Recall that we can use the batter's OBP, the pitcher's OBP, and the league OBP to find an expected OBP for a given matchup using the odds ratio. Since gOBP is still a proportion, we can use it to perform the same analysis. To determine which is more accurate, we first group the batters and pitchers into bins with width five points (.005). We then find an expected OBP for all pitchers and batters in that bin, and compare this to the actual results of those matchups. As an example, consider the first pair in our database: David Aardsma and Bobby Abreu, who faced each other once in 2010.

## Those three stats (K%, BB%, BB/K) are the bulk of what is used to determine a player’s plate discipline, but there are actually quite a few more advanced stats that can be used get a much deeper look into a player’s approach at the plate. It’s really not necessary to get very in-depth with these stats, but a simple description and league context is really all you need to be able to apply them.

Comparing a baseball or softball swing to a car engine is something that I do almost everyday. It’s an easy way to help kids and parents understand how the system inside the swing works. For someone who doesn’t look at hundreds of swings a day, it can be difficult to identify or help a player become a more efficient swinger of the bat. A lot of times coaches will see a result like a pop up or ground ball and associate the weak contact with lack of effort. Most of the time, this is simply not the case. In the following article I hope to help players understand the importance of not making “early mistakes” and also help coaches and parents break down the efficient swing. To do so, we will break the swing down into three phases.  The three phases are 1. Acceleration/Angle Creation, 2. Maintain, 3. Release. They are illustrated in the picture below in a Playoff home run by Francisco Lindor.
```On base percentage (OBP) or on base average (OBA) is an important component in a sabermetrics styled view of offensive productivity, but it is by no means the ultimate statistic to measure a hitter’s value. Unlike AVG and SLG, OBP does take walks into account, but it gives the same weight to a home run as it does to a single or a walk. Obviously, those are events in a baseball game that don’t have the same value in terms of producing runs. Billy Beane was quoted once as saying that OBA is three times as important as SLG. Well, is it? Not from a sabermetrics view point. Sabermetrics isn’t based on money at all. Bill James and the folks that blazed the trail for the development of sabermetrics certainly know that a home run has more value than a walk. It just so happens that players that had an ability to get on base were not paid as well as some of those who racked up RBIs. Obviously, the players who do it all get paid the most.
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Doug you’ve done a great job putting this all together. I’m a former minor leaguer and now a hitting instructor at the Hudson Baseball Center in NJ and couldn’t agree with you more on your hitting technique. It’s tough to find people that haven’t played at a high level to understand that swinging down doesn’t mean ground balls all the time and that it does create backspin on the baseball. Even when I demo it for them its hard for them to believe but having you share the same info really helps. I’ve shared your page with some of my friends that have played in the minors and they also agree. Thanks, I’ll be following your page.
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# I like to hit off of a tee into a target at least 45 feet away. This will allow you to see the flight of the ball and know if you are striking it consistently the same way or if you are all over the place. With front toss, you should be able to hit every ball on the same trajectory. Players that come work with me for the 1st time usually hit about half of the balls within 20 feet of the plate usually slightly to the pull side (a rollover).

What better time than now to delve into what exactly are the best offensive stats upon which to judge a baseball player? The Eye on Baseball staff -- Matt Snyder, C. Trent Rosecrans and Dayn Perry -- will do the heavy lifting and then let our readers argue among themselves. We'll make our picks, too, so you can call us idiots, as is standard in the Internet community.
On-base percentage plus slugging percentage (OPS): Yes, this is a made-up, smashing together of two useful stats to make a mega-useful stat. Or, somewhat useful stat. I'll say this, since I also had the batting average and slugging percentage entries, I'm a big, big fan of the slash line, it gives you a basic idea of what kind of hitter a player is with three simple stats. Of those three, really, the batting average is the least important, I want to know how much a guy doesn't make an out and how much power he has. OPS tells me that, and despite different ways to get the job done (high on-base, low slugging speedy guy or big slugger who doesn't get on as much) a certain OPS gives me an idea, at least, that no matter what he looks like, he's productive. - Rosecrans
Slugging percentage (SLG), the preferred statistic of Jim Leyland, is simply the number of total bases, again not counting walks, divided by the number of at bats. Four bases for a homer, three for a triple, two for a double, and one for a single. Slugging percentage has been around at least since I was a kid, and there was a regular column for SLG in the stat charts listed in the Detroit News every Sunday. The problems with SLG are that a triple isn’t really three times as valuable as a single, and a base on balls is treated like it never even happened. If you want to "just knock em in," that’s fine, but a triple doesn’t put three guys on base to knock in. They have to get on base or you can’t knock em in.
The strongest man doesn’t always have the hardest hit, technique determines many factors and in most cases is more important than your strength or power levels. But if you’re somebody who has your batting technique in check, adding strength and power to the muscles responsible for improving your performance in this area can dramatically alter your presence on the plate.
"Graham," you're probably thinking, "I know the rules of baseball. Why is this relevant?" Well, teams that are better at avoiding outs score more runs than teams that make outs frequently. This is intuitive when you think about it. For one, when a player doesn't make an out, he reaches base. At the simplest level, scoring runs is a function of reaching base and advancing runners. A player who reaches bases also hasn't used one of those precious 27 outs, thus giving batters behind him the opportunity to advance him and others around the bases. This is why sacrifice bunts do not make sense in several situations. It is rarely a good idea to attempt to use an out. We look at OBP in order to determine which hitters and teams reach base with regularity, and thus preserve a team's outs.
For small numbers of at-bats, it is possible (though unlikely) for a player's on-base percentage to be lower than his batting average (H/AB). This happens when a player has almost no walks or times hit by pitch, with a higher number of sacrifice flies (e.g. if a player has 2 hits in 6 at-bats plus a sacrifice fly, his batting average would be .333, but his on-base percentage would be .286). The player who experienced this phenomenon with the most number of at-bats over a full season was Ernie Bowman. In 1963, with over 125 at-bats, Bowman had a batting average of .184 and an on-base percentage of .181
```Phase 1 of the swing is by far and away the most important phase. It is at this point where the hitter will either be all they can be or something less than that.  Not to say you can’t still get a “hit” but as we say all the time, “your worst mistake is your first mistake”. This basically means, when you make mistakes early in the swing(phase 1), 100 percent swing efficiency can not be reached.  Here is where early in the swing resides and where  the effortless swing can be achieved. In Phase 1, there are two main objectives.
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Major League Baseball hitters are commonly judged based on their batting average, homeruns, and runs batted in (RBI). Those are statistics familiar to most fans, although they only tell a very small part of the story. Another important statistic is On Base Percentage (OBP). It shows how often a batter reaches base safely, whereas batting average only considers hits.
```The formula for determining On-Base Percentage (OBP) is to add the batter's number of hits, base on balls, and times hit by pitch together and divide this number by the sum of at-bats, base on balls, times hit by pitch and sacrifice flies. Most leadoff hitters in baseball typically have a high OBP as these batters have the ability to get on base consistently on their own and are slotted in the beginning of the order. It is possible for a player to have a higher batting average than OBP, but this is usually only if they do not draw many walks or get hit by many pitches or if they hit an inordinate number of sacrifice flies.
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In the major leagues, .300 always has been regarded as a special number. Like a 20-point-a-game scorer in basketball or a 1,000-yards-a-season rusher in football, it is a benchmark for excellence. A .300 season will get you a pay raise, which is why so many players through the years have asked off on the last day of a season. They wanted to preserve their precious .300.