Green Lights Going Wrong, 2013
First unnecessary reminder: big-league baseball players are extraordinarily talented, each and every one of them. Second unnecessary reminder: big-league baseball players are also imperfect, prone to frequent mistakes. For evidence of the former, consider most of the action in every game, where pitchers are throwing balls that move at 95 miles per hour and hitters are sometimes hitting them fair and far. For evidence of the latter, consider missed spots or off-balance swings. Consider errors on what would ordinarily be routine plays. Baseball games are littered with material for the positive and cynical alike.
A fun thing to examine is pitcher strike rates in 3-and-0 counts against pitchers, or in 3-and-0 counts with the bases loaded. You’d expect much higher strike rates than you actually observe. In this way, we see that pitchers are flawed when it comes to their ability to throw to a rectangle. Sticking with 3-and-0 counts, we can find something of a hitter equivalent. In those counts, pitchers usually want to throw strikes. In those counts, hitters usually want to swing only at hittable strikes. So we can find hitter mistakes by exploring swings in 3-and-0 counts at pitches out of the zone. You can think of them as momentary breakdowns in discipline.