Tangibilizing the Intangible

Republished below is the original GRIT article as published by Flotsam Media. The GRIT formula has since changed, so this article is only displayed for the sake of posterity.

After Tim McCarver’s month-long David Eckstein sploogefest that was October 2006, a serious investigation in to grit was long overdue. Despite the penchant of sportswriters and broadcasters to throw the term around willy-nilly, I was hard-pressed to locate a firm definition of grit in the baseball sense. Using lots of laptop science stuff, I think I’ve at least improved the definition, which isn’t really saying much, since there wasn’t one to begin with.

First, some definitions to help us focus in on what exactly this ‘grit’ stuff is.

Grittiness

  • The quality of being gritty.

Gritty

  • Containing, covered with, or resembling grit.
  • Showing resolution and fortitude; plucky (e.g. Biggio’s gritty 12 pitch at-bat ultimately resulted in a routine 6-3 groundout).

In keeping with those definitions I’m proposing a new composite statistic: General Requirements of Intangible Talent (GRIT). GRIT incorporates four basic components which a colleague, DH, derived from the initial research. Those four components are: dirt, determination, talent, and opportunity.

DATA

I used a modified version of the Sean Lahman dataset that includes player statistics from 1871-2006. My dataset includes player-seasons starting in 1955, the first year for which statistical data for intentional walks and GIDP was available. To chop the dataset down to a manageable size, I limited the number of eligible players to those who have at least 100 plate appearances and 81 games played. This removes pitchers from consideration, but also ensures that an adequate indication of a player’s abilities during each season is evident. Statistics for 2007 were compiled from ESPN.

The resulting dataset includes 13,249 player-seasons with 2,385 unique players represented.

HYPOTHESIS

I hold that gritty players are those who sincerely want to win or succeed at baseball (determination), but due to a lack of natural skill talent, are forced to do so through the least efficient means possible, resulting in an excessive amount of dirt on their uniform.

DH also put together some statistics to quantify each of the four basic components. After some additional tinkering, I’ve somewhat modified his statistics to those shown below:

DIRT

The most important factor in determining a player’s GRIT is his uniform. A player who is “containing, covered with, or resembling grit” will show visible signs of his grittiness on his uniform. Dirty uniforms are good; bloody uniforms are better. A true team player, the gritty player is prepared to sacrifice his body at all costs. This is one of the few ways gritty players are efficient, since they probably aren’t as well compensated as their genuinely talented teammates.

Formula:

dirtformula

Elements:

  • HBP A hit batter produce minimal gains (one base) with relatively high costs in terms of potential bodily injury. The official colors of gritty players may well be black and blue. And red. And maybe some brown with a little purple and some yellow around the edges, depending on the severity of the bruising.
  • IBB Next to home runs, intentional walks are probably the most anti-gritty statistic. Intentional walks are indicative that a player has so much talent that the pitcher would rather give him first base than risk an extra-base hit. Gritty players have to earn every base through hard-knocks, moxie, and a heaping helping of some good ol’ fashioned hustle.
  • CS/SB stuff (SBINEFF) This is a statistic I call Stolen Base Inefficiency (SBINEFF). This looks for players who like to attempt lots of steals but are largely unsuccessful. Stealing bases produces minimal gains (one base) but comes with greater potential costs by raising the likelihood of being thrown out. Base-stealers (successful or not) also have dirty uniforms from sliding.

DID YOU KNOW: Harold Reynolds holds the single-season record for SBINEFF with a stunning 13.385? Harold’s 1988 season saw him tally 35 steals while being caught 29 times. He broke the record set by Will Clark (13.304) during the previous season when Mr. Eyeblack went 5 for 22 on steal attempts. WOW!

DETERMINATION

Gritty players want to succeed. They just happen to not have the talent to actually do so. This results in inefficient baseball plays. For example, Jerry Hairston is gritty. He slides head-first into first base. A true sign of someone gritty enough to want to get to first base, but shitty enough to actually get there efficiently.

Formula:

determformula

Elements:

  • (Outs – SO) As short in stature as they are on talent, gritty players are determined to put the ball in play at all costs. Additionally, the ball looks gigantic to their tiny, elfin eyes and thus they’re less prone to striking out.
  • (BB+SH+SF) With their microscopic strike zones, gritty players generate walks (the unintentional ones) at a superhuman rate. Sacrificing oneself is an inefficient (read: gritty) method of moving runners along.
  • GIDP Double plays are produced by well-struck balls that are able to cut through the infield grass. Aside from a bottle of hard liquor (eh, Mr. Furcal?) gritty players rarely hit anything well.

DID YOU KNOW: 2007 NL MVP Jimmy Rollins produced the sixth-highest season total of outs since 1955? He probably owes a fair share of his award to a trail-blazing fellow Phillie middle-infielder who set a precedent. Juan Samuel, in 1984, produced the second highest number of outs on his way to earning a tie for 21st place in the MVP voting and 2nd in the NL ROY. HOOCHIEMAMA!

DID YOU ALSO KNOW: Pete Rose has only the second highest season total of determination. The real “Charlie Hustle” is actually a “Dick.” Dick Howser, that is. Howser’s 1964 season slightly edges out Pete’s numbers from 1974. CRACKER JACK!

WHATCHUKNOWABOUTTHISHERE: Dick Howser’s phone listing reads as “Howser, Dick.” This tidbit is worth a few laughs given the right delivery, set-up, and audience. SHABANG!

TALENT

It is my contention that “grittiness” is a subset of talent that cannot translate well statistically. Two players may very well have the same raw amount of grit, but one player may have more tangible talent, making him appear less gritty because the grit is too diluted. Gritty players are those who have the largest concentration of grit. As such, to find the grittiest players, we should look for players who have as little tangible talent as possible.

Formula:

talentformula

Elements:

  • XBH Extra base hits are uber-efficient ways of getting multiple bases.
  • RBI Gritty players move runners over, but aren’t talented enough to drive them in.
  • TB Total bases is an additional means of counting the overall ability of a player.
  • (OMS*1000) OMS (OBP minus SLG) is a proprietary statistic I developed for use in GRIT. It rewards players who reach base, but deprecates players who have the talent to get extra bases.

OPPORTUNITY

In order for a player to become gritty, they first need to be on the field. In the words of Ted Williams, Nobody ever became a .400 hitter without taking the bat off their shoulder. To apply the quote more appropriately here, one might attribute it to Willams’ quasi-gritty teammate, Milt Bolling, and change it to read Nobody ever became a .250 hitter by getting splinters in their ass. We simply use plate appearances as a representation of opportunity.

NORMALIZATION

Each component has a different scale relative to the other components, so I normalized the values. This was done for each of the basic components across all player-seasons. The rationale for normalizing the data is to remove as much bias as possible from the process. As each of the four components creates a different range of values, some sort of weighting would be necessary to produce a meaningful list. Normalization automatically weights the components by determining how far a given player-season is above or below the average of all player-seasons.

Formula:

normalformula

THE GRIT FORMULA

After calculating the four GRIT component values for each player-season, the resulting values are then plugged in to this equation:

GRIT = (zDirt + zDetermination – zTalent) * zOpportunity

Note: Normalization will obviously result in some players having negative zOpportunity values. A negative value would reverse the sign of the first portion of the formula and obfuscate its explanatory value. To account for this, zOpportunity values are offset so that the minimum value is 1.

RESULTS

Across 13,249 player-seasons, the data appears to have a relatively normal distribution. The data shows a range of about -50 to +50 with one outlier at -90.011 (see below), and a mean and median extremely close to 0. These numbers are promising for the prospects of GRIT as a statistic, as they suggest that the average player is neither extremely gritty, nor extremely talented. The tails in the extreme positive end of the distribution should show the grittiest players, while talented players should appear in the negative tail.

Enough talk; bring on the numbers …

The Top 50 Grittiest Seasons

Rank Year Player Team GRIT
1 1971 Ron Hunt MON 52.06
2 2002 David Eckstein ANA 35.96
3 1968 Ron Hunt SFN 34.90
4 1998 Fernando Vina MIL 33.30
5 1996 Craig Biggio HOU 32.25
6 1997 Craig Biggio HOU 27.96
7 2002 Fernando Vina SLN 27.69
8 2005 Jason Kendall OAK 27.37
9 2001 Jason Kendall PIT 27.02
10 1955 Nellie Fox CHA 26.70
11 1986 Don Baylor BOS 26.44
12 2003 Jason Kendall PIT 26.32
13 2000 Fernando Vina SLN 26.06
14 1999 Chuck Knoblauch NYA 25.91
15 2003 Craig Biggio HOU 25.74
16 2001 David Eckstein ANA 25.42
17 1957 Nellie Fox CHA 25.31
18 1975 Felix Millan NYN 25.19
19 1967 Cesar Tovar MIN 25.10
20 1969 Ron Hunt SFN 24.83
21 1968 Cesar Tovar MIN 24.69
22 2005 Brady Clark MIL 24.66
23 1996 Eric Young COL 24.64
24 1998 Chuck Knoblauch NYA 24.56
25 2001 Craig Biggio HOU 24.35
26 1997 Jason Kendall PIT 23.91
27 2004 Jason Kendall PIT 23.72
28 1998 Jason Kendall PIT 23.62
29 1972 Ron Hunt MON 23.58
30 2001 Fernando Vina SLN 23.19
31 2004 Juan Pierre FLO 23.03
32 1980 Ozzie Smith SDN 22.82
33 1976 Don Baylor OAK 22.42
34 2005 David Eckstein SLN 22.40
35 1957 Minnie Minoso CHA 22.19
36 1991 Brett Butler LAN 21.87
37 1961 Nellie Fox CHA 21.83
38 1970 Ed Brinkman WS2 21.70
39 2006 Juan Pierre CHN 21.33
40 1973 Ron Hunt MON 21.14
41 2002 Melvin Mora BAL 20.89
42 1980 Alfredo Griffin TOR 20.88
43 1993 Mike Bordick OAK 20.72
44 2005 Juan Pierre FLO 20.62
45 1995 Craig Biggio HOU 20.41
46 1990 Brett Butler SFN 20.40
47 1959 Richie Ashburn PHI 20.08
48 1993 Chuck Knoblauch MIN 19.99
49 1993 Brett Butler LAN 19.92
50 1984 Brett Butler CLE 19.82

The 25 Least Gritty Seasons

Rank Year Player Team GRIT
13234 1957 Ted Williams BOS -27.05
13235 2000 Sammy Sosa CHN -27.06
13236 1999 Mark McGwire SLN -27.91
13237 2006 Albert Pujols SLN -27.91
13238 1989 Kevin Mitchell SFN -31.49
13239 1998 Mark McGwire SLN -32.32
13240 1970 Willie McCovey SFN -34.09
13241 2001 Barry Bonds SFN -35.16
13242 2007 Ryan Howard PHI -35.45
13243 1969 Willie McCovey SFN -38.71
13244 2006 Ryan Howard PHI -38.90
13245 1993 Barry Bonds SFN -39.72
13246 2003 Barry Bonds SFN -42.09
13247 2001 Sammy Sosa CHN -42.66
13248 2002 Barry Bonds SFN -50.98
13249 2004 Barry Bonds SFN -90.01

The 50 All-Time Grittiest Careers

Rank Full Name Yrs Career YrAvg
1 * Craig Biggio 19 250.22 13.17
2 Ron Hunt 11 236.96 21.54
3 * Jason Kendall 11 214.62 19.51
4 Nellie Fox 10 188.42 18.84
5 Brett Butler 15 187.26 12.48
6 Chuck Knoblauch 11 170.67 15.52
7 * Omar Vizquel 17 165.22 9.72
8 Luis Aparicio 18 162.49 9.03
9 Bert Campaneris 15 154.16 10.28
10 Don Baylor 17 152.16 8.95
11 * David Eckstein 7 146.58 20.94
12 Pete Rose 23 143.91 6.26
13 Maury Wills 13 142.30 10.95
14 Ozzie Smith 18 140.77 7.82
15 Rickey Henderson 23 137.94 6.00
16 Cesar Tovar 10 137.83 13.78
17 * Juan Pierre 7 137.68 19.67
18 Jim Gilliam 12 133.14 11.10
19 Willie Randolph 17 132.54 7.80
20 Fernando Vina 6 128.96 21.49
21 Eric Young 12 122.63 10.22
22 Minnie Minoso 8 121.52 15.19
23 Larry Bowa 15 117.77 7.85
24 Don Kessinger 13 116.39 8.95
25 Felix Millan 10 110.48 11.05
26 Brady Anderson 13 110.18 8.48
27 Harold Reynolds 8 109.98 13.75
28 Steve Sax 11 107.60 9.78
29 Alfredo Griffin 13 101.71 7.82
30 Tony Taylor 14 99.17 7.08
31 Mark Belanger 13 98.35 7.57
32 Toby Harrah 16 97.81 6.11
33 Curt Flood 12 97.10 8.09
34 Chet Lemon 15 95.85 6.39
35 Brian Downing 17 95.55 5.62
36 Richie Ashburn 8 94.72 11.84
37 Joe Morgan 19 94.43 4.97
38 * Derek Jeter 12 92.21 7.68
39 Don Blasingame 9 92.03 10.23
40 Tony Fernandez 15 90.68 6.05
41 Eddie Yost 6 86.40 14.40
42 Dave Cash 9 85.14 9.46
43 Rick Burleson 9 85.06 9.45
44 * Luis Castillo 9 84.64 9.40
45 Horace Clarke 8 81.98 10.25
46 Scott Fletcher 11 81.84 7.44
47 Bobby Grich 14 81.73 5.84
48 Tony Phillips 14 80.82 5.77
49 Johnny Temple 8 80.13 10.02
50 Tim Foli 13 79.72 6.13

The 15 All-Time Least Gritty Careers

Rank * Full Name Yrs Career YrAvg
2371 Ernie Banks 15 -144.73 -9.65
2372 Fred McGriff 17 -145.58 -8.56
2373 * Vladimir Guerrero 11 -148.26 -13.48
2374 Dick Allen 12 -148.29 -12.36
2375 * Mike Piazza 14 -149.04 -10.65
2376 * Jim Thome 13 -149.27 -11.48
2377 * Manny Ramirez 14 -160.81 -11.49
2378 * Ken Griffey 16 -169.47 -10.59
2379 Eddie Murray 20 -173.48 -8.67
2380 Willie McCovey 19 -184.52 -9.71
2381 Willie Stargell 16 -188.60 -11.79
2382 Willie Mays 17 -189.01 -11.12
2383 * Sammy Sosa 16 -190.85 -11.93
2384 Hank Aaron 22 -301.91 -13.72
2385 * Barry Bonds 21 -497.01 -23.67

So, that’s it. You’re shocked, right?

Craig Biggio and David Eckstein are real damned gritty. Jason Kendall is so gritty that he just might stab a couple dozen Californians. And none of them match the original gritster: Ron “Pig Pen” Hunt.

On the other end of the spectrum, Barry Bonds is so extremely non-gritty that his numbers are a borderline statistical anomaly (insert your favorite joke here). Ryan Howard’s poised to become the new anti-grit. When Manny’s being Manny, he’s not gritty. When Rickey did what Rickey needed to do for the sake of Rickey, he was pretty gritty.

And there are a few thousand players somewhere in the middle who I completely neglected.

Armed with this knowledge, go forth and spread GRIT to all men. Or something.