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Which Statistics are the Best Predictors in Baseball?
Baseball is a game of statistics. Detailed statistics are kept
on every player and are widely available (from the web to backs
of collectable baseball cards). There are so many different
statistics that it is not clear what is the "best" way to measure
the ability of a player or a team.
For batters, for example, batting average, slugging percentage and
on-base percentage are all recorded. (How to compute these statistics
is available in many places, for example, an
Alaskan softball league
gives formulas along with information about snowshoe softball.
You will need to find statistics for starting
players of major league teams.
Remember that this is hard, major league general managers and owners
try very hard to answer exactly these questions.
But fans have been smarter than owners
since the game began, so give it a try.
Getting Started
- Which of the batting statistics for a team, average batting average,
average slugging percentage or average on-base percentage, is the best
predictor of a team's success (say in number of games won over a season).
How can you tell which statistic is a better predictor?
- Is it better to have a few very good (high average) hitters and
the rest mediocre or have all moderately good hitters? (That is, if
you use only the averages of the 4 best batters on a team, does the
predictive power of the batting statistics get better or worse?)
- What about pitching statistics? Is ERA or strikes/balls ratio
a better measure of pitching performance?
- Which is more important, hitting or pitching?
Going Deeper
The key to answering the
questions above is deciding which statistic
more accurately reflects the outcome of games. Radio announcers
and the people that call them on the phone argue endlessly about
what is more important. Few of them have more than a "feeling"
about how to judge the which statitics are more reliable predictors.
Based on your work above, come up with a quantitative criterion
which allows you to say one statistic is better than another.
Communicated by G. Hall.
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