Tag: moneyball

STATurday: Smart Spending

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Glove with money
Money Ball?

Last week, Businessweek published a fun tool for calculating what they call an “efficiency index.” This is what there using to figure out how much a team spends per win and how that compares to the league average. ??? 365 They are taking into account playoff and championship wins as a multiplier value compared to regular season wins. ??????? ??? ????? ????? That multiplier is what you can adjust. ???? ???? ????? ??? ???? You can set it to only show a single league, say MLB, and start increasing the value of post-season wins. Watch as the Marlins plummet from the top as the Yankees begin their climb.

Check it out: Smartest Spenders in Sports 2014

My Value is Better Than Your Value


Turkey Playing FootballI hope everyone enjoyed their Thursday football. I’ve been in a tryptophan induced coma for the last 48 hours and I still haven’t finished all the leftovers. I guess I’ll head back into the coma tonight.

Earlier this week Perich posted his article about the value of Major League baseball players. Well, that got me thinking about some things I’ve read (and you can read too: Baseball Between the Numbers, Player Value: Last Piece of the Puzzle, Dollar Value of a Player: Part 1, Part 2, Part 3, and the Hardball Times MVPs), and that there has to be a better different way to figure out a players value. Plus, Perich said “If you have a more objective standard of value, let me hear it.” Maybe my way isn’t “more objective,” but I hope it’s a different enough view of the numbers to see some differences. It’s still not a vote, and that’s what counts. I know I want to take into account a players salary, a players performance, and the teams overall performance. ???? ?????? ??? The teams performance is where I vary from Perich.

Baseball Math TextbookI believe that if you perform well on a good team, you have more of a value. Why? Because a team that makes the playoffs makes more money. And like any other business the goal of the business is to make money. The hard part is to quantify this difference.

I started my calculations the same way, by downloading all the 2007 salaries from USA Today. Then I downloaded the 2007 stats for Total Bases and VORP for 2007. According to VORP Alex Rodriguz is the clear AL winner with a 96.6. Or almost 10 wins more than a replacement 3b, or 9 more wins then if the Yankees had Ty Wigginton. In the NL, Hanley Ramirez had a great year with a VORP of 89.5. Compare that to the actual MVP, Jimmy Rollins, who had 66.1. Lower than other NL powerhouses: David Wright, Matt Holliday, and Albert Pujols among others. Read More

What A Value


When a term like Most Valuable Player gets thrown around, it brings out the economist in me. What does “value” mean? When most people hear “value,” they think: a lot for a little. Stretching your dollar. A great reward for a little price.

Then I remember that the MVP is voted on, not decided by math, and I frown a lot. Thanks for making the term “value” subjective and meaningless, you clods. Whoo-hoo, another popularity contest.

So, always the contrarians, Nerds on Sports would like to present their own Nerds on Sports MVP.

How We Decide

Since the MVP is typically a reward for offensive play – fielders get the Gold Glove – we focused on offensive statistics. Our usual standards, like OBP and SLG, aren’t any good here. ????? ??? ???? ?????? They’re not weighted by number of games played.

So our formula for MVP is pretty simple:

2007 Salary divided by Total Bases

This gives us Dollars per Base – how much it cost your team to get you to advance one base. The lower your Dollars per Base, the more valuable you are to your team.

(If you have a more objective standard of value, let me hear it)

2007 NL MVP

Go on, kick the tiresIt was a close race here, but Hanley Ramirez, shortstop for the Florida Marlins, is the most valuable player in the National League. He put up competitive numbers – 0.386 OBP, 0.562 slugging – at bargain basement prices. ????? ?????? ??? ???? At a final price of $1119.78 per base, Ramirez was not only the Most Valuable Player in the NL, but in the entire league.

2007 AL MVP

Forty-nine Curtis Grandersons!  Just stack them in a closet!Despite all the love this site (and this columnist) has shown A-Rod in the past, Alex Rodriguez is not the most valuable player in the American League. He’s not even in the top 20. Steinbrenner’s paying $60,395.01 for every base A-Rod reaches. For that kind of money, you could get forty-nine Curtis Grandersons (outfielder, Detroit Tigers). Sure, Granderson might have posted slightly less impressive numbers – 0.913 OPS vs the Rod’s 1.067 – but can you pass him up at a beggarly $410,000? I submit that you can’t.

2007 World Series MVP

This is tricky – not dog-in-the-bathtub tricky, but rock-a-rhyme tricky – for several reasons:
Read More

Moneyball: Con


Today’s post is Part Two of Two, the “Con” argument in an ongoing and mostly friendly NerdsOnSports debate over “Moneyball,” the stats-driven baseball management popularized by Oakland A’s General Manager Billy Beane.

My esteemed friend and fellow Nerds on Sports contributor Perich laid out a series of perfectly reasonable, incontestable facts (the rules of baseball – a team needs to score more runs, each team has 27 outs to do it, fixed number of players to acquire, etc) to begin his conversation.  He then, keeping those facts in mind, laid out the crux of Moneyball: certain statistics mean more than others and by finding and properly weighting those statistics, a GM can better evaluate potential than his competitors.  It all makes a lot of sense, given the nature of the game and how the machinations of baseball scouting work. ??? ?????? ??? ????????

My issue is not with any of these facts or assertions surrounding Moneyball, per se, but rather with the strategic implementation of the science.  Allow me to explain.  Paying for undervalued or overlooked talent is fantastic, as is paying for any undervalued commodity in the marketplace.  In 2006, Beane compiled the 5th best record in baseball with the 21st highest salary.  Seems like a series of sound investments.  Expanding it back to prior seasons –  in 2005, Beane got the 10th best record with the 21st highest and in 2004, it was the 9th best with the 16th.  Solid year in and year out.  The A’s, with this strategy have produced far more than their salary level would suggest. ????? ???? ??? ????    Seems like Moneyball is working.

But I’d like to reveal another set of numbers – 26th,  19th, 19th.  That’s where the A’s finished in game attendance in 2006, 2005 and 2004.  Of note, they’re on pace for 26th place again this year.  That’s a downward trend in the number of folks that are interested enough in the A’s to go shell out money to watch them play.  In that, I believe, lies one of the hidden costs of Moneyball.  It is tough for a fanbase to get behind a team which such a revolving door concept of talent.  Miguel Tejada left town before the 2004 season, Jermaine Dye before 2005 and Zito and Frank Thomas before 2007.  The A’s, in keeping with their spending and scouting strategy, got what they could out of these players while they were still reasonably priced and were forced to jettison them after the market got smart.  It’s part of the game that Beane has to play with his budgetary constraints.  It’s chicken-and-egg scenario though.  Beane doesn’t have the money to keep/retain big name talent, and fans get disgusted and don’t attend games with regularity, and empty seats prevent Beane from getting the money to keep/retain big name talent.  Sure, you might be able to get more VORP per Dollar with Nick Swisher than Jermaine Dye, but is that what the ticket-buying, jersey-wearing fans care about?  Or do they care about having a masher they’ve heard of drilling them into the seats at McAfee?

Baseball pundits and average fans alike don’t generally believe the A’s are going to ever mount a big-time run deep into the playoffs.  Certainly not this year (they’re sub-.500) and most likely not next year.  And if they have, they’ve been quiet about it.  The A’s, using their strategy, can be a middling team at the price of a basement team.  From a financial perspective, it’s wonderful because they always beat expectations.  But from a baseball perspective, there’s just no fire there.  The object of a baseball game is to score more runs than the opposing team.  But the object of a baseball season is to win a championship. ????? ???? ???? ?????   Moneyball can help the A’s accomplish the first against teams with a mightier payroll.  But until I see them in a World Series Game, I’ll be skeptical of the second.  Haven’t St. Louis and Arizona been getting there on the cheap lately?  I wonder what their GMs are using.

Moneyball: Pro

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Today’s post is Part One of Two, the “Pro” argument in a NerdsOnSports exclusive debate over “Moneyball” – or stats-driven baseball management. ???? ???? ??? Serpico takes the opposing side elsewhere.

My argument is that a manager can derive superior value in his team by managing based on statistics, rather than what are commonly called “intangibles.”

Consider the following:

(1) The object of a baseball game is to score more runs than the opposing team.

(2) Baseball does not have a clock; it ends when each team suffers 27 outs.

(3) Given 1 and 2, the team that can score more runs while suffering fewer outs will win a ballgame.

(4) Players earn runs by advancing along the basepaths. This can be done either by hitting or by being advanced through a walk or pitcher error (balk, etc).

(5) There is a fixed pool of available players for any given season. There are a fixed number of positions in the starting lineup – nine, to be precise.

As Kevin Bacon said in A Few Good Men, these are the facts of the case, and they are not in dispute. Those are the rules of baseball. All of the above are objectively true.

From that, I will assert the following:

(6) Given #4, a statistic which measures all the ways that a player can advance along the bases (for instance, on-base percentage) will be a more useful tool in evaluating a player than a statistic which does not (for instance, batting average).

That right there is the core of Moneyball – the idea that many traditional statistics, such as stolen bases, RBIs and batting average are not as useful as OBP, slugging or VORP.

Consider: RBI is the number of runs a player bats in. But in order to hit in a run, another player needs to have advanced to scoring position. So your RBI stat hinges on the scoring ability of the player before you in the lineup. This changes every time the lineup is altered, or every time you change teams, but no one thinks to qualify RBI with a little asterisk.

Batting average is neat, too, but it doesn’t measure the times that a player will advance a base through being walked. ???? ????? ??? ???? ??????? And for the big hitters like David Ortiz, Rickey Henderson or Joe Morgan, bases on balls constitute a significant percentage of their run production.

(7) Given #5, teams with less money to spend will not be able to outbid teams with more money. As such, the only way to maintain a competitive edge over those teams is to find undervalued statistics – stats which point the way to potential runs without seeming to.

The Oakland A’s do not have as much money to throw around as the New York Yankees (the most lucrative sports franchise in the world after Arsenal Football). Oakland will never beat New York in a bidding war over a hot free agent. What they can do, however, is search for run-generating players who New York overlooks. They do this by mining statistics that no one else looks at (such as OBP, or pitches broken down by ballpark) and turning up players like Scott Hatteberg and Kevin Youkilis.

That, right there, is the core of the Moneyball contention. There are certain statistics which illuminate a player’s potential more than others. If those statistics remain overlooked, a money-savvy manager can scoop up big-hitting talent at bargain prices. Such a case seems indisputable. ????? ??? ???? ???????

Now that you’ve read my argument, go read Serpico’s counter.