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Fun with park factors

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You've probably heard a lot about park factors, but you might not know exactly what they are. Here's what you need to know.

Among most sports, baseball is unique in that the stadium in which the game is played has a tangible effect on the game itself. This can be attributed to the paucity of defined standards for a park's construction, for which there are many reasons. In a nutshell, many parks date to a time when standards didn't exist for anything, and by the time people realized that standardization would be advantageous, it was too unfeasible to actually be completed. Hence, thirty different ballparks.

The fun part of this, for a statistically-inclined person such as myself, is that it gives us another angle of the game to analyze: park factors. For the sake of neutrality, we evaluate every player on an equal scale, which means that players are credited or debited for the park in which they play. All of the inherent benefits or costs of a particular stadium are boiled down into one simple number.

FanGraphs keeps track of these simple park factors for every year since 1871. The more complex ones, however, only go back to 1974, so our discussion will focus on those 40 years for now. As with many things statistical-y, 100 is the major-league average. In addition to the overall factors, FanGraphs provides figures for singles, doubles, triples, and home runs (each of these is also scaled to 100).

How well do these correlate to one another? As the following table shows, not particularly well:

Overall1B2B3BHR
OverallX0.3790.4260.1780.446
1B0.379X0.0610.0530.045
2B0.4260.061X0.2460.023
3B0.1780.0530.246X0.009
HR0.4460.0450.0230.010X

By using Pearson's r², we can measure the association between each of the variables. The strongest correlations to be found are between the overall park factors and the ones for doubles and home runs, but even they aren't all that significant -- a good r² for this would be in the .5 range. For the most part, these park factors seem to exist independent of one another. They're still fairly consistent, though:

Overall1B2B3BHR
SD4.042.195.1612.877.62
YTY (r²)0.9300.8820.9340.9420.940

All five correlate extremely well year-to-year, and there isn't a whole ton of variation among them (except for triples).

Now let's look at the individual figures. Each team has one per season (obviously), and since there have been 1108 team seasons in the past 40 years, there are 1108 of each park factor over that span as well. Looking at the histogram of overall park factors over the past 40 years, there's definitely a positive skew:

Overall

While the histograms for the other factors vary in their spread, they all share the same positivity, to varying extents:

Singles

Doubles

Triples

Home_runs

As was mentioned earlier, the histogram for triples has the widest spread and the most modes by far, as triples aren't nearly as consistent year-to-year. Singles and doubles are fairly tightly distributed, and home runs are spread more finely, although they're much more unimodal than triples.

The aforementioned 1108 seasons occurred in 55* different ballparks. How do these compare to one another? Which favor the hitting-folk, and which are more inclined toward the ones who hurl?

*Well, 54 -- in 1974 and 1975, the Yankees and Mets shared Shea Stadium. It has different factors for each of them, though, so it's listed as two different parks.

FieldYears UsedOverall (Average)1B (Average)2B (Average)3B (Average)HR (Average)
Coors Field1995-116.1108.5108.8124.7117.1
Mile High Stadium1993-1994114106104163106
Atlanta-Fulton County Stadium1974-1996105.4102.9100.689.5114.4
Globe Life Park1994-104.7102102.2116.7105.2
Chase Field1998-104.4100.9105.4125.7103.9
Wrigley Field1974-104.2101.6100.898.6109.7
Fenway Park1974-104.1101.9112.310199.3
Jarry Park Stadium1974-197610410499108103
Exhibition Stadium1977-1989103.298.5107.8117.9103.2
Yankee Stadium (II)2009-1031009784.8110
Metrodome1974-2009102.1100.5103.5111.699.8
Kauffman Stadium1974-101.9101.7105.7121.292.9
Riverfront Stadium1974-2002101.798.2105.498.2104.2
Great American Ball Park2003-101.798.699.390.4110.4
Kingdome1977-1999101.498103.695110.1
Citizens Bank Park2004-101.499.499.894.4106.1
Rogers Centre1990-101.298104106.2104.2
Comiskey Park1974-1990101.1100.499.1116.793.9
Veterans Stadium1974-2003101.198.1104.7107.6101.1
Marlins Park2012-10110110110989
U.S. Cellular Field1991-100.899.19793.9105.9
Tiger Stadium1974-1999100.79895.699.5108.6
Cleveland Stadium1974-1993100.710297.491.8100.6
Three Rivers Stadium1974-2000100.699.1102.8102.7100.4
Minute Maid Park2000-100.499.698.7108.6104.5
Miller Park2001-100.197.2100.2100104.8
Olympic Stadium1977-200410098.5104.510396
Target Field2010-10010110110993
Nationals Park2008-100101.51019799.5
Camden Yards1992-99.8101.195.887.8104.9
Comerica Park2000-99.6101.996.9119.196.6
Arlington Stadium1974-199399.6101.398.294.698.7
Milwaukee County Stadium1974-200099.410198.199.595.2
Busch Stadium (II)1974-200599.499.9101.710793.9
Progressive Field1994-99.2100.4101.187.997.2
Turner Field1997-99.1100.597.997.697.7
PNC Park2001-98.6101.7102.993.893.2
Angel Stadium of Anaheim1974-98.3100.596.686100.7
Yankee Stadium (I)1976-200898.299.796.693.1100.1
Shea Stadium (Yankees)1974-197598981019797
Tropicana Field1998-97.999.198.4108.797.9
Sun Life Stadium1993-201197.999.297.8109.695.1
Candlestick Park1974-199997.598.797.594.796.8
AT&T Park2000-97.2100.4100.1111.690.7
Busch Stadium (III)2006-97100.596.992.591.9
Shea Stadium (Mets)1974-200896.999.696.991.997.2
Memorial Stadium1974-199196.898.196.980.799.2
Citi Field2009-96.698.295.810197
O.co Coliseum1974-96.298.694.591.395.9
Qualcomm Stadium1974-200396.19994.196.499.7
RFK Memorial Stadium2005-200796989810291
Safeco Field2000-95.798.495.988.395.2
Dodger Stadium1974-95.7100.591.978.598.1
Astrodome1974-199994.798.698.8105.384.8
Petco Park2004-92.196.991.5104.490.6

Obviously, some parks (Colorado, Texas) favor scoring, while others (San Diego, Los Angeles) don't. Some confirm their reputations, others don't -- as an Orioles fan, Camden Yards' 99.8 overall factor was pretty surprising.

How about the consistency of each park from year to year?

FieldYears UsedOverall YTY1B YTY2B YTY3B YTYHR YTY
Comerica Park2000-0.9210.6600.8420.5860.889
Coors Field1995-0.9050.8810.6530.5020.892
U.S. Cellular Field1991-0.9010.4380.5160.8750.942
Minute Maid Park2000-0.8900.2660.3780.6110.300
Tropicana Field1998-0.8700.7620.9140.0100.419
Wrigley Field1974-0.8680.7140.7270.7270.879
Qualcomm Stadium1974-20030.8640.4130.7390.3320.913
Camden Yards1992-0.8420.6400.8850.5440.875
Sun Life Stadium1993-20110.8360.6240.8270.7570.585
Tiger Stadium1974-19990.8250.7600.8790.8920.472
Metrodome1974-20090.8170.5620.7340.6440.812
Fenway Park1974-0.8170.7050.8200.5500.897
Progressive Field1994-0.7530.6600.5380.7350.662
AT&T Park2000-0.7480.3610.5570.8340.714
Memorial Stadium1974-19910.7440.7880.5070.6130.868
Exhibition Stadium1977-19890.7150.7370.7450.6270.111
O.co Coliseum1974-0.7140.5290.8920.8400.790
Candlestick Park1974-19990.7050.5650.6860.9320.829
Atlanta-Fulton County Stadium1974-19960.7030.4460.7110.7580.916
Dodger Stadium1974-0.6930.8530.8800.6980.827
Riverfront Stadium1974-20020.6910.6700.7110.7690.660
Kauffman Stadium1974-0.6800.8240.7740.8500.897
Angel Stadium of Anaheim1974-0.6710.5960.7630.6850.881
PNC Park2001-0.6600.3500.8600.4070.798
Three Rivers Stadium1974-20000.6520.7500.4660.3750.684
Rogers Centre1990-0.6030.4460.6140.7000.784
Milwaukee County Stadium1974-20000.5930.6550.4880.5650.567
Arlington Stadium1974-19930.5510.7580.5320.8830.786
Chase Field1998-0.5280.3250.5960.3110.605
Globe Life Park1994-0.5130.6820.6530.2580.664
Veterans Stadium1974-20030.5120.6250.5110.5750.811
Astrodome1974-19990.5100.8400.7400.6340.848
Yankee Stadium (I)1976-20080.4790.4400.3690.9220.781
Kingdome1977-19990.4790.4930.3940.8150.900
Shea Stadium (Mets)1974-20080.4620.5270.4230.7750.759
Olympic Stadium1977-20040.4350.3930.4860.6820.831
Comiskey Park1974-19900.4030.7230.2570.7660.608
Busch Stadium (II)1974-20050.3930.6880.7300.9220.804
Miller Park2001-0.3860.4410.2880.0160.727
Great American Ball Park2003-0.3400.6430.4130.9040.614
Citi Field2009-0.3330.3330.3330.3330.333
Cleveland Stadium1974-19930.2290.7800.7150.6760.708
Citizens Bank Park2004-0.1900.6540.5270.3910.610
Petco Park2004-0.0030.1350.5210.2570.096
Safeco Field2000-0.00040.2520.0060.0260.169
Turner Field1997-0.00020.3970.0190.2680.198
Busch Stadium (III)2006-X0.5630.0280.8320.028
Marlins Park2012-XXXXX
Jarry Park Stadium1974-1976XXXXX
Nationals Park2008-X0.444X0.4440.444
Mile High Stadium1993-1994XXXXX
Target Field2010-XXXXX
Shea Stadium (Yankees)1974-1975XXXXX
Yankee Stadium (II)2009-XXXXX
RFK Memorial Stadium2005-2007XXXXX

(Note: Some ballparks have the "X"; this is because the park factor for them has been the same forever, as they haven't [or didn't] exist enough to have variation.)

For each stadium, there's a different level of constancy for each factor. Moreover, the amount of cohesive factors varies -- Candlestick stays pretty steady across the board, while Safeco is inharmonious on every level.

Lastly, how consistent are they as a whole?

FieldYears UsedOverall SD1B SD2B SD3B SDHR SD
Coors Field1995-5.592.641.604.057.17
Wrigley Field1974-3.241.822.904.897.18
U.S. Cellular Field1991-3.080.7401.677.107.67
Qualcomm Stadium1974-20032.691.201.783.828.82
Camden Yards1992-2.391.183.163.363.43
Atlanta-Fulton County Stadium1974-19962.391.232.284.959.61
AT&T Park2000-2.371.111.227.431.98
Candlestick Park1974-19992.341.172.1011.294.07
Tiger Stadium1974-19992.261.183.726.422.32
Tropicana Field1998-2.250.993.221.961.89
Comerica Park2000-2.220.882.475.904.19
Milwaukee County Stadium1974-20002.181.542.213.491.88
Minute Maid Park2000-2.160.731.286.530.50
Progressive Field1994-2.101.281.095.513.23
Fenway Park1974-2.021.262.803.625.33
Sun Life Stadium1993-20111.961.102.504.681.94
Metrodome1974-20091.920.904.696.173.17
Angel Stadium of Anaheim1974-1.861.022.404.105.23
Three Rivers Stadium1974-20001.851.201.202.933.35
Olympic Stadium1977-20041.840.731.885.594.08
Memorial Stadium1974-19911.800.991.433.064.06
Kauffman Stadium1974-1.801.613.478.845.75
Dodger Stadium1974-1.772.142.923.964.41
Kingdome1977-19991.740.913.395.538.73
Exhibition Stadium1977-19891.661.282.635.702.32
O.co Coliseum1974-1.600.893.155.892.96
Safeco Field2000-1.531.112.311.621.90
Veterans Stadium1974-20031.490.921.814.923.01
Yankee Stadium (I)1976-20081.490.821.398.843.32
Riverfront Stadium1974-20021.471.502.607.264.17
Arlington Stadium1974-19931.471.371.478.034.10
Globe Life Park1994-1.390.671.335.622.79
Astrodome1974-19991.391.552.067.244.66
Chase Field1998-1.320.701.373.492.18
Comiskey Park1974-19901.281.031.324.613.06
PNC Park2001-1.210.821.941.561.92
Shea Stadium (Mets)1974-20081.181.201.365.452.47
Busch Stadium (II)1974-20051.171.072.0013.113.97
Rogers Centre1990-1.110.841.977.923.41
Petco Park2004-1.040.541.572.332.54
Great American Ball Park2003-0.980.461.408.031.20
Cleveland Stadium1974-19930.911.321.423.034.10
Citizens Bank Park2004-0.801.020.872.012.26
Miller Park2001-0.730.770.662.543.14
Turner Field1997-0.540.501.081.850.75
Citi Field2009-0.490.981.479.804.90
Busch Stadium (III)2006-00.500.332.180.33
Marlins Park2012-00000
Jarry Park Stadium1974-197600000
Nationals Park2008-00.5002.000.50
Mile High Stadium1993-199400000
Target Field2010-00000
Shea Stadium (Yankees)1974-197500000
Yankee Stadium (II)2009-0000.430
RFK Memorial Stadium2005-200700000

Like for the aggregate figures, the Triples are more inconsistent than any of the other factors. Some parks don't even have standard deviations, and those that do differ wildly. For the most part, the highest deviations seem to go to parks that are hitter-friendly in that area, and vice versa.

So, there's a lot to learn about park factors, and the best part? This is all subject to change! That's right -- the 3-year regression that FanGraphs uses to derive their park factors means that all of this data will probably be worthless by this time next year. Until then, though, you've probably learned something; at least I have.

. . .

All statistics courtesy of FanGraphs.

Ryan Romano writes for Beyond the Box Score, the FanGraphs Community blog, and Camden Chat that one time. Follow him on Twitter at @triple_r_ if you enjoy angry tweets about Maryland sports and live tweeting about Community, Thursdays at 8/7c after the Olympics. Cool. Coolcoolcool.


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