walk: 1
Single: 2
Double: 3
Triple: 4
Homer: 5
That's a pretty solid valuation of probably 90% of what happens while a batter is at the plate. Also, look what happens to those NL splits I referenced above:
http://sports.espn.go.com/mlb/stats/aggregate?sort=ops&split=0&group=8&season=2006&s easonType=2&statType=batting&type=reg
There are the Phillies, 1st in both OPS and runs, and there are the Cubs, 2nd to last in both. The rest of the teams fall pretty neatly in line, too.
OPS, quite simply, correlates better with Run Production than Batting Average, because it provides more information. For those that hadn't figured it out, in my initial question, option "A" was the top 5 NL players in Batting Average, and option "B" was the top 5 NL players in OPS. Saber-haters often try to disparage OPS because it has no intrinsic meaning in the way that batting average is simply "average number of hits per at-bat." They're right, there's no intrinsic meaning to OPS. It's just a number. However, it's a number that does a damn good job at telling us a player's contribution to run scoring. Here's a scale, so that next time one of our resident saber-dorks references OPS, you'll know if it's Pujolsian, or more NeifiPerezian:
.700: Mendoza Line
.750: Mediocre
.775: Average
.800: Above Average
.900: All-Star
1.000: MVP Contender
For any people who don't like sabermetrics, but really enjoyed statistics in high school math, here's a table of r-squared values for various traditional stats compared to runs scored. R-squared values show a degree of correlation expressed as a number between 1 (perfect correlation) and -1 (perfect inverse correlation). This table comes courtesy of a previous post from JinAZ on this very site:
OPS 0.91
SLG 0.83
OBP 0.81
AVG 0.71
Hit# 0.68
HR# 0.52
BB# 0.35
K# 0.03
(SB-CS) 0.004
SB# 0.0005
Essentially, OPS tells us 91% of what's going on in terms of run production. Batting average does OK, at 71%, though not as well as either OBP or SLG. Interestingly, strikeouts show a slight tendency to have a positive effect on run production although, as Red Menace says, that's a Sabermetrics 300 level class.
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52 comments
Comments
Very Well Done
Is there such thing as productive outs? I still think there is Grr I still can't figure this out
by Zach K on Jul 13, 2007 12:16 AM EDT reply actions 0 recs
Productive outs exist.
by Geki on Jul 13, 2007 12:28 AM EDT up reply actions 0 recs
I made that excessively wordy
by Geki on Jul 13, 2007 1:33 AM EDT up reply actions 0 recs
What if...
..it's your #6 hitter on second base in the seventh inning of a one-run game and on the mound is a guy who knows how to throw strikes. And you know that your #7 and #8 hitters have little chance of doing anything other than grounding out (and perhaps advancing the runner from second to third).
Might you prefer the #7 and #8 guys to chop and hack their way back to the dugout in order to get to the pitcher's spot in the lineup where you would insert a pinch-hitter to hopefully knock in the runner from scoring position?
by Fat Vegas Alan on Jul 13, 2007 10:51 AM EDT up reply actions 0 recs
No and maybe
In this situation, maybe. Even if the run scores, you still need another run somewhere to win. Is the 7th too early to make this play? In the 9th, I certainly would - if that run doesn't score, I lose.
It wasn't part of our original series, but there are 2 charts that might come in to play: Run Expectancy (how many runs normally score in each base/out state) and Win Expectancy (how likely you are to win, given the score in each base/out/inning state (it's a really big series of charts)). Run Expectancy always hates trading a base for an out; Win Expectancy sometimes likes it.
by sidnancy on Jul 13, 2007 11:25 AM EDT up reply actions 0 recs
Two things...
- I intentionally put this scenario in the seventh inning because I figured that in the ninth inning (and perhaps even in the eighth) you might simply pinch-hit for your weaker hitters (rather than risk a sharply hit grounder and some poor baserunning picking off your man on second.)
- (Not trying to be smarmy here) My scenario takes place in "a one-run game" but I did not specify if your team was winning or losing by one run. Do the Win Expectancy and Run Expectancy charts have Insurance Run appendices?
by Fat Vegas Alan on Jul 13, 2007 11:57 AM EDT up reply actions 0 recs
#2
In your specific example, from a Win Expectancy perspective, if the home team is leading by one run in the 7th inning and has a runner on 2nd with no outs, they have an 84.1% chance of winning. Change that situation to a runner on third and 2 outs and they're win expectancy drops to 78.0%. So, either way they still have a pretty good chance of winning, but I would think the best option is still to try to use your hitters to get that runner in from second, even if they are weak hitters.
Obviously this doesn't take into account specific pitchers or hitters or who will be pitching the 8th inning for the home team and so forth. Honestly, if that home team is the Reds, they should be playing for more than one run. But if it's a team with a solid bullpen, they might be more willing to sacrifice the outs just to get that extra run in.
By the way, I believe Red Menace will have a more in depth explanation on Run Expectancy (and possibly Win Expectancy) some time in the near future.
by Slyde on Jul 13, 2007 12:50 PM EDT up reply actions 0 recs
Let me re-reply, then
I originally read that as bunting the runner over. That's the only way you can have any hope of moving the runner without disastrous results (think of BP last night).
I also assumed that I was down a run because giving up outs when you're leading doesn't sound like smart strategy. As slyde points out, your win expectancy goes down in your scenario, which doesn't sound like a good idea.
by sidnancy on Jul 13, 2007 1:18 PM EDT up reply actions 0 recs
Deer and Dunn
Adam Dunn has a career OPS of .893. His high was .957 in 2004. He has a career OPS+ of 128, or 28% better than league average. Deer is slightly penalized in this comparison because his aging decline phase is included while Dunn's is not. On the other hand Dunn's best year might still be ahead of him.
by Red Menace on Jul 13, 2007 1:43 AM EDT up reply actions 0 recs
Why are you comparing Deer to Dunn?
by Zach K on Jul 13, 2007 3:35 PM EDT up reply actions 0 recs
Because
by Red Menace on Jul 13, 2007 4:16 PM EDT up reply actions 0 recs
Have you ever looked at Dave Kingman?
by Slyde on Jul 13, 2007 4:22 PM EDT up reply actions 0 recs
How about Russell Branyan
by Man Mountain on Jul 13, 2007 4:27 PM EDT up reply actions 0 recs
Limerick
Despite all his baseballing feats.
The ladies have said
He'd do better in bed
If he'd learn to take off his damn cleats.
by Brendanukkah on Jul 13, 2007 4:36 PM EDT up reply actions 0 recs
oh
by boobs on Jul 13, 2007 4:44 PM EDT up reply actions 0 recs
sex with a UM grad
by Man Mountain on Jul 13, 2007 4:52 PM EDT up reply actions 0 recs
Freddy's got four blades
by boobs on Jul 13, 2007 4:54 PM EDT up reply actions 0 recs
sex with a comic book fan
by Man Mountain on Jul 13, 2007 5:08 PM EDT up reply actions 0 recs
Man, the one lady that'll screw a comics fan
by Brendanukkah on Jul 13, 2007 5:10 PM EDT up reply actions 0 recs
What's an Oedipus to do?
by Slyde on Jul 13, 2007 5:13 PM EDT up reply actions 0 recs
there were actually
by boobs on Jul 13, 2007 5:17 PM EDT up reply actions 0 recs
Only one thing to do
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by Brendanukkah on Jul 13, 2007 5:23 PM EDT up reply actions 0 recs
Transformers
by Red Menace on Jul 13, 2007 9:25 PM EDT up reply actions 0 recs
You are so right -
by Madville on Jul 13, 2007 10:35 PM EDT up reply actions 0 recs
Limerick 2
whose bat was carved out of a banyon
the hole in his swing
had an Indian zing
but was roughly the size of a canyon.
by Man Mountain on Jul 13, 2007 4:50 PM EDT up reply actions 0 recs
I think the key is...
by Slyde on Jul 13, 2007 9:30 AM EDT up reply actions 0 recs
True
I like the idea bunting the running over to third after a lead off double with no outs. Sac Fly or base hit would score the run if it's excuted right. An Out or 2 outs for a run is something I would take.
Another question, the reds this season seem to leave the bases loaded way too often. Unless they draw a walk with the bases loaded they usually don't score. Wouldn't Average be important here? Recently they have become better in these situations but I think that is where average is very important. Everyone would love to have Bonds, Pujols or any superstar up there but very few teams have those guys or 9 players like them. If you get deep into a game an you are facing the backend of a teams bullpen they won't throw you 4 straight Balls. So thats why I would want a contact hitter up because if there is less than 2 outs that is where a strikeout does make a difference than a Sac Fly.I know thats a small sample but i'm just saying I agree you can't waste outs but you sometimes have to gamble outs as well.
by Zach K on Jul 13, 2007 3:49 PM EDT up reply actions 0 recs
But
Here is a report showing how the NL teams have performed with the bases loaded this season. A number that is not on the list is Runs/PA, but it would basically tell you how many runs a team scores in that situation for each opportunity they get. The Brewers lead the NL at 64 runs in 66 bases loaded opportunities, or 0.97 R/PA. This shouldn't be a surprise since the Brewers are tops in average, slugging, and OPS in those situations.
What might be surprising though is that the Reds are second at 0.83 R/PA with the bases loaded. This is despite the fact that the Reds are 9th in the NL in both average and slugging with the bases loaded. They are second because they have the highest OBP in those situations, by a fairly large margin. I won't say that OBP is as valuable as batting average in those situations because a hit could drive in multiple runs at once, but it doesn't lessen the fact that if a batter safely gets on base with the bases loaded, then a run will score. The same cannot be said about making an out - a risk that comes with putting the ball in play.
So, as always, the goal is to not make outs.
by Slyde on Jul 13, 2007 4:11 PM EDT up reply actions 0 recs
Kind of
The other thing is, high strikeout guys are usually pretty good hitters - last year, 17 of the top 20 in strikeouts had an OPS above .800, which BLee describes as "above average"; 7 had an OPS above .900. Of the top 31 in OPS in the majors last year, 8 were in the top 17 in strikeouts.
Bottom line (as slyde says above): avoid outs. Have your best hitter available up there, whether he strikes out alot or not.
by sidnancy on Jul 13, 2007 4:23 PM EDT up reply actions 0 recs
DeWAyne SP is
by Madville on Jul 13, 2007 1:12 AM EDT reply actions 0 recs
Good job on this
by Slyde on Jul 13, 2007 9:40 AM EDT reply actions 0 recs
Excellent post.
I'd also like to say that this is why Joe Morgan was my favorite player from the BRM rather than Pete Rose, but it wasn't that. It was the "chicken flap" he did when he was at bat.
by Paul Householder on Jul 13, 2007 9:50 AM EDT reply actions 0 recs
Joe Morgan was an enigma
by Madville on Jul 13, 2007 10:06 AM EDT reply actions 0 recs
Yep.
Haven't had a player like him on the Reds since...well...Joe Morgan. Eric Davis was close, but oh, the injuries--a sure-fire hall of famer without them. Barry Larkin was also close, but probably a step or so below, and he wasn't the guy that gave the opposing manager headaches.
Right now, there isn't a guy like that on the Reds, with the exception of Griffey when he is on a hot streak. Hamilton has the potential to be that way, but Dunn, Phillips and Encarnacion are all just "good to great" players.
by Paul Householder on Jul 13, 2007 10:22 AM EDT up reply actions 0 recs
Griffy is a different animal. He still is feared
by Madville on Jul 13, 2007 12:24 PM EDT up reply actions 0 recs
Joe Morgan Clutch? Might want to think again...
Career
271 392 427
Close & Late situations
264 376 407
tops+ of 91, meaning his performance dropped by 9%
See my footer below:
by TheDude on Jul 13, 2007 12:58 PM EDT up reply actions 0 recs
One of the most intersting elements
by Madville on Jul 13, 2007 4:41 PM EDT up reply actions 0 recs
extra gears
they just had an extra mental gear that kicked in when a big pay-off was on the line.
No need to get into it now. We'll have a clutch thread later (I know we all can't wait to get into that again). I just wanted to get my objection into the record.
by Red Menace on Jul 13, 2007 9:24 PM EDT up reply actions 0 recs
Duly noted !
by Madville on Jul 13, 2007 10:39 PM EDT up reply actions 0 recs
I obviously never saw him play
Of course, his career is made all the more enigmatic when you hear him as an announcer now, and listen to the way he seemingly despises moneyball, despite the fact that Joe Morgan as a player pretty much personified a perfect sabermetric player.
by Geki on Jul 13, 2007 1:38 PM EDT up reply actions 0 recs
I've long said
Watching him in the 1975 series DVDs, he's just awesome to watch (despite having an unremarkable series). Makes me almost believe in the "little things." tigrmetrics.
by Man Mountain on Jul 13, 2007 3:16 PM EDT up reply actions 0 recs
Me too - Joe ruled
by Madville on Jul 13, 2007 4:43 PM EDT up reply actions 0 recs
Careful not to confuse doing thie little things
by Madville on Jul 14, 2007 6:19 PM EDT up reply actions 0 recs
One of my favorite quotes
"If Joe Morgan had any idea how great 'Moneyball' made his career look, he'd be signing copies of it at the mall."
by BLee2525 on Jul 15, 2007 1:54 AM EDT up reply actions 0 recs
Thank you, Thank you
walk < single. Okay I get that, because there is always a % chance of an error on the play or throw that could give you an extra base, or if someone is on it could score them, move them over. However, Walk=1 and Single=2 is alittle much for me to bear. I don't see how a single is twice as productive as a walk, what about the lead off hitter, who is certain to bat 25% of the time with the bases empty?
I always wanted to know what OPS is, thank you
by ewquinn on Jul 13, 2007 5:37 PM EDT reply actions 0 recs
Absolutely
By continuing to refine the formula, we get into more advanced stuff like EqA and VORP. The sabermetric community is far beyond OPS at this point, but it's a good place to start for those who are just delving into the topic because it's easy to find, and easy to understand if you're willing to listen.
by BLee2525 on Jul 13, 2007 6:15 PM EDT up reply actions 0 recs
Good point
by Red Menace on Jul 13, 2007 9:28 PM EDT up reply actions 0 recs
OBP
But it's real easy to just add OBP and SLG, and you're alot closer to right than with any other quick stat.
by sidnancy on Jul 14, 2007 2:09 PM EDT up reply actions 0 recs
























