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Oh, K Correl.
2005-04-13 21:58
by Mike Carminati

Last week Toaster-mate Will Carroll posed to the group the musical question:

"I was thinking ... they showed the all-time K leaders on tonight's game and all of them were modern era, all playing into the 80s. There's probably a simple answer to this. In context and era-adjusted, how much are Clemens and Johnson's K stats 'inflated', like most think modern home run stats are.

"Better, is there any connect between climbing K rates and HR rates?"

Never one to back down from a challenge, when it doesn't require me to get up off my duff and turn off the TV, I investigated.

Sure enough, there are more than two times as many strikeouts per plate appearance today than in 1920 (actually 2.15 times in the AL and 2.23 in the NL). Also, homers per plate appearance correlate to many strikeouts per plate appearance surprisingly well when compared to other statistics (with a coefficient of .779).

Here it is compared to other ratios (based on per-league data) correlated to strikeouts per plate appearance. The higher the correlation, the better. A correlation of 1.000 (like BA) would be perfect. A negative correlation means that the statistic correlates inversely, i.e., goes up when strikeouts go down and vice versa:

Lg BALg OBPLg SLUGLg OPSTot HRHRperPABBperPA
-0.485-0.0370.3280.2010.8100.7790.442

I guess it's not much of a surprise that batting average and on-base percentage are negatively impacted by high strikeout totals. However, it might be surprising that walks though not correlated to K's all that well, do increase as strikeouts increase. Also, though homers correlate the best to K's, slugging percentage does not, indicating that the other components of slugging are not affected positively by the big swing that might lead to a K.

One other correlation of note, home runs and walks (per plate appearance) have a coefficient of .577. Yes, it's better than the ratios, but not by much (especially when one considers that most of them top out at around 1.000). However, it does indicate that even though there might be years with big swings for the fences, it doesn't mean that it leads to fewer walks.

For you completists in the crowd—you know who you are—here is a table for all seasons all-time:

YrLgLg BALg OBPLg SLUGLg OPSHRperPABBperPAKperPA
1871NA.287.312.384.695.0040.035.016
1872NA.286.297.347.644.0020.016.016
1873NA.290.303.355.659.0030.019.014
1874NA.274.282.333.616.0020.012.000
1875NA.254.261.310.571.0020.009.000
1876NL.265.277.321.598.0020.016.029
1877NL.271.289.338.627.0020.025.052
1878NL.259.279.319.598.0020.026.077
1879NL.255.271.329.599.0020.021.075
1880NL.245.267.320.587.0020.030.080
1881NL.260.290.338.628.0030.041.070
1882AA.244.271.312.582.0030.036.068
1882NL.251.279.342.622.0050.037.084
1883AA.252.282.331.613.0040.040.081
1883NL.262.290.360.650.0040.037.095
1884AA.240.278.326.604.0050.041.112
1884NL.247.287.340.626.0090.053.126
1884UA.245.272.316.588.0040.036.153
1885AA.246.292.328.620.0040.050.100
1885NL.241.284.322.606.0050.056.101
1886AA.243.305.323.628.0040.075.112
1886NL.251.300.342.641.0070.065.117
1887AA.273.337.367.704.0050.078.072
1887NL.269.326.381.707.0100.070.073
1888AA.238.297.315.612.0050.064.103
1888NL.239.285.325.609.0080.052.100
1889AA.262.333.354.687.0070.086.097
1889NL.264.334.359.693.0090.087.084
1890AA.253.330.332.662.0050.091.103
1890NL.254.329.342.671.0060.090.086
1890PL.274.351.378.729.0070.097.069
1891AA.255.338.344.682.0070.097.092
1891NL.252.325.342.667.0070.088.084
1892NL.245.317.327.644.0060.087.084
1893NL.280.356.379.736.0070.096.052
1894NL.309.379.435.814.0100.091.052
1895NL.296.361.400.761.0080.081.057
1896NL.290.354.387.741.0060.078.057
1897NL.292.354.386.741.0060.075.059
1898NL.271.334.347.681.0040.073.061
1899NL.282.343.366.710.0050.071.055
1900NL.279.339.366.705.0060.070.062
1901AL.277.333.371.704.0050.066.065
1901NL.267.321.348.669.0050.063.099
1902AL.275.331.369.700.0060.067.065
1902NL.259.313.319.631.0020.062.093
1903AL.255.303.344.648.0040.055.102
1903NL.269.331.349.679.0040.073
1904AL.244.295.321.616.0030.057.110
1904NL.249.306.322.628.0040.065
1905AL.241.299.314.613.0030.066
1905NL.255.315.332.647.0040.070
1906AL.249.303.318.621.0030.062
1906NL.244.310.310.620.0030.075
1907AL.247.302.309.611.0020.062
1907NL.243.308.309.616.0030.074
1908AL.239.294.304.598.0030.062
1908NL.239.299.306.605.0030.068
1909AL.244.303.309.611.0020.065
1909NL.244.310.314.624.0030.078
1910AL.243.308.313.621.0030.073
1910NL.256.328.338.666.0050.086.095
1911AL.273.338.358.696.0040.076
1911NL.260.335.356.691.0070.091.102
1912AL.265.333.348.681.0030.082
1912NL.272.340.369.710.0060.083.099
1913AL.256.325.336.661.0040.082.103
1913NL.262.325.354.679.0070.076.099
1914AL.248.319.323.642.0030.084.110
1914FL.263.328.355.682.0060.078.112
1914NL.251.317.334.651.0060.078.101
1915AL.248.325.326.651.0030.091.105
1915FL.255.320.340.661.0050.079.100
1915NL.248.309.331.640.0050.071.103
1916AL.248.321.324.645.0030.087.101
1916NL.247.303.328.632.0050.066.106
1917AL.248.318.320.638.0030.083.090
1917NL.249.305.328.633.0040.066.097
1918AL.254.323.322.646.0030.084.079
1918NL.254.311.328.638.0040.067.077
1919AL.268.333.359.692.0060.079.084
1919NL.258.311.337.648.0050.063.079
1920AL.283.347.387.734.0080.080.077
1920NL.270.322.357.679.0060.064.077
1921AL.292.356.408.765.0100.081.074
1921NL.289.338.397.736.0100.062.072
1922AL.285.348.398.746.0110.079.074
1922NL.292.348.404.753.0110.072.070
1923AL.283.351.388.739.0090.085.075
1923NL.286.343.395.737.0110.073.071
1924AL.290.358.397.755.0080.086.067
1924NL.283.337.392.729.0110.068.072
1925AL.292.360.408.768.0110.088.068
1925NL.292.348.414.762.0130.073.071
1926AL.281.351.392.743.0090.088.072
1926NL.280.338.386.724.0090.074.071
1927AL.286.352.399.751.0090.084.070
1927NL.282.339.386.725.0100.072.073
1928AL.281.344.397.741.0100.080.078
1928NL.281.344.397.741.0130.080.071
1929AL.284.349.407.756.0120.084.075
1929NL.294.357.426.783.0160.082.071
1930AL.288.351.421.772.0140.082.085
1930NL.303.360.448.808.0180.075.079
1931AL.278.344.396.740.0120.086.083
1931NL.277.334.387.721.0100.074.081
1932AL.277.346.404.750.0150.090.083
1932NL.276.328.396.724.0140.066.081
1933AL.273.342.390.732.0130.091.081
1933NL.266.317.362.679.0100.064.076
1934AL.279.351.399.750.0140.095.088
1934NL.279.333.394.727.0140.069.088
1935AL.280.351.402.753.0140.094.081
1935NL.277.331.391.722.0140.069.085
1936AL.289.363.421.784.0150.098.081
1936NL.278.335.386.722.0130.074.087
1937AL.281.355.415.770.0160.098.091
1937NL.272.332.382.714.0130.078.096
1938AL.281.358.415.773.0180.102.088
1938NL.267.329.376.705.0130.079.087
1939AL.279.352.407.759.0160.096.089
1939NL.272.335.386.721.0140.081.088
1940AL.271.342.407.750.0180.093.098
1940NL.264.326.376.702.0140.079.091
1941AL.266.341.389.730.0150.097.091
1941NL.258.326.361.688.0120.087.092
1942AL.257.329.357.686.0110.092.088
1942NL.249.318.343.661.0110.087.089
1943AL.249.322.341.663.0100.091.095
1943NL.258.324.347.672.0090.085.085
1944AL.260.325.353.678.0100.083.089
1944NL.261.326.363.689.0120.083.082
1945AL.255.325.346.671.0090.089.090
1945NL.265.333.364.696.0120.086.080
1946AL.256.328.364.692.0140.093.110
1946NL.256.329.355.684.0120.093.094
1947AL.256.333.364.698.0140.100.097
1947NL.265.338.390.729.0190.094.095
1948AL.266.349.382.731.0150.108.089
1948NL.261.333.383.715.0180.093.100
1949AL.263.353.379.732.0160.117.091
1949NL.262.334.389.723.0190.092.096
1950AL.271.356.402.759.0200.111.094
1950NL.261.336.401.737.0230.095.105
1951AL.262.342.381.723.0170.102.096
1951NL.260.331.390.721.0210.091.099
1952AL.253.330.365.695.0170.097.108
1952NL.253.323.374.697.0190.088.112
1953AL.262.336.383.720.0180.093.103
1953NL.266.335.411.747.0250.089.111
1954AL.257.331.373.704.0170.097.107
1954NL.265.335.407.742.0230.092.107
1955AL.258.336.381.717.0200.100.113
1955NL.259.328.407.735.0270.090.115
1956AL.260.341.394.735.0220.104.121
1956NL.256.321.401.722.0260.085.121
1957AL.255.326.382.708.0220.091.122
1957NL.260.322.400.722.0250.081.128
1958AL.254.322.383.705.0230.087.129
1958NL.262.328.405.733.0250.086.131
1959AL.253.323.384.707.0230.089.128
1959NL.260.325.400.725.0240.084.138
1960AL.255.328.388.716.0230.093.126
1960NL.255.319.388.707.0220.083.145
1961AL.256.329.395.724.0250.095.134
1961NL.262.327.405.732.0250.085.140
1962AL.255.325.394.719.0250.091.137
1962NL.261.327.393.720.0230.085.145
1963AL.247.312.380.692.0240.082.150
1963NL.245.306.364.669.0200.075.157
1964AL.247.315.382.696.0250.085.161
1964NL.254.311.374.685.0200.072.151
1965AL.242.311.369.680.0220.087.158
1965NL.249.311.374.685.0210.077.157
1966AL.240.306.369.674.0230.082.157
1966NL.256.313.384.697.0220.072.152
1967AL.236.303.351.654.0200.082.164
1967NL.249.310.363.673.0180.076.155
1968AL.230.297.339.637.0180.081.160
1968NL.243.300.341.641.0150.070.156
1969AL.246.321.369.690.0220.095.146
1969NL.250.319.369.688.0200.087.157
1970AL.250.322.379.701.0240.092.148
1970NL.258.329.392.721.0220.092.152
1971AL.247.317.364.681.0200.089.143
1971NL.252.316.366.683.0190.082.143
1972AL.239.306.343.649.0170.083.147
1972NL.248.315.365.680.0190.085.149
1973AL.259.328.381.710.0210.089.132
1973NL.254.322.376.698.0210.087.141
1974AL.258.323.371.694.0190.083.129
1974NL.255.326.367.693.0170.091.133
1975AL.258.328.379.707.0200.090.129
1975NL.257.327.369.696.0160.090.131
1976AL.256.320.361.681.0150.083.124
1976NL.255.320.361.681.0150.085.130
1977AL.266.330.405.735.0230.084.130
1977NL.262.328.396.724.0220.087.140
1978AL.261.326.385.711.0200.085.118
1978NL.254.320.372.692.0170.086.135
1979AL.270.334.408.743.0230.086.117
1979NL.261.325.385.709.0190.084.134
1980AL.269.331.399.731.0210.083.119
1980NL.259.320.374.695.0170.081.133
1981AL.256.321.373.693.0190.084.121
1981NL.255.319.364.683.0150.084.129
1982AL.264.328.402.730.0240.084.126
1982NL.258.319.373.692.0180.080.139
1983AL.266.328.401.728.0220.082.127
1983NL.255.322.376.698.0190.087.145
1984AL.264.326.398.724.0230.083.133
1984NL.255.319.369.688.0170.083.148
1985AL.261.327.406.733.0250.086.136
1985NL.252.319.374.692.0190.086.145
1986AL.262.330.408.737.0260.088.150
1986NL.253.322.380.702.0210.089.157
1987AL.265.333.425.759.0300.089.154
1987NL.261.328.404.732.0240.088.156
1988AL.259.324.391.715.0220.084.143
1988NL.248.310.363.673.0170.079.151
1989AL.261.326.384.709.0200.084.143
1989NL.246.312.365.678.0180.085.154
1990AL.259.327.388.715.0210.088.147
1990NL.256.321.383.704.0210.084.151
1991AL.260.329.395.724.0220.089.148
1991NL.250.317.373.689.0190.085.156
1992AL.259.328.385.713.0200.089.140
1992NL.252.315.368.684.0170.081.154
1993AL.267.337.408.745.0240.091.148
1993NL.264.327.399.726.0220.082.154
1994AL.273.345.434.779.0280.095.154
1994NL.267.333.415.747.0250.084.164
1995AL.270.344.427.771.0270.096.154
1995NL.263.331.408.739.0250.086.171
1996AL.277.350.445.795.0310.096.157
1996NL.262.330.408.738.0250.086.174
1997AL.271.340.428.768.0280.090.166
1997NL.263.333.410.744.0250.088.175
1998AL.271.340.432.771.0280.088.164
1998NL.262.331.410.741.0260.087.174
1999AL.275.347.439.786.0300.094.158
1999NL.268.342.429.771.0290.095.169
2000AL.276.349.443.792.0300.096.157
2000NL.266.342.432.773.0300.096.171
2001AL.267.334.428.762.0290.083.166
2001NL.261.331.425.756.0300.086.180
2002AL.264.331.424.755.0280.084.163
2002NL.259.331.410.741.0260.090.173
2003AL.267.333.428.761.0290.082.158
2003NL.262.332.417.749.0270.087.170
2004AL.270.338.433.771.0290.085.164
2004NL.263.333.423.756.0280.087.173

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