Archive for Alex Rodriguez

Ten Most Valuable Hitting Fantasy Seasons Since 1920

One of the best features of the wins above replacement (WAR) statistic is that it allows us to compare the greatest single-season performances across different eras in baseball history.  Anyone who has browsed the FanGraphs Leaders page should know that Babe Ruth had the top-five WAR seasons in history, all in the 1920s.  In terms of offensive runs added (batting and base running), Ruth’s 1921 season ranks as the best ever, followed by Barry Bonds’ 73 home run “asterisk” season of 2001.  But what about fantasy baseball?  Were these also the greatest (read most valuable) rotisserie seasons ever recorded?  That’s the question I set out to answer.

Using a slightly modified version of Zach Sander’s fantasy value above replacement (FVAR) system for valuing fantasy players, I estimated the auction value for every hitting season from 1920-2013.  First, I determined every player’s position eligibility based on some simple assumptions (meant to reflect Yahoo’s approach) whereby a player is eligible for a position if they meet any of the following criteria:

  • Played at least 20 games at the position in the previous season.
  • Started at least 5 games at the position during the current season.
  • Played at least 10 games at the position in the current season.

With that established, I proceeded to calculate the z-scores, FVAR and  auction values (FVAR$) for roto leagues.  Based on a 5×5 12-team mixed league with $260 budget per team (and quite a few other assumptions) here are the ten most valuable fantasy seasons for hitters since 1920 (5×5, 12-team mixed):

Rank

Season

Name

POS

PA

AVG

R

HR

RBI

SB

FVAR$

1

2007

Alex Rodriguez

3B

708

0.314

143

54

156

24

$56

2

1997

Larry Walker

OF

664

0.366

143

49

130

33

$55

3

1985

Rickey Henderson

OF

654

0.314

146

24

72

80

$55

4

1983

Tim Raines

2B

720

0.298

133

11

71

90

$53

5

1963

Hank Aaron

OF

714

0.319

121

44

130

31

$53

6

1988

Jose Canseco

OF

705

0.307

120

42

124

40

$53

7

1993

Barry Bonds

OF

674

0.336

129

46

123

29

$52

8

1982

Rickey Henderson

OF

656

0.267

119

10

51

130

$52

9

1921

Babe Ruth

OF

693

0.378

177

59

171

17

$51

10

1974

Lou Brock

OF

702

0.306

105

3

48

118

$51

At this point you’re probably asking: “What, A-Rod?!?!”  I know, as a Red Sox fan and sentient being I was not happy to see A-Rod at the top of the heap.  As much as you may like or dislike A-Rod in real life, if you drafted him first overall in your 2007 fantasy league you were not disappointed with his across-the-board production.  But, you might also be asking, as I did, how was A-Rod’s 2007 season worth $5 more than Babe Ruth’s 1921 season?   Ruth’s hitting and base running in 1921 added 119 runs compared to 75 runs added for A-Rod in 2007, so what gives?  As best I can tell, here are some reasons why A-Rod-2007 had a higher FVAR$ than Ruth-1921:

  • Ruth’s replacement in 1921, Ralph Miller, was much worse than A-Rod’s replacement in 2007, Melky Cabrera.
  • As a result Ruth-1921 had a much higher FVARz score than A-Rod-2007, but the average above-replacement player in 1921 also had a higher FVARz than the average above-replacement player in 2007.
  • As shown in Zach Sanders’ third post on FVAR, the auction values are a function of FVARz divided by the average FVARz for above-replacement players.  Hence, Ruth’s FVARz was divided by a larger number to calculate FVAR$.

Does this make sense?  Yes actually, I think it does.  What it means is that in 2007 A-Rod and Melky Cabrera together were worth more than Babe Ruth and Ralph Miller together in 1921.  In a fantasy auction in 1921 it would have been unwise to spend too many fake dollars on the best players like Ruth and Hornsby (or drink in public because of that Prohibition thing) because you would have been stuck with the bottom players, like Ralph Miller, who were really, really bad (there were only 16 teams back then and no DH).

For fun, below is a dream fantasy lineup with the best hitters since 1920 at each position (5×5, 12-team mixed).  Enjoy.

Order

Season

Name

POS

PA

AVG

R

HR

RBI

SB

FVAR$

1

1983

Tim Raines

2B

720

0.298

133

11

71

90

$53

2

1985

Rickey Henderson

OF

654

0.314

146

24

72

80

$55

3

2007

Alex Rodriguez

3B

708

0.314

143

54

156

24

$56

4

1927

Lou Gehrig

1B

717

0.373

149

47

175

10

$48

5

2006

David Ortiz

Util

686

0.287

115

54

137

1

$34

6

1997

Larry Walker

OF

664

0.366

143

49

130

33

$55

7

1963

Hank Aaron

OF

714

0.319

121

44

130

31

$53

8

1997

Mike Piazza

C

633

0.362

104

40

124

5

$45

9

1998

Alex Rodriguez

SS

748

0.31

123

42

124

46

$48

I’m hoping to write more posts like this using historical FVAR, especially if readers/commenters think it worthwhile.

Twitter: @FVARBaseball

Website: fvarbaseball.wordpress.com


Putting Manny Machado’s 2013 in Context

Even as a fan of a different AL East team, seeing Manny Machado go down with a knee injury this Monday saddened me. Fortunately, reports indicate the injury is not as serious as originally feared, and Machado could return for spring training. Machado is part of a class of young stars that have simultaneously taken baseball by storm and wrecked the grading curve for everyone to come after them. People are already giving up on Jurickson Profar because he isn’t a star at an age when most players are in Low-A ball. Bryce Harper ranks in the top 20 in the MLB in wRC+ at the age of 20, and hardly anybody notices.  Anyways, I digress. So where does Machado’s age-20 season rank?

Machado compiled 6.2 WAR in 2013, good for 10th in the MLB. In the last 55 years, only Alex Rodriguez in 1996 and Mike Trout in 2012 have posted a higher WAR in their age-20 season. Of course, there were some better seasons before then, but Machado probably wouldn’t have been allowed to play in those days.

Unlike Rodriguez and Trout, Machado’s offensive numbers, while impressive for a 20 year-old are league average overall. A-rod had a 159 wRC+ in ’96, and Trout had a 166 wRC+ last year. Machado managed a 101 wRC+, providing most of his value with the glove. UZR credited him with 31 runs saved, best in the majors. After a very hot start that was fueled by an inflated BABIP, Machado slowed down.

Month wRC+ BABIP
Mar/Apr 122 0.355
May 156 0.387
June 107 0.372
July 42 0.210
Aug 122 0.340
Sept/Oct 39 0.227
1st Half 119 0.361
2nd Half 73 0.260

So what can Orioles fans expect from Machado going forward?

Machado is an aggressive contact hitter. His walk rate of 4.1% is one of the lowest in the MLB, and his strikeout rate of 15.9% is well below the MLB average. While Machado will never be Joey Votto, the walk rate will improve as he matures. His minor league walk rate was above 10%. Additionally, Machado should hit for more power. I could just say that he hit 51 doubles and those will turn into home runs. But, that would be lazy, and doubles don’t always turn into home runs as a player develops. Sometimes they turn into singles. Just ask Nick Markakis.

However, there are other reasons to believe Machado will hit for power. First of all, he has excellent bat speed, and there’s no lack of raw power. Some of the home runs he has hit are very impressive. Of the 14, ESPN Home Run Tracker classifies 10 of them as either No Doubters or Plenty.  The average speed off the bat was just a shade behind Robinson Cano. Furthermore, despite playing in one of the best home run ballparks in the league, and having an average fly ball distance on par with Nick Swisher, Machado’s HR/FB ratio of 7.9% is in the bottom third of the MLB. Bet on this ratio improving. While he does have a very high rate of infield flies (9th in MLB), he should be able to bring that down with improved discipline.

Hopefully for Orioles fans and baseball fans, Machado will have a complete recovery from his knee injury. It might be hard to live up to expectations after producing a 6.2 WAR season at age 20, but with improved offense Machado could be up to the task. Expect the plate discipline and power to improve, as the defense inevitably regresses from a season that stretched the upper bounds of UZR. It’s a very small group he’s in, but star players at age 20 tend to be stars at 25.


What Kind of A-Rod Will We See?

News Today

     The Yankees welcomed Third Baseman Alex Rodriguez in Chicago today to make his season debut tonight against the White Sox.  A-Rod is expected to be in the lineup, returning to his original position for the club.  The other major event on Monday is Commissioner Bud Selig announcing the suspensions of 12 players for 50 games, and Rodriguez’s 211 game suspension, which takes effect  on Thursday, August 8th.  This has been appealed by A-Rod already as reported by the MLB Twitter account.   A-Rod will be on the active roster through the appeal process, and  should be able to play a few weeks before his status is ultimately decided on, so what can we expect to see from him on the field?

Click for a Full-size Image

Looking at his Performance

     Rodriguez played in 15 minor league rehab games to ease his return to the big leagues from off-season hip surgery. In those games, he hit .214 with a double, and 3 HR, while driving in 10 runs.  In this extremely small sample size of varying levels, it’s difficult to make any reasonable assessment.  However, we can look at a few peripheral statistics to try and gauge they type of A-Rod we’re going to see.  In his 51 minor league plate appearances, A-Rod struck out 13 times and walked 6.  This leads to a 25.5% K-Rate and an 11.8% BB-Rate.  The small sample size accounts for a large amount of error, but these numbers don’t appear to be too drastically apart from his usual self.  A-Rod’s career K-Rate is 18.2%, and it is 19% over the last five seasons.  As he’s aged, Rodriguez’s strikeout numbers have marginally increased, and seems to be following that trend.  He walked 10.9% of the time over his career, and 11.3% over the last five seasons.  A-Rod has become a more disciplined hitter with time, as pitchers have also been more cautious and pitch around him at the plate.

     Due to A-Rod’s K% and BB% in the minors seeming to be fairly stable compared to his past performance, I believe that we’ll see A-Rod maintain his current career trajectory.  His durability is not what it has been in the past, but he should return to the player he would’ve been in 2013, injury or not.  I don’t see a sudden huge drop-off, or surprising upturn in performance happening.

Career Trajectory

3
Click for a Full-size Image

     The following three plots show A-Rod’s Career trajectory in OPS (On-Base Percentage Plus Slugging Percentage), wOBA (Weighted On-Base Percentage),wRC+ (Weighted Runs Created, adjusted to the league where 100 is average), and WAR/162 (Wins Above Replacement prorated for 162 Games).  In all of the categories, higher numbers indicate a better performance.  I used 4th power exponential trend lines to approximate in all of these cases except for WAR, where I used a 6th power polynomial to account for the increased variance.

Click for a Full-size Image

     The reason for choosing a 4th degree polynomial is that I believe it truly reflects the path of A-Rod’s career.  He burst on to the scene during his first full year in 1996 with the Mariners, as he was named an All-Star, won the Silver Slugger Award, and finished 2nd in MVP voting.  His line that year was .358 / .414 / .631 and an OPS of 1.045.  Rodriguez experienced a “Sophomore Slump” if you can call it that where he hit a measly .300 / .350 / .496 and an OPS of .846, garnering his second All-Star Game appearance.  it would take A-Rod two more years to return to his 1996 performance, causing this first curve.  This curve started slowly climbing upward in 2001, his first year with the Rangers where Rodriguez admitted steroid use due to the pressure he felt to perform.  He reached his peak in 2007, an MVP season where he hit .314 /.422 /.645 with an OPS of 1.067 and 54 Home Runs, the most of his career.

Click for a Full-size Image

     This is where his current downward trend begins, as A-Rod began creeping into his mid-late 30s which bring us to where we are today.  I’ve indicated A-Rod’s drop-off since 2007 by the vertical black lines.  Notably, A-Rod’s agent Scott Boras announced during the Game 4 of the 2007 World Series, as the Red Sox were about to clinch a championship, that Rodriguez would be opting out of his contract.  The Yankees initially didn’t want to negotiate with A-Rod, but later signed him to a new deal, worth $275MM over 10 years.  Seeing A-Rod’s current decline, this was not a good move for the Yankees.  However, this was perfect for A-Rod, as he secured the deal coming off of an MVP caliber season when his value was the highest.  It’s just Boras working his magic again.

     Alex Rodriguez is on a downward decline, but as stated earlier, we should see a version of A-Rod resembling what he would be if he never missed time for injury.  This is a much needed boost for the Yankees, as their 3B for the year have accumulated a -0.9 WAR, which is 26th in the league.  With A-
Rod, who I projected to have a 2.1 WAR, the Yankees greatly improve at his position.  Assuming A-Rod plays 15 games before we know the results of his appeal, he’ll accumulate a 0.19 WAR, while the Yankees other 3B options would produce a -.08 WAR based on their performance this season.  This is a 0.27 WAR swing for the Yankees.  If you prorate this over a 162 game season, this would be a 2.92 WAR improvement which is on the Solid Starter/Good Player borderline.  For however long the Yankees have Alex Rodriguez in the lineup, he will be a huge improvement in their lineup.  It’s just a question of how well A-Rod can focus on playing during one of the most controversial and stressful times in his long career.


What’s Behind A-Rod’s Power Outage: The Sequel

When Yankeeist last looked at Alex Rodriguez’s declining power numbers, I (and several others) came to the rather obvious conclusion that his paltry 8.3% HR/FB rate would soon escalate. Alex’s five home runs since that point in time have indeed bumped his rate up, but it’s only sitting at 12.1%, still well below his 23.3% career percentage.

A-Rod has eight home runs on the season to date; the lowest number through 58 games of his career and only the second time he has accumulated less than 10 this deep into a season — in 1997, he had nine through 58 games with the Mariners. So what’s going on with Alex?

The below table shows historical batted ball numbers for A-Rod, his year-to-date home run totals (in this case, through the first 58 games of each season), and his season home run totals (all data c/o Fangraphs and B-Ref):

Despite five big flies, Alex’s fly ball percentage is down from when I last looked at the numbers on May 10. Accordingly, his line drive percentage is also down, to 17.9% (though this is barely off his career rate) and his ground ball percentage is up, to 46.2% (pretty well above his 42% career rate).

As you can see, Alex has never had a Fly Ball % this low in a full season for as long as Fangraphs has recorded this data, which partially explains why his HR/FB rate has only risen by 3.8 points — he’s just not hitting as many fly balls as he usually does. Assuming his Fly Ball % normalizes to his career rate, we should see a corresponding uptick in the HR/FB percentage.

Here are the different pitch types A-Rod has seen:

Pitchers are obviously aware that A-Rod isn’t hurting the baseball as much as he usually does, as they are challenging him with more fastballs than ever before. Correspondingly he’s seeing less of every other pitch type since May 10, with the exception of a slight increase in changeups and split-fingered fastballs. Looks like the book on ‘Rod remains challenging him with the heater, which means he’s going to have to make some adjustments to his approach, as there’s no reason Alex shouldn’t be able to adequately handle a steady diet of fastballs.

And here are his swing percentages:

Since I last conducted this analysis, Alex is swinging at even more pitches out of the zone (25.8%) but making less contact with them (60.1%), and also swinging at more pitches in the zone (65.7%) and making less contact with those as well (91.8%, down from a crazy high of 97.3%). His overall contact percentage is 81.4%, still a good deal higher than his career rate of 75.5%.

It would appear Alex’s biggest problem is that he’s trying to make too many things happen with the bat right now — swinging at pitches out of the zone has contributed to an above-average (for Alex) contact rate, which is resulting in more balls being pounded into the ground than lofted into the air (hence the career-low Fly Ball %).

Alex has also eschewed his trademark patience during the past month. He had 19 walks through 31 games, but has only walked seven times since then over his last 27 games. His OBP has dropped from .381 on May 10 to .360.

While A-Rod still has time to improve his numbers, and ZIPS ROS projection has him hitting a robust .284/.378/.512, .392 wOBA and 18 home runs the rest of the way, that would still only get A-Rod to a full season line of .285/.371/.499 with a .381 wOBA and 26 bombs, which would mark his lowest SLG, home run total and wOBA since 1997.

Basically, A-Rod needs to stop swinging at bad pitches, take a few more walks and show pitchers he can still punish the fastball if we’re going to see significant improvements in the Fly Ball % and HR/FB rate and get his numbers anywhere near his career line of .304/.389/.573. I realize that’s a rather obvious conclusion that probably didn’t require a comprehensive statistical analysis, but it’s nice to see that the numbers support it.

Larry Koestler eats, drinks, sleeps and breathes the Yankees at his blog, Yankeeist.