Category Archives: Analysis

Run, Don’t Walk

MLB walk rates are at historic lows, another artifact of a declining run scoring environment. Rates below 8% of PAs have been recorded in both leagues for the past two seasons, levels not seen since the 1960s in the NL, and not seen previously in the AL in the live ball era.

BB per PA 1930-2015

More after the jump.

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WAR and WAR/162 rankings over 2013-2015

I just ran some numbers to see what they show. I took the 191 players to play at least 324 games (2 seasons’ worth) over the last 3 years and ranked them by their WAR total (ugh, Skip Schumaker!). Then I calculated their WAR per 162 games played. Finally, I sorted the results by ranking difference between their raw WAR total and WAR/162 value. Players at the top of this list jumped up the most places–so mainly these are guys who didn’t quite play 3 full seasons but posted high WAR totals. Players at the bottom of this list fell the most places, and they are mainly guys who played a lot and accumulated decent-but-not-great WAR totals that suffered when normalized to games played.

The full table is after the jump. Continue reading

Thinking about offense in April

I’m working on a USA Today Sports Weekly piece, and there sure is a lot of interesting stuff that happens in April.

We know that relievers have tossed an increasingly large fraction of innings over the years. In the 1970s, relievers tossed about 20% of all innings. In recent years, the percentage has been closer to 24%. That may not seem like a lot, but with a little over 43,000 innings last year, that extra 4% represents more than 5000 outs being recorded by relievers instead of starters.

It’s interesting to break down relief pitching even a little further, looking at what happens in all MLB games through the end of April vs the remainder of the regular season after April. Here is the percentage of innings pitched by relievers in those two conditions:

reliefpitching

Both lines trending up over the years indicate what we already knew: relievers are throwing more and more innings, and it’s true for both April and the rest of the months. Incidentally, that spike for April in 1995 is due to the delayed start of the season from the 1995 strike–both a small sample size of games, and pitchers who had very little spring training to get ready.

Relievers have tended to be more effective than starters, especially as bullpen specialization (9th-inning closer, 8th-inning setup guy, and LOOGY) has increased. Because relievers roles are better defined, they can warm up more efficiently and not worry about leaving anything in the tank. This leads to harder pitches, more strikeouts, and less offense.

Take a look at the ratio of the two lines in the plot above. This quantifies how much more pitching relievers do in April vs the rest of the season. For example, in a given year, if they threw 30% of April innings and 20% for the rest of the season, that would register as 150% for that year, since they threw 1.5 times as many of the April innings (on a percentage basis).

reliefpitching2

Throughout the 1970s, relievers pitched about 1.45 times as many innings than they did during the rest of the season (again, on a percentage basis). In the 1980s, it was about 1.40. In the 1990s, when offense spiked, so did the relievers’ innings (as starters were getting knocked out like crazy) but over the 2000s the value dipped as low as 1.30, a value it has hovered around in recent innings.

This makes sense for a couple of very different reasons:

  • First of all, there are only so many innings. It’s hard to imagine starters averaging less than 6 IP per start, league-wide. So whereas they once averaged 8 IP per start, that slid down to 7, then down to 6.5, and now is approaching 6. But it just can’t fall much lower. So, we’ll likely never reach the point where relievers are tossing 40% or more of innings over any significant period of time.
  • Secondly, imagine the patterns of relief pitching over the years. When complete games were still common (think 1950s through 1970s on these graphs), pitchers at the start of the season were a little less likely to toss a complete game because they weren’t yet stretched out. Therefore, in years gone by, relievers were more likely to appear in April than later in the season. hence the larger percentage difference during those eras. Once we got into the 1980s, complete games started to become less common overall, and relievers started appearing more consistently during the season, April and otherwise alike. Now that the complete game is for all intents and purposes the dodo, relievers appear all the time, season-long, and the difference between April and the rest of the season is diminished.

Do you realize what this means? It means the notion that “pitchers are ahead of hitters early in the season” is wrong. The more likely explanation is that “relievers were used more frequently in April in years gone by, and were more effective, hence lower April offense, but now that there is much less difference in relief pitcher usage, there is little difference in April offense and that of the other months.”

Leadoff hitters: getting off on the wrong foot

Last season marked the 6th consecutive campaign with OBP below .330 for major league leadoff hitters. If it happens again in 2016, it will mark the first time since at least 1913 that that’s happened in 7 consecutive seasons. 2015 also marked the fourth straight season with at least 10% of major league teams posting a sub-.300 OBP from the number one hole; it’s the first time that’s happened in more than 40 years.

The good news (I guess) is that poor leadoff hitting didn’t stop the Kansas City Royals from becoming only the sixth team since 1913 to win the World Series with leadoff hitters posting a sub-.300 OBP. More on trends in leadoff hitting after the jump.

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Free Agency by the numbers

But, not the numbers (with lots of zeros after them) that you’re probably thinking about. Baseball’s annual rite of fall and winter has just about run its course. As of this writing, Baseball-Reference is recording 414 free agent signings since the end of last season, with only 8 more players still on the market.

How did your team do in the free agent sweepstakes? Find out after the jump.

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Chicago Cubs: Confident Contenders

The Cubs were probably last season’s biggest surprise with 97 wins from a lineup heavy on young position players and experienced pitching. Looking to win 90 games again (a repeat Chicago last accomplished when Al Capone was the city’s most prominent citizen), Chicago has made some nice off-season moves that augur well for keeping the Northsiders at or near the top of the NL Central.

More after the jump.

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Ruth’s Chris: Best and Worst First Ball Hitters

Or maybe it’s Chris is Ruth. In fact, if your name is (or sounds like) Chris, you can put up some Ruthian OPS scores when you put the first pitch in play, as shown by this list.

Rk Player OPS ▾ OPStot Diff PA PAtot AB H 2B 3B HR RBI BA OBP SLG TB GDP
1 Chris Davis 1.554 .923 .631 74 670 74 36 10 0 11 23 .486 .486 1.068 79 1
2 Khris Davis 1.504 .828 .676 46 440 44 18 3 0 9 23 .409 .413 1.091 48 3
3 Kris Bryant 1.466 .858 .608 75 650 72 36 7 3 7 26 .500 .493 .972 70 2
Provided by Baseball-Reference.com: View Play Index Tool Used
Generated 2/2/2016.

Those are the top 3 OPS scores from 2015 when putting the first pitch in play, based on a minimum 400 total PA and 40 first pitches put in play.

More after the jump.

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Baseball Hall of Fame: Recreating Cooperstown with WAR Leaders

KGJThe 21st century is quickly bringing about a variety of changes that the baseball community desperately needed. We now have real consequences for performance-enhancing drug users, instant replay to ensure that “human error” doesn’t affect the most pivotal moments, and cooler stats than ever at our fingertips. Coming up next, MLB is trying to create a safer in-stadium experience and continuing to experiment with ways to improve the pace of play.

Unfortunately, there is no indication that innovation fever will carry over to the National Baseball Hall of Fame anytime soon. Frustrating inconsistencies continue to plague its induction process.

Ken Griffey Jr. and Mike Piazza will become Cooperstown’s newest additions this summer. Both of their careers featured extraordinary peaks and impressive longevity, with Griffey in particular passing every conceivable empirical and intangible test of excellence.

But for reasons that still haven’t been revealed, three participating BBWAA voters excluded him from their ballots. So continues the sport’s longest streak: 80 years of experienced scribes finding some fault in every player’s career (no unanimous inductees).

Of course, Griffey does not need your pity. He’s headed for enshrinement regardless. The true victims of the process?

  • Stars of previous generations who were under-appreciated in times of weaker analysis
  • Griffey contemporaries who, despite historic accomplishments, have been withheld from the Hall for perceived “character issues” (several based on pure speculation)
  • Borderline candidates who fell off/will soon fall off the ballot because of arbitrary limits on years of eligibility and total selections allowed per voter.

 

There’s never going to be a consensus on how to fix this, and that’s not what this column is about, anyway. Instead, I invite you to escape from reality for the next few minutes as we imagine a Hall of Fame that would actually celebrate baseball’s most impactful players.

For this exercise, we will toss aside the narratives, accolades and personalities. The focus is solely on in-game value, as measured by Baseball-Reference’s Wins Above Replacement. What names would be affiliated with baseball immortality if crushing the competition of your era was all that mattered?

More precisely, let’s set the HoF threshold as three or more career seasons of ranking in the MLB top 10 in WAR (pitchers and position players ranked separately). This criterion prioritizes each generation’s peak performers while weeding out “compilers” and flash-in-the-pan successes. It also conveniently creates a community of similar size to the current Cooperstown population.

Finally, we will simulate an induction schedule for these stars beginning in 1936, the same year the actual Hall of Fame began naming names. The following rules attempt to keep pace with the 20th century expansion of MLB teams/roster sizes and minimize the number of “empty years” (those with zero inductees):

  • Ten original members inducted in 1936
  • A maximum of two new members inducted annually for the rest of the Pre-Integration Era (1937-1946)
  • A maximum of three new members inducted annually throughout the Golden Era (1947-1972)
  • A maximum of four new members inducted annually throughout the Expansion Era (1973-Present)
  • Players become eligible for induction five years after their final MLB appearance
  • All qualified players are inducted in order of descending career WAR (higher WAR totals enter first)

 


WHO DIDN’T MAKE THE CUT—PITCHERS

TG_HoFEven the most dominant relievers in the sport’s history didn’t stand much of a chance of qualifying for a club that’s based on raw value. Cooperstown closers like Dennis Eckersley (inducted 2004), Rollie Fingers (1992) and Goose Gossage (2005) were undeniably making an impact with their high-leverage heroics, but their season-by-season WAR doesn’t reflect that due to a lack of innings.

Same goes for the most recent generation of saves leaders—Mariano Rivera (eligible in 2019), Trevor Hoffman, Billy Wagner, etc. Rarely working outside of the ninth inning kept them all far below the threshold for passing this Hall of Fame’s test.

You will also notice the absence of several revered “winners” from this fraternity. Although consistently very good, Tom Glavine (inducted 2014) and Andy Pettitte (eligible in 2019) only twice posted seasons that cracked the top 10 in MLB pitcher WAR.

It’s certainly worth noting that Glavine and Pettitte were productive in the postseason, and that goes unacknowledged by our basic selection process. (I never said this would be perfect!)

Other real-life inductees who were snubbed include Chief Bender, Jack Chesbro, Jesse Haines, Waite Hoyt, Catfish Hunter, Addie Joss, Rube Marquard, Eppa Rixey, Edd Roush, Bruce Sutter, Don Sutton, and Hoyt Wilhelm.

 


WHO DIDN’T MAKE THE CUT—POSITION PLAYERS

edgar3What does it take to be among the league’s most valuable position players? Usually, some semblance of all-around skills—positive defense and/or base running contributions to complement damage inflicted with the bat.

Harmon Killebrew (inducted in 1984), Tony Perez (2000), Willie Stargell (1988), Edgar Martinez (currently eligible), Vladimir Guerrero (eligible in 2017) and Jim Thome (2018)—just to name a handful—fail to cross over into this Hall of Fame on the strength of their run production alone. Speedy singles specialist Lou Brock (eligible in 1985) fell short, too.

With few exceptions, catchers were heavily discriminated against. It boils down to how the physical demands of the job limit their total playing time (opportunities for WAR accumulation) relative to their peers. Missing from the list below: Yogi Berra (inducted in 1972), Roy Campanella (1969), Mickey Cochrane (1947), Bill Dickey (1954), Gabby Hartnett (1955) and Ivan Rodriguez (eligible in 2017).

Notable exclusions from the other positions include Luis Aparicio, Jake Beckley, Craig Biggio, Jim Bottomley, Roger Bresnahan, Max Carey, Orlando Cepeda, Fred Clarke, Earle Combs, Kiki Cuyler, Hugh Duffy, Buck Ewing, Rick Ferrell, Nellie Fox, Chick Hafey, Billy Herman, Harry Hooper, George Kell, George Kelly, Barry Larkin, Tony Lazzeri, Freddy Lindstrom, Heinie Manush, Rabbit Maranville, Bill Mazeroski, Tommy McCarthy, Eddie Murray, Kirby Puckett, Jim Rice, Phil Rizzuto, Ray Schalk, Red Shoendienst, Enos Slaughter, Joe Tinker, Pie Traynor, Lloyd Waner, Zack Wheat, Dave Winfield and Ross Youngs.

 


At last, we have arrived at baseball’s ultimate WAR-riors. There are 233 of them—105 pitchers, 128 position players.

Remember that the order of induction follows the rules stated earlier. And keep in mind, these players qualified based on their American League and/or National League production; the Hall of Fame recognizes earlier stars of the American Association/National Association/Union Association era as “Pioneer/Executive” inductees.

*Players who earn inductions during their first year of eligibility have been bolded

**Players who are not inducted in the actual Hall of Fame have been underlined

 

1936 Grover Cleveland Alexander, Ty Cobb, Eddie Collins, Walter Johnson, Nap Lajoie, Christy Mathewson, Kid Nichols, Tris Speaker, Honus Wagner, Cy Young

The BBWAA took awhile to adopt the “five years post-retirement” condition for eligibility and rushed Babe Ruth into the class of ’36. But we want uniformity and will make him wait.

These 10 all-timers still unite for a pretty stacked collection of talent.

 

1937 Tim Keefe, Eddie Plank

1938 John Clarkson, George Davis

1939 Cap Anson, Roger Connor

1940 Dan Brouthers, Pud Galvin

1941 Jim McCormick, Babe Ruth

Late 19th-century workhorse McCormick is the first Cooperstown outsider to make it in here. He STARTED 74 games for the Cleveland Blues back in 1880! Led the league in ERA+, WHIP and complete games at various times during his career.

 

1942 Sam Crawford, Bill Dahlen

1943 Rogers Hornsby, Charles Radbourn

1944 Frankie Frisch, Harry Heilmann

1945 Lou Gehrig, Bobby Wallace

1946 Ed Delahanty, Amos Rusie

1947 Red Faber, Goose Goslin, Lefty Grove

Induction class size expands post-integration and features Grove—by any measure, one of the best southpaws ever.

 

1948 Stan Coveleski, Charlie Gehringer, Vic Willis

1949 Carl Hubbell, Billy Hamilton, Mickey Welch

1950 Jesse Burkett, Al Simmons, Ed Walsh

1951 Joe Cronin, Jimmie Foxx, Paul Waner

1952 Home Run Baker, Shoeless Joe Jackson, Ted Lyons

Shoeless Joe would’ve been a shoo-in for the HoF if not for the Black Sox Scandal. His early-career contributions for the Cleveland Naps—averaged 8.8 WAR from 1911 to 1913—were most impressive.

 

1953 Jack Glasscock, Mel Ott, Dazzy Vance

1954 Joe McGinnity, Arky Vaughan, Rube Waddell

1955 Eddie Cicotte, Hank Greenberg, Clark Griffith

1956 Luke Appling, Joe Gordon, Jack Powell

1957 Joe DiMaggio, Joe Medwick, Red Ruffing

1958 Lou Boudreau, Mordecai Brown, George Sisler

1959 Willie Keeler, Johnny Mize, Bill Terry

1960 Jimmy Collins, Elmer Flick, Joe Sewell

1961 Tommy Bond, Stan Hack, Hal Newhouser

1962 Bob Feller, Bobo Newsom, Jackie Robinson

1963 Bobby Doerr, Silver King, Dutch Leonard

1964 Larry Doby, Joe Kelley, Pee Wee Reese

1965 Dave Bancroft, Burleigh Grimes, Ralph Kiner

1966 Earl Averill, Heinie Groh, Ted Williams

1967 Johnny Evers, Art Fletcher, Dizzy Trout

1968 Richie Ashburn, Noodles Hahn, Bob Shawkey

1969 John McGraw, Stan Musial, Early Wynn

1970 Frank Chance, Billy Pierce, Duke Snider

1971 King Kelly, Jim O’Rourke, Sam Thompson

1972 Chuck Klein, Al Orth, Herb Pennock

1973 Charlie Keller, Claude PasseauRobin Roberts, Warren Spahn

Induction class size expands again to keep pace with league expansion.

 

1974 Rocky Colavito, Larry Jackson, Mickey Mantle, Eddie Mathews

1975 Ken Boyer, Dizzy Dean, Don Drysdale, Hughie Jennings

1976 Frank Dwyer, George Gore, Paul Hines, Bill Nicholson

An example of how this selection process could be awkward…Three of these four inductees died too soon to attend their ceremony, pushed back decades by their lack of career WAR.

 

1977 Ernie Banks, Jim Bunning, Eddie Stanky, Roy Thomas

1978 Johnny CallisonRoberto Clemente, Camilo Pascual, Hack Wilson

1979 Fred Dunlap, Bob Lemon, Willie MaysPreacher Roe

1980 Dean ChanceAl Kaline, Ron Santo, Deacon White

1981 Bob Gibson, Jim Maloney Juan Marichal, Vada Pinson

1982 Hank Aaron, Frank Robinson, John Ward, Billy Williams

1983 Dick Allen, Brooks Robinson, Al RosenChris Short

1984 Larry CorcoranTex Hughson, Frank SullivanWilbur Wood

1985 Dick Radatz

Finally, the backlog of qualified candidates loosens enough so that one player gets the stage to himself.

Not much of a treat for the fans, though. Radatz was dead last among our 233 members with only 16.1 WAR. Excluding his first three seasons in the majors, the right-handed reliever was worse than replacement level!

 

1986 Willie McCovey

1987 none

1988 Luis Tiant

1989 Johnny Bench, Fergie Jenkins, Gaylord Perry, Carl Yastrzemski

1990 Jim Kaat, Jon Matlack, Joe Morgan, Jim Palmer

1991 Rod Carew

1992 Cesar Cedeno, Bobby Grich, Pete Rose, Tom Seaver

1993 Vida Blue, Reggie Jackson, Phil Niekro

1994 Steve Carlton, Ron Guidry

1995 Tommy John, Mike Schmidt

1996 none

1997 Rick Reuschel

1998 Bert Blyleven, Gary Carter

1999 George Brett, Carlton Fisk, Nolan Ryan, Robin Yount

2000 Teddy Higuera, Frank Tanana

2001 none

2002 Andre Dawson, Ozzie Smith, Alan Trammell, Frank Viola

Trammell just fell off the BBWAA ballot after 15 years of middling support, but he would have been granted immortality immediately by these rules.

 

2003 Ryne Sandberg, Fernando Valenzuela

2004 Jimmy Key, Dennis Martinez, Dave Stieb

2005 Wade Boggs, Tom Candiotti, Mark Langston

2006 Albert Belle, Orel Hershiser

2007 Tony Gwynn, Cal Ripken Jr., Brett Saberhagen

2008 Chuck Finley, Chuck Knoblauch, Tim Raines, Jose Rijo

Raines is still waiting his turn in real life, which is absurd. We are running out of patience.

 

2009 David Cone, Rickey Henderson

2010 Roberto Alomar, Kevin Appier

2011 Jeff Bagwell, Kevin Brown, Larry Walker

2012 Brad Radke

2013 Barry Bonds, Roger Clemens, Kenny Lofton, Curt Schilling

Love ’em or hate ’em on a personal level, this kind of mega class if WAY more interesting than The Brad Radke Experience.

 

2014 Greg Maddux, Mike Mussina, Mike Piazza, Frank Thomas

2015 Randy Johnson, Pedro Martinez, Kenny Rogers, John Smoltz

2016 Jim Edmonds, Nomar Garciaparra, Ken Griffey Jr., Brandon Webb

 

And looking forward, this is how the next few induction classes would shake out…

 

2017 none

2018 Andruw JonesChipper Jones, Scott Rolen, Carlos Zambrano

2019 Roy HalladayTodd Helton, Roy Oswalt

 

Aggregated from Baseball-Reference.com, this spreadsheet of annual WAR leaders is fun for reflecting on some of the outlier seasons that this crazy sport produces: Year-by-Year bWAR Leaders

Feel free to leave your thoughts in the comments, or address them directly to me on Twitter @MrElyminator.