Previous Years Wins +/- Off-season Moves.
This year I am taking a different approach. I have run some regression statistics and will be using those. I figured that I would explain the process before I actually posted the predictions. I have run a regression analysis on the premise that Win Total is a function of OPS and WHIP. To make it simpler, Winning is a combination of Hitting and Pitching. I chose OPS and WHIP as indicators of each respectively. Running a regression analysis on the past 5 seasons, I came up with this formula:
Win Total = 55.19 + (192.8 * OPS) - (86.2 * WHIP)
Now, you may ask, "How accurate is that formula?" A good question. According to the regression model, the adjusted R squared is .7835. In other words, The above formula accounts for 78.35% of the reason wins are the total that they are. For baseball, this is a fairly strong relationship. There is obviously no way to account for random occurrences fully, so a good 21.65% is still left to chance and situational factors.
So with that formula in mind. I calculated how many wins each team would have won if that formula were perfect. I then took the difference between reality and prediction and multiplied it by 78.35%. So with that, I have come up with the Adjusted Win Total for each team last year.
I will use this as my base prior to adjustment this year rather than actual results. Why do I want to do this? I want to know how good teams were, not how lucky they were. Therefore my formula this year is:
Previous Years Adjusted Wins +/- Opinion of Off-season Moves.
So what exactly are the adjusted win totals that I will be working with?
AL East
- 96 - 66 Boston Red Sox
- 92 - 70 Tampa Bay Rays
- 89 - 73 Toronto Blue Jays
- 87 - 75 New York Yankees
- 68 - 94 Baltimore Orioles
AL Central
- 91 - 71 Chicago White Sox
- 84 - 78 Cleveland Indians
- 84 - 78 Minnesota Twins
- 76 - 86 Detroit Tigers
- 75 - 87 Kansas City Royals
AL West
- 88 - 74 Los Angeles Angels
- 77 - 85 Texas Rangers
- 72 - 88 Oakland Athletics
- 61 - 101 Seattle Mariners
NL East
- 88 - 74 Philadelphia Phillies
- 85 - 77 New York Mets
- 82 - 80 Florida Marlins
- 77 - 85 Atlanta Braves
- 63 - 99 Washington Nationals
NL Central
- 98 - 64 Chicago Cubs
- 87 - 75 Milwaukee Brewers
- 87 - 75 St. Louis Cardinals
- 81 - 81 Houston Astros
- 71 - 91 Cincinnati Reds
- 61 - 101 Pittsburgh Pirates
NL West
- 86 - 76 Arizona Diamondbacks
- 85 - 77 Los Angeles Dodgers
- 74 - 88 Colorado Rockies
- 70 - 92 San Diego Padres
- 68 - 94 San Francisco Giants
Which team was adjusted the most?
Los Angeles Angels (-12 wins)
Feel free to post comments or suggestions. Is there a stat that you think would be better to use than either OPS or WHIP?
2 comments:
Neat enough idea. But some anomalies that stand out to me...
* Toronto with 89 wins? Based on what? Burnett's gone. McGowan's starting the year injured. So is Vernon Wells. What's to like?
* 60 wins for Seattle?! HaHa, awesome. I'm tempted to make a wager with you on them. I say they're over 70 wins.
* I see the Reds as better than just a 70-win team this season.
Otherwise, very nicely done.
Ok, let me clarify what this is. Instead of using the standings from last year as a base, I will be using the above standings as a base of performance from last year. In a couple weeks, I will post a prediction for this years standings that have my personal opinion adjustments added in. These will take into account off-season moves and inklings.
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