Predicting The 2014 Baseball Postseason

Now that Major League Baseball’s regular season has ended with the wild wildcard win by the Kansas City Royals over the Oakland A’s and with the Pittsburgh Pirates being eliminated by the San Francisco Giants, I've once again begun analyzing the probability of each team advancing through each round of baseball’s postseason. The Los Angeles Dodgers (71%) and the Washington Nationals (68%) have the greatest chance of advancing to the National League Championship Series going into their first Division Series games. The Kansas City Royals (61%) and Baltimore Orioles (64%) after winning the first game of their Division Series have turned themselves from underdogs into favorites.

Now that Major League Baseball’s regular season has ended with the wild wildcard win by the Kansas City Royals over the Oakland A’s and with the Pittsburgh Pirates being eliminated by the San Francisco Giants, I've once again begun analyzing the probability of each team advancing through each round of baseball’s postseason.

The Los Angeles Dodgers (71%) and the Washington Nationals (68%) have the greatest chance of advancing to the National League Championship Series going into their first Division Series games. The Kansas City Royals (61%) and Baltimore Orioles (64%) after winning the first game of their Division Series have turned themselves from underdogs into favorites.


Image of Andrew McCutchen: Credit: RJ Schmidt, Flckr. CC BY-ND 2.0

Each year, at the season’s start, I project the number of wins each team should earn. Back in March, my model picked 7 of the 10 post-season teams, a result as good or better than most of the experts at Yahoo Sports, Sports Illustrated, ESPN etc.  My method uses a Markov process approach, originally published in the journal Operations Research, and it enables one to assess prospective trades and evaluate who should win the Most Valuable Player and Cy Young Awards among various other applications.


Team Game 1 Game 2 Game 3 Game 4 Game 5
  Starter P(win) Starter P(win) Starter P(win) Starter P(win) Starter P(win)
DET-Tigers Scherzer 0.494 Verlander 0.456 Price 0.618 Porcello 0.568 Scherzer 0.494
BAL-Orioles Tillman 0.506 Chen 0.544 Gausman 0.382 Norris 0.432 Tillman 0.506
KCA-Royals Vargas 0.430 Ventura 0.375 Shields 0.593 Guthrie 0.405 Vargas 0.430
ANA-Angels Weaver 0.570 Shoemaker 0.625 Wilson 0.407 Rasmus 0.595 Weaver 0.570
                     
SLN-Cardinals Waiwright 0.336 Lynn 0.378 Lackey 0.462 Miller 0.528 Wainwright 0.336
LAN-Dodgers Kershaw 0.664 Greinke 0.622 Haren 0.538 Hernandez 0.472 Kershaw 0.664
                     
SFN-Giants Hudson 0.357 Petit 0.464 Vogelsong 0.431 Bumgarner 0.530 Hudson 0.357
WAS-Nationals Zimmerman 0.643 Strasburg 0.536 Roark 0.569 Gonzalez 0.470 Zimmerman 0.643

For the series, we have the following probabilities of winning each match-up:

    Win in 3 Win in 4 Win in 5 P(win series)
American League Tigers vs.Orioles        
  Tigers win 0.139 0.224 0.186 0.549
  Orioles win 0.105 0.156 0.190 0.451
           
  Royals vs. Angels        
  Royals win 0.096 0.142 0.161 0.399
  Angels win 0.145 0.243 0.213 0.601
           
National League          
  Cardinals vs. Dodgers        
  Cardinals win 0.059 0.148 0.122 0.330
  Dodgers win 0.222 0.2-7 0.242 0.671
           
  Giants vs. Nationals        
  Giants win 0.071 0.162 0.132 0.365
  Nationals win 0.196 0.201 0.238 0.635


On my website, I provide the likelihood of each team taking the series in a given number of games. These numbers are revised as the probabilities change with the progression of each series.

During the season I also apply the model to determine whether it is worthwhile to wager on games each day during the baseball season. My picks have led to positive results for 9 of the 14 years (counting 2014’s thus far somewhat disappointing performance) he has been doing this.

My MVP and Cy Young results and the updated method to produce them have appeared in the International Journal of Performance Analysis in Sports. The model computes the probability of a team with given hitters, bench, starting pitcher, lineup, relievers scoring any number of runs along with home field advantage to compute the chance each team has to win a game. 

My model also tied for first this season at Baseballphd.net’s annual contest to pick the teams who would make it to the playoffs.after being the sole winner 3 times from 2010-2013.

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