May 4, 2004  

In-season Report Card: The First Quarter

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 40 or so games -- which amounts (yes, already) to about a quarter of the 2004 season.

Pythagorean Baseball

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 40 or so 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 233 180
+53 0.626 26 16 0.643 27 15 +1
Vancouver
217 167
+50 0.643 25 15 0.650 26 14 +1
Carolina
218 174
+44 0.548 25 16 0.634 26 15 +1
Stanhope
237 193 +44 0.513 24 16 0.625 25 15 +1
Arkansas 221 189 +32 0.508 24 18 0.500 21 21 -3
Columbia
175 155 +20 0.507 24 18 0.619 26 16 +2
Phoenix
220 210 +10 0.501 20 19 0.564 22 17 +2
Tijuana 201 196 + 5
0.471 20 19 0.513 20 19 0
Philly
205 223 -18 0.457 18 21 0.410 16 23 -2
Harrison
204 229 -25 0.448 18 22 0.500 20 20 +2
Hillsboro
203
245 -42 0.440 18 25 0.395 17 26 -1
Honolulu
154 200 -46 0.440 15 25 0.350 14 26 -1
Hoboken
147 209 -62 0.440 14 28 0.310 13 29 -1
Westwood
129 194 -65 0.387 12 27 0.282 11 28 -1

The numbers say unluckiest team over the first quarter was a team that, most of the other owners will agree, doesn't need any luck: The Arkansas Golden Falcons. The defending DMBL champions are 21-21 and tied for 8th place, but their +32 run-differential says they should have the fifth-best record in baseball at 24-18, just 2 games out of 1st-place overall! The second-biggest underachiever are the Philadelphia Endzone Animals, who have the league's fifth-worst record at 16-23. Their -18 run-differential says they should be about two games better than that, at 18-21 -- which would move them up one place in the standings, from 10th to 9th overall.

When it comes to performing better than the numbers expected, the Harrison Rats were one of three teams that posted an actual record that was two games better than what it "should" have been. Instead of breaking even over the first quarter at 20-20, the Rats' run-scored differential says they should be more like 18-22 -- dropping them from a tie for eighth place all the way back to 10th place. The two other teams that are two games luckier than the formula says they should be are the Columbia Rattlesnakes and the Phoenix Dragons. Each team would drop one place in the overall standings. 

Interestingly enough, Pythagoras also tells us that top four teams and the bottom four teams are all one game off from where the numbers say they should be! At the top of the standings, the Vancouver Iron Fist, the Newark Sugar Bears, the Carolina Mudcats and the Stanhope Mighty Men are each one win better than expected; at the back of the pack, the Hillsborough Destroyers, the Honolulu Sharks, the Hoboken Cutters and the Brooklyn Bean Counters are each one win worse.

The Pythagorean Standings for the four teams on top and the four on the bottom aren't much different from the actual ones, however. The order in the basement is exactly the same, and at the top it is only slightly shuffled, with Newark and Vancouver tied for first, followed by Carolina a half-game back and Stanhope a half-game behind them.

The only team that performed exactly as the numbers predicted over the first-half were the 7th-place Tijuana Banditos. But with all the shuffling going on among the other teams, the Banditos would slip from 7th place to 8th, even with the same .513 winning percentage.

One Is the Loneliest Number

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 quarter, 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. +/-
Columbia
10 4 0.619 11  5 0.688 +1
Phoenix
5 4 0.564 6  3 0.667 +1
Vancouver
5
 3
0.650 5 3 0.625 0
Harrison
3
2
0.500
3 2 0.600 0
Hoboken
3
6
0.310
5 4 0.556 +2
Newark
8
5
0.643
7 6 0.538 -1
Carolina
9
6
0.634
8 7 0.533 -1
Stanhope
4
2
0.625
3 3 0.500 -1
Tijuana
6
6
0.513
6 6 0.500 0
Hillsboro
5
8
0.395
6 7 0.462 +1
Arkansas
5
5
0.500 4 6 0.400 -1
Honolulu
4
6
0.350 3
7 0.300 -1
Philly
3
4
0.410 2 5 0.286 -1
Westwood
3
8
0.282
3 8 0.273 0

The Hoboken Cutters have the league's second-worst record, but they rank fifth when it comes to one-run games, taking five out of nine this season -- two more than predicted by their Pythagorean Won-Loss Percentage. Three other teams are one win better than expected: The Columbia Rattlesnakes, who have the league's best record (11-5) in one-run games; the The Phoenix Dragons, who rank second (6-3); and the Hillsborough Destroyers, who -- even at 6-7 in one-run games -- are a game better than they "should" be. Four other teams -- the Vancouver Iron Fist, Harrison Rats, Tijuana Banditos and Westwood Deductions -- are in line with their predicted performance, while the league's other six teams are one win worse than the formula expected them to be.

Did You Know? We're not sure what this means, but it's interesting: Columbia, the team with the best record in one-run games, also has played the most one-run games. The Rattlesnakes won or lost by just one run in 16 of their first 42 games this season -- or roughly 38 percent of their games! The league average is about 25 percent so far this season... The Mudcats (36%), Sugar Bears (31%), Banditos (30%) and Destroyers (30%) also have been in a lot of close games over the first quarter. Conversely, the Rats have played in just five one-run games (12.5%), followed by the Mighty Men (15%) and Endzone Animals (18%).

So What Does It Mean?

Looking at Pythagorean Winning Percentage and One-Run Winning Percentage from the first-quarter, we can make some predictions about how the rest of the season will go, assuming luck evens out over the course of 162 games.

The unluckiest team over the first quarter: The Arkansas Golden Falcons, who were four games worse than would be expected based on the numbers. Other underachievers: The Philadelphia Endzone Animals (-3), the Honolulu Sharks (-2) and the Westwood Deductions (-1).

The luckiest teams were the Columbia Rattlesnakes and the Phoenix Dragons, who were each three games better than their expected records. The Harrison Rats (+2), Hoboken Cutters (+1) and Vancouver Iron Fist (+1) have also been playing over their heads, in theory, over the first quarter.

Breaking even: The Carolina Mudcats, Hillsborough Destroyers, Newark Sugar BearsStanhope Mighty Men and Tijuana Banditos are all just about where the numbers say they should be. Interestingly enough, the Banditos were a perfect "0" -- dead on with estimates from both the Pythagorean Winning Percentage and One-Run Winning Percentage formulas.

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.