Once again, it's time to break out
the slide rules and do some sabermetric number crunching on the league
standings and take a look at the league's under- and over-achievers
over the first 120 or so games of the 2004 season.
First, let's take a look at who's hot and who's not by isolating the
third quarter statistics so we can see how teams have performed since
the All-Star Break, roughly games 80 through 120.
The top
team continued to be the league-leading Newark
Sugar Bears, who were a league-best 25-15 (.625 W%) after the
break; they also led the league in runs scored (287) and in
run-differential (+76) over the third quarter, despite giving up a
5th-worst 211 runs. In second-place were the Morris Division-leading Arkansas Golden Falcons, who went 23-16 despite
scoring just 177 runs (12th), thanks to their league-best 153 RA, for a
4th-best +24 diff. The Falcs were followed by the Stanhope
Mighty Men, (23-17, 215 RS, 162 RA, +53 diff), the Carolina Mudcats (23-18, 163 RS, 161 RA, +2 diff)
and the Honolulu Sharks (22-19, 204 RS, 173
RA, +31 diff) -- no surprise, as all five teams are in the thick of the
playoff race.
But it is surprising to see who ranked as the next
four-hottest teams over the third quarter: The Hoboken
Cutters (19-19, 179 RS, 193 RA, -14 diff), the Tijuana
Banditos (19-20, 211 RS, 210 RA, +1 diff), the Westwood
Deductions (19-20, 163 RS, 186 RA, -23 diff) and the Hillsborough Destroyers (20-22, 208 RS, 210 RA,
-2 diff). All four had dug themselves into such deep holes before the
All-Star Break that their solid third quarters didn't make much of a
difference. The Columbia Rattlesnakes, on
the other hand, had built up enough of a cushion over the first half of
the season (46-38) to survive a fifth-worst 19-23 third quarter (202
RF, 220 RA, -18 diff).
It was business-as-usual for the woeful Philadelphia
Endzone Animals (17-21, 204 RS, 215
RA, -11 diff), Harrison Rats (17-21, 198 RS,
235 RA, -37 diff) and Phoenix Dragons (17-24,
204 RS, 255 RA, -51 diff), who all continued to struggle. But none of
those cellar-dwelling teams ranked as the league's worst over the third
quarter. No, the worst team over the 40-game stretch were the Vancouver Iron Fist, who ended the third quarter
in 8th place, a game
out of the final playoff spot, after going a league-worst 15-23 (.395
W%). The Iron Fist ranked 11th in runs scored (178) and 7th in runs
allowed (209) for a third-worst -31 run differential over the third
quarter. Remember, at the All-Star Break, this time had the league's
6th-best record (43-39) and were 3 games
ahead of the 7th-place team! On the other hand, maybe the real surprise
wasn't how the Iron Fist performed
in the third quarter, but how they performed in the first: After going
a league-best 26-14 (.650 W%) over the first 40 games of the season,
the Fisters went 32-48 (.400) over their next 80 -- which is almost
exactly where the pre-season sims predicted they'd be.
The Pythagorean
Theorem isn't just for triangles. Initially developed by Bill
James, it can be used to determine what a
team's
record "should" be, based on how many runs they score and how many runs
they allow. Over the course of a few thousand games, a team's won-loss
record will almost always correspond to its Pythagorean Winning
Percentage, which is determined by the square of a team's runs for
divided by the square of a team's runs against plus
the square of runs for: RF^2/(RA^2+RF^2).
However, the smaller sample size of
just 120-odd games played means most teams will perform a
couple games better or worse than their Pythagorean Winning Percentage.
Old-school baseball watchers say the difference between the expected
and actual winning percentages can be explained by intangibles like
team chemistry, clutch hitting or plain ol' hustle. But the
sabermetricians chalk the difference up to luck -- which usually evens
out
over the course of a long season. In theory, a team that is one or two
wins ahead of its Pythagorean Performance over the first quarter can
expect to give those games back sometime before the end of the year;
the same goes for teams that are "owed" wins.
Pythagorean
Performance
|
Expected |
Actual |
|
2004
|
RF |
RA |
Diff |
PCT |
W |
L |
PCT |
W |
L |
+/- |
Newark
|
776 |
602
|
+174 |
0.624 |
76 |
46
|
0.631 |
77 |
45 |
+1 |
Stanhope
|
710
|
552
|
+158 |
0.623 |
75
|
46 |
0.587 |
71 |
50 |
- 4 |
Arkansas
|
646
|
514
|
+132
|
0.612 |
73 |
46 |
0.622 |
74 |
45 |
+1 |
Carolina
|
578 |
511 |
+ 67
|
0.561 |
68 |
54 |
0.598 |
73 |
49 |
+5 |
Columbia
|
577 |
571
|
+
6
|
0.505 |
64 |
62 |
0.516 |
65 |
61 |
+1 |
Philly
|
639 |
642
|
-
3
|
0.498 |
59 |
60 |
0.462 |
55 |
64 |
- 4
|
Tijuana
|
613 |
618
|
-
5
|
0.496 |
60 |
61 |
0.488 |
59 |
62 |
- 1 |
Vancouver
|
601 |
610
|
-
9
|
0.493 |
59 |
61 |
0.483 |
58 |
62 |
- 1
|
Honolulu
|
525 |
538
|
- 13
|
0.488 |
60
|
62 |
0.492 |
60 |
62 |
0
|
Westwood
|
483 |
559
|
- 76
|
0.427 |
51 |
69
|
0.417 |
50 |
70 |
- 1 |
Hillsboro
|
570
|
669
|
- 99
|
0.421 |
52 |
71 |
0.407 |
50 |
73 |
- 2 |
Phoenix
|
625 |
727
|
-102
|
0.425 |
52 |
71
|
0.431 |
53 |
70 |
+1 |
Harrison
|
587 |
702
|
-115
|
0.411 |
50 |
71
|
0.430 |
52 |
69 |
+2
|
Hoboken
|
514 |
629
|
-115 |
0.400 |
49 |
74
|
0.439 |
54 |
69 |
+5 |
According to the theorem, the
unluckiest teams over the third quarter were the Philadelphia
Endzone Animals and the Stanhope Mighty Men,
who were each four wins worse than their run differential predicted.
The Animals have ranked among the league's unluckiest teams at both the
quarter-season and half-season milemarkers as well. The Mighty Men were
actually a game better than their run-differential after the first 40
games of the season, but have seen a five-game swing over the next 80.
Four more wins would jump the 9th-place Animals three spots in the
standings and into a playoff berth at one game under .500. If the Mites
could have those four wins, they'd jump two spots in the standings and
be just one game out of the league's best record... The formula says Hillsborough Destroyers should be 2 games
better than their league-worst 50-73 record, which would put them into
13th place; other unlucky teams are the Tijuana
Banditos, the Vancouver Iron Fist and the
Westwood Deductions, all a
rather insignificant 1 game worse than their run-differential.
Two teams played significantly better
than
theorem expected, including -- for the second straight quarter -- the Hoboken Cutters. The Cutters, a game behind the
theorem's prediction for the first quarter, have more than made up for
it over the next 80 games of the season. The Cutters are tied for the
league's worst run differential (-115), thanks to the league's
second-worst offense (514 RF) and fifth-worst defense (629 RA). But
they rank 10th with a 54-69 record, 5 games better than the theorem
predicts. If they were 49-74, they'd have a one-game lead for the
league's worst record. The league's other overachiever were the Carolina Mudcats,
who also were 5 games better than the formula. Without those 5 wins,
they'd drop from 3rd place to 4th. The 'Cats have been getting the
breaks all season, finishing at +1, +2 and +2 over each 40-game chunk
of the season so far... The next luckiest team, the Harrison
Rats, are 2 wins better than Pythagoras would guess. The Rats, tied
with the Cutters with a -115 run differential, would drop from an
11th-place tie into sole possession of 13th place... Four teams were
one win ahead of their differential: The Newark
Sugar Bears, Arkansas Golden Falcons, Columbia Rattlesnakes and Phoenix
Dragons.
The only team to play right where
the formula said they would were the Honolulu
Sharks.
Don't like looking to the ancient
Greeks for baseball analysis? No problem! Another way to look at a
team's performance is how they do in one-run
games. In addition to his
pioneering work in applying the Pythagorean Theorem to predicting a
team's winning percentage, Bill James also has
another theory that a team's winning percentage in
one-run games should roughly correspond to its Pythagorean Winning
Percentage -- a team that has a Pythagorean winning
percentage of .600 should win about 60 percent of its one-run games.
But, of course, it doesn't always work that way. The difference between
a team's expected and actual one-run records could be explained by
managerial tactics, clutch hitting, tough pitching, a deeper bench or
bullpen, a blown call by an umpire... or just dumb luck.
We looked at how many one-run games
each team had been in over the first three quarters of the season, then
multiplied those
games by the team's Pythagorean Winning Percentage to come up with the
team's expected performance in one-run games. Then we compared it to
their actual performance in those contests. Because a team can't get
half a win, we rounded the results to the closest whole number.
1-Run Games
|
Expected
|
Actual
|
|
2004 |
W
|
L |
Pct.
|
W
|
L
|
Pct. |
+/- |
Hoboken
|
12 |
19 |
0.400 |
20 |
11 |
0.645 |
+8 |
Columbia
|
22 |
22 |
0.505 |
25 |
19 |
0.568 |
+3 |
Carolina
|
21
|
16
|
0.561 |
21 |
16 |
0.568 |
0
|
Harrison
|
10
|
15
|
0.411
|
14 |
11 |
0.560 |
+4 |
Phoenix
|
12
|
17
|
0.425
|
16 |
13 |
0.552 |
+4 |
Honolulu
|
17
|
18
|
0.488
|
19 |
16 |
0.543 |
+2 |
Stanhope
|
17
|
11
|
0.623
|
15 |
13 |
0.536 |
- 2 |
Newark
|
22
|
14
|
0.624
|
19 |
17 |
0.528 |
- 3
|
Tijuana
|
17
|
17
|
0.496
|
16 |
18 |
0.471 |
- 1 |
Arkansas
|
15
|
10
|
0.612
|
11 |
14 |
0.440 |
- 4
|
Vancouver
|
16
|
17
|
0.493 |
14 |
19 |
0.424 |
- 2
|
Westwood
|
15
|
20
|
0.427 |
14
|
21 |
0.400 |
- 1
|
Hillsboro
|
15
|
20
|
0.421 |
14 |
21 |
0.400 |
- 1 |
Philly
|
14
|
15
|
0.498
|
10 |
19 |
0.345 |
- 4
|
Once again, the Hoboken
Cutters rank as one of the league's luckiest teams. The Cutters
have the DMBL's third-worst record, but they have the league's best
record in one-run games -- an incredible 20-11 (.645)! That's 8 games
better than predicted, twice as many "lucky wins" as any other team.
The Harrison Rats and Phoenix
Dragons are
4 games better, followed by the Columbia
Rattlesnakes at +3 and the Honolulu Sharks
at +2.
The Philadelphia
Endzone Animals get screwed again. The formula predicts they should
win about half their one-run games, but instead they're a league-worst
10-19 (.345). Actually, the Endzone Animals were even worse (7-15) in
one-run games at the All-Star Break, so over the last 40 games or so,
they've played truer to their run-differential by going 3-4. The team
with the worst record in one-run games over the third quarter of the
season were the Arkansas Golden Falcons, who
went 3-5 (.375) over that stretch, 11-14 (.440) overall. The Golden
Falcons' Pythagorean Winning Percentage suggests they should be more
like 15-10 in one-run games, a swing of four games. Other teams that
aren't winning the close ones as often as they should are the Newark Sugar Bears (-3), Stanhope
Mighty Men (-2) and Vancouver Iron Fist (-2);
teams that are one win worse than expected in one-run games are the Tijuana Banditos, Westwood
Deductions and Hillsborough Destroyers.
The Carolina
Mudcats were the only team in line with their
predicted performance in one-run games.
Putting the Pythagorean Winning
Percentage and One-Run Winning Percentage together, we
can determine which teams got the breaks over the first 120 games of
the season.
The luckiest team so far this year
have been the Hoboken Cutters, who
are a whopping 13 games better than their numbers -- with eight "extra"
wins in one-run games, and five wins more than predicted by their runs
scored/allowed differential. Take away those eight wins and they'd be
at 46-77 -- by far, the worst record in baseball. Other overachievers: Harrison Rats
(+6), Carolina Mudcats
(+5), Phoenix Dragons
(+5), Columbia Rattlesnakes
(+4), Honolulu Sharks
(+2),.
The unluckiest team was the Philadelphia Endzone Animals, who finished the
third quarter 8 wins worse than the numbers would suggest, coming up 4
wins short in each the Pythagorean and One-Run formulas. In fact, the
Endzone Animals -- currently in 9th place, 9 games under .500 and
3½
games out of 6th place -- should be more like 63-56, with a
1½-game
lead over 5th place! Of course, "should be" doesn't count in the
standings. The next unluckiest team was the Stanhope
Mighty Men (-6), who are four wins worse than their Pythagorean
performance and two wins off their expected record in one-run games...
The Arkansas Golden Falcons
(-3), Hillsborough Destroyers
(-3), Vancouver Iron Fist
(-3), Newark Sugar Bears
(-2), Tijuana Banditos
(-2) and Westwood Deductions
(-2) also are owed wins by the baseball gods.
In theory, luck evens out over the
course of the season. Looking at the numbers, we can expect the
"unlucky" teams to play better over the final quarter of the season,
and the "lucky" teams to fade a little... at least, in theory.
But who knows? Injuries,
free-agent signings, lineup or rotation changes all bring an element of
unpredictability into a baseball season -- as do blown calls by
umpires, wind-blown pop ups and bad hops over infielders' hitters.
These
games aren't played on paper, but on the fields of the DMBL. So let's
put down our calculators and play ball!
Cecil Fielder was the first
selection in the DMBL's inaugural draft in 1991. Since then he's
enjoyed a solid career as
a member of seven DMBL teams. He is now retired and serves as the color
man for the Columbia Rattlesnakes radio team. Click Here
for past articles.
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