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June 18, 2009

Checking the Numbers

Who Spiked the OBP?

by Eric Seidman


Last week, we profiled Pedro Feliz of the Phillies, noting his abnormally high on-base percentage and calculating the probability that a player so historically poor at reaching base safely would exceed his 90th-percentile PECOTA in this specific area. The odds were low, to say the least, with Feliz having just a 2.4 percent chance of hovering around .360 over a 52-game stretch while having a paltry .292 career rate. Though past performance is not always a concrete indicator of what will happen in the future, the number of people in the the camp optimistic that Feliz's rate can remain as high for the remainder of the season has to be fewer in population than the number of fans inspired by Nickelback lyrics. But what if it does remain in the same vicinity, and Feliz finishes the season with an on-base percentage higher than .340? How often do rate shifts in this department occur? Have those with similarly large OBP spikes been able to maintain the rates as new skills? Or can they be chalked up as extreme outliers?

Before the season began, I placed Cliff Lee under the rate-shift microscope, investigating how frequently pitchers have managed to reverse their ground-ball and fly-ball percentages, as well as whether or not those shifts stuck. The research concluded that shifts as vast as the one experienced by Lee last season, after a few seasons at an established lower level, were few and far between; however, those capable of altering their balls-in-play results to such an extent were increasingly more likely to sustain the new rates as the years progressed. A similar methodology could be employed with regards to Feliz and the OBP-spike gang.

To begin, I queried for all batters with at least 200 plate appearances in five straight seasons from 1954 onward. The resulting set, comprised of 5,688 player seasons, was not grouped by hitter, because there were several spans present for some players, for instance: Bobby Abreu from 2000-04, 2001-05, 2002-06, and so forth. When grouped, 1,107 distinct players emerged. With the players pooled, the next step involved extracting only those with on-base percentages equal to, or below, .330 in each of the first four qualifying seasons. Of the 653 player seasons with a .330 OBP or below in four straight seasons, only 250 players were unique.

The weighted average of those four seasons was calculated and subtracted from the on-base percentage posted in the fifth season. These steps essentially offered up players with consistently poor rates over a predetermined span, and their deltas in the fifth season. Only those players with deltas in excess of 30 points were granted further admission, allowing just 97 seasons belonging to 87 unique players to move on in our contest. For those keeping score, relative to unique players, 23 percent were consistently poor in the OBP front, and 35 percent of that group jumped by 30 or more points following four low-rate seasons. How did those 87 hitters with substantial spikes fare in the next campaign? The cutoff was set at 15 points, so that a player who jumped up to, say, .350, could drop no lower than .335 in the sixth year.

Only 16 of the 87 players, or 18.4 percent, were able to sustain their new rates. Unlike the earlier research on Lee and ground-ball rates, no real trend emerges here. There are few players capable of lasting in the big leagues with such poor on-base percentages, so a jump is somewhat expected, or else they might find themselves seeking other forms of employment. That such a low percentage of these jumps are sustained speaks to the ingredients that make up on-base percentages, but before digging deeper, here are the 16 players and some of their data:


Player            Year1-4  Avg OBP  Yr5 OBP  Delta
Luis Aparicio     1965-68   .293     .352     .059
Barry Bonnell     1978-81   .302     .342     .040
Bob Boone         1984-87   .285     .352     .067
Ed Brinkman       1965-68   .257     .328     .071
Enos Cabell       1979-82   .293     .335     .042
Bert Campaneris   1970-73   .299     .347     .048
Roberto Clemente  1956-59   .318     .357     .039
Dave Concepcion   1970-73   .290     .335     .045
Wes Covington     1959-62   .318     .354     .036
Gary Gaetti       1991-94   .294     .329     .035
Charlie Hayes     1989-92   .283     .355     .072
Don Kessinger     1965-68   .282     .332     .050
Dave Kingman      1974-77   .286     .336     .050
Tommy McCraw      1968-71   .293     .333     .040
John Shelby       1984-88   .281     .320     .039
Robin Yount       1978-81   .316     .379     .063

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Prospectus Today: A Pi... (06/18)
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