
As so often Happens? A fielder makes a spectacular play and then leads off the next inning. Since the dawn of baseball, it's been a common occurrence. Or has it? A PROFESSOR'S RESEARCH IGNITES LOGISTIC FEUDING OVER ONE LEGENDARY STATISTIC
When the Cubs' Moises Alou leaped at the wall for Luis Castillo's 
long foul drive, timing it just right, in the top of the eighth 
inning of Game 6 of last year's National League Championship 
Series at Wrigley Field, why didn't he come down with the ball?
Because a fan interfered, of course, with what would have been a 
great catch. But why did that happen? Was it the 58-year-old 
billy goat curse on the Cubs? Or was it something more subtle: 
the fact that Alou, who had made the last out of the seventh 
inning, was not due to bat in the bottom of the eighth?
Knowing what we know now, alas, it was probably the curse.
You may have wondered lately, What ever happened to "As so often 
happens"? If so, you are not alone. The question is in the air. 
And an ambitious research project has come up with an answer--a 
disturbing answer that has traditionalists grumbling and 
statisticians scratching their heads. 
No one knows when students of the game began to notice how 
frequently it happens: A fielder who makes a great play in one 
half-inning is the leadoff batter in the next. Coincidence? 
Maybe, but a significant one--a nice moment of recognition for a 
hero defender home from the field. "As so often happens," someone 
says in the booth and here and there in the press box and the 
crowd. The pitcher finishes his warmup, the honored defender 
steps into his offensive role, his glove hand perhaps still 
tingling a bit, and the game goes on, a part of its mythos 
reaffirmed.
"As so often happens" may be inherent in the deep structure of 
baseball. We know it entered American literature in 1914, when 
Ring Lardner's blithely confident rookie pitcher Jack Keefe wrote 
to his friend Al in one of the "Letters from a Busher" that 
Lardner would later collect in You Know Me, Al.
Well Al, I busted one down third that should of gone for two 
easy, but that lucky dog Zimmerman must of got bit by a bee, 
'cause he dove just about out of his pants and speared my beauty 
of a liner, to the amazement of all including him. But the same 
Zimmerman was first up next inning, as so often happens, and I 
made him pay. Whiffed him proper, two hard ones and an up-shoot. 
I guess he'll think twice the next time he's inspired by the 
prospect of leading off against somebody with stuff such as mine.
Consider some of the most famous catches in history. In the 1947 
World Series, Al Gionfriddo of the Dodgers went back, back, back 
to the centerfield fence to rob Joe DiMaggio of a home run. As so 
often happens, Gionfriddo led off the next inning. The one 
spectacular fielding play of the '59 Series was the 
back-to-the-plate running catch by White Sox rightfielder Jungle 
Jim Rivera off Charlie Neal of the Dodgers in the fifth game, 
bottom of the seventh. Rivera led off the top of the eighth. In 
the third game of the '69 Series, Tommie Agee of the Mets, in 
centerfield, made two great catches against the Orioles. He led 
off the following inning one of those times. Baltimore's Brooks 
Robinson made three memorable stops against the Reds in the '70 
Series. He was first up after two of them. In the third game of 
the '78 Series, Graig Nettles of the Yankees made four dazzling 
plays at third. He led off the inning after two of them, 
including the most amazing one. (Ron Cey made a great play at 
third for the Dodgers in that game but didn't lead off the next 
inning. Nobody ever said it always happens.)
Every fan knows of Bill Mazeroski's walk-off home run that won 
the 1960 Series for the Pirates against the Yankees. What people 
tend to forget is that it was a leadoff home run and that in the 
previous inning--with two outs, Mickey Mantle on first and Moose 
Skowron at the plate--Mazeroski made what Roger Angell in The New 
Yorker would later describe as ... 
... a great play that will forever go insufficiently sung, 
because of what happened afterward and because it was a simple 
force at second. Indeed with the fleet Mantle barreling toward 
second on the pitch, [Pirates shortstop] Dick Groat's best play 
on Skowron's grounder into the hole was to first. Groat, however, 
after bobbling the ball slightly, looked to Mazeroski and rushed 
his throw, which went wide, surely wider than the compactly 
put-together Maz could stretch. But Maz, for whom second base is 
T.S. Eliot's "still point of the turning world," seemed to lay 
every fibre of his being end to end for an instant to snag 
Groat's throw and nip the sliding Mantle by a heartbeat. And then 
he jogged in toward the bottom of the ninth and immortality.
In 1988 the Royals' Bo Jackson climbed the leftfield wall in 
Kansas City to take a home run away from the Orioles' Eddie 
Murray in the top of the ninth. Then he led off the bottom of the 
inning with a game-winning homer. Headline the next day in the 
Kansas City Star: as bo often happens.
Isolated instances, of course. Are we talking about a literary 
convention here? Or just the folkloric confabulation--as so often 
happens--of mere coincidence into uncanny recurrence? Or a 
legitimate phenomenon, statistically verifiable? This may in fact 
have been the one aspect of baseball that no one ever felt a need 
to put numbers to. Until recently.
We have numbers now, and here's what they say: It did so often 
happen. It doesn't anymore.
The "As so often happens" question came to a head last fall at the 
annual convention of the '41 Society, an informal association of 
baseball buffs whose day jobs are in various fields of advanced 
systems analysis. The name derives, of course, from the 
miraculous year that DiMaggio hit in 56 consecutive games; Ted 
Williams batted .406; Brooklyn won the pennant; and its catcher, 
Mickey Owen, dropped the third strike in Game 4 of the World 
Series (and did not lead off the next inning--he had led off the 
previous one). At one of the society's sessions a Fordham 
economics professor named Kenneth Yorik delivered a report 
entitled Who's Up First: A Stochastic Ergonometric Model of 
On-Base-Percentage Optimization. It was a cheerfully abstruse 
attempt to devise a batting order that would most often bring 
table-setting batters to the plate at the beginnings of innings. 
Yorik mentioned that in studying the scorecards he had kept 
throughout the 2002 season, he had noticed that the incidence of 
what he called LOOFA (for Lead Off/Outstanding Fielding 
Alignment) was "nowhere near frequent enough to be called 
'often,' much less 'so often'--in fact, the frequency was rather 
low."
"Kenneth, what is the frequency?" asked someone.
Alas, said Yorik, that which should so often have happened had 
happened only slightly more than 3.31% of the time.
Yorik's research seemed to confirm what so many deep-thinking 
fans had suspected. The explanation might be, as one society 
member put it, that "announcers always used to mention it when it 
happened. 'So-and-so leads off after making that great catch. How 
many times do you see that? Happens all the time.' So because you 
heard about it every time it happened, you took it as gospel, 
like 'Lefthanders develop late' or 'Don't step on the foul line.' 
Now the announcers often don't have time for that lead-in, 
because commercials run right up to when the pitcher is in his 
windup. Also, announcers try to affect that ESPN-jockspeak cool, 
and an old-school biscuit doesn't pass their cool-quotient test."
Yorik also mentioned that he had done a little extra 
research--into how often "As so often happens" is said. He had 
typed in the expression on every Internet search engine. He had 
found plenty of entries along these lines.
As so often happens, studying these subjects gradually leads one 
to mysticism and deeper realms of the nature of existence.
But as so often happens in human evolution, we then lost our way 
and began a journey into darkness.
Secondly, however, the whole problem is strung up from the wrong 
angle, as so often happens with really important human concerns.
As so often happens, common names are used loosely and 
inconsistently in the shrimp family.
All of these points, except possibly the one about shrimp, are 
worth bearing in mind in baseball studies, Yorik observed, but 
none of them relate specifically to the game. When he narrowed 
the search down to sports, it produced this sort of thing:
Miguel's panicky toss over the head of Eric Chavez into the 
dugout gave the Twins their first lead and, as so often happens, 
opened the floodgates.
"We left a lot of men on base," Baker said. "As so often happens, 
if you come back, and you don't come all the way back, they get a 
breather, and then they tack on some more."
Mlicki walked Dye to start the fifth, and as so often happens 
with a leadoff base on balls, it led to trouble.
He and Geoff took the score past the 50 mark before Hemant was 
bowled by a rank full toss--as so often happens it was the bad 
ball which got the wicket.
As so often happens in games that go 15 innings, one quick swing 
of the bat ended it.
All of these quotes, even the one about cricket, might bear on 
the broader issue of what leads people to say "as so often 
happens" in baseball, Yorik noted. Maybe saying "as so often 
happens" is in many cases not saying much. For instance, except 
in the case of a bases-loaded walk, a wild pitch or passed ball 
with a runner on third, a bunt or conceivably a tired, lucky 
swing of the bat, doesn't every game that goes 15 innings end 
with one quick swing of the bat, followed by a bit of 
baserunning? But none of those references had to do with LOOFA. 
Except for this one Google entry:
The Royals finally struck pay dirt in the bottom of the third. 
Kacie Merchand led off and reached on an errant throw after her 
well-hit three-hopper. After the next two hitters were retired, 
Ashley Clay and Shauna Tracy followed with hard hit singles to 
load the bases. As so often happens when a player has rendered a 
fielding gem moments earlier, the same player gets a chance to 
shine at the plate. Such was the case for Grote, who calmly 
ripped a 1-1 pitch into centerfield.
This was in a May 30, 2002, story in The Herald of Randolph, Vt., 
about a softball game between the South Royalton Lady Royals and 
Winooski. And this Grote--conceivably the daughter or niece of 
Jerry Grote, the old Mets catcher, but that is neither here nor 
there--didn't lead off the next inning! She batted sixth. So the 
closest search-engine example of LOOFA was not even a true 
example. Not even close.
The '41 Society--many of whose members were frankly appalled by 
the results of Yorik's Internet searches--was by no means 
satisfied by the theory that what so often happens was still 
happening but just not being mentioned. A resolution was passed: 
The '41 Society would pool its resources over the 2003 season to 
come up with some conclusions about LOOFA. (Or, as some members 
preferred, LIRPA, for Leadoff of Inning after Remarkable Putout 
or Assist.) Was it ever a legitimate phenomenon? Had it ceased to 
be one?
The report, which was made available to Sports Illustrated last 
week, is being released as this issue of the magazine hits the 
stands. Here are some of the revelations.
In what is now considered the first major league game ever 
played, on April 1, 1871, the National Association's Fort Wayne 
Kekiongas were at home against the Cleveland Forest Citys nine 
when Cleveland second baseman Gene Kimball made what was called 
"a nifty nab" of a Kekiongas pop-up in the bottom of the third 
and led off the top of the fourth. By the time "as so often 
happens" first appeared in print, in 1897, the notion was 
apparently firmly established. "McPhail of the Robins took wing 
to ensnare a pellet mightily struck by Gester," The Sporting News 
reported that year, "and then 'twas the same Kelleher, was it 
not, who first came to bat for his side. As so often doth happen, 
as hath so often been said."
Avery Pfuhl, the only man ever to bat out of turn in the World 
Series, did so in the flush of having just robbed Pittsburgh's 
Honus Wagner of extra bases in the 1909 Fall Classic, between the 
Pirates and the Tigers. "It just seemed like I oughta be leading 
off," Pfuhl explained sheepishly.
How about the great catch by Willie Mays of Vic Wertz's long ball 
in the Giants-Indians Series of 1954? Well, "as so often happens" 
didn't quite happen that time. But almost. Mays had made the last 
out in the previous inning. And how about Luplow's Catch, one of 
the greatest plays ever made in Fenway Park? In 1963 Cleveland 
rightfielder Al Luplow made an over-the-shoulder catch of Dick 
Williams's long drive to deep right center, on the dead run, and 
without breaking stride flipped over the fence into the bullpen. 
Luplow was second up in the next inning. These examples seem to 
be in accord with the statistical principle known as Fowles's 
Postulate, which states, in part, "As regards the legitimacy of a 
phenomenon: Its near occurrence, in consonance with its exact 
occurrence, while not determinative, is indicative." In other 
words, if something not only often happens but also nearly 
happens, then chances are something is going on.
In Japan, "as so often happens" is yoku aru koto. In 1948, when 
baseball, a gift from American GIs, suggested new beginnings, the 
poet Asoh composed a haiku, here translated by Pearl Folladay.
Catch opposing blast,
Lead off following inning:
Cherry blossom time.
According to Diamante Revolucionario (Revolutionary Diamond), 
Juan Abril's as-yet-untranslated book about Cuban baseball, the 
expression in that country is como pasa tan a menudo. Among 
Habaneros it is a popular, ironic catchphrase for bureaucratic 
tie-ups, but its baseball relevance is part of the joke. Legend 
has it that one day in the '50s when the rebels were playing ball 
in the mountains, Camilo Cienfuegos, Fidel Castro's 
happy-go-lucky, cowboy-hatted lieutenant, robbed Castro of extra 
bases and led off the next inning. "Como pasa tan a menudo," 
cracked Camilo, and Fidel, instead of pitching to him, stalked 
off the field with the ball.
But this is all just anecdotal. What about the math? In the first 
three decades of the 20th century, according to the limited 
number of scorecards and play-by-plays that survive from that 
era, LOOFA happened 41% of the time (margin of error: plus or 
minus 5%). 
Between 1930 and 1960, going by more extensive data, the number 
was remarkably similar: 40.1%. 
Between 1960 and 1990, based on comprehensive data, it was 41%.
But between 1990 and 2003, based on data of the same quality, the 
number was .041%. "As so often happens," it seems, has gone the 
way of the doubleheader, the complete game and the art of 
bunting. 
Why?
First let us consider how remarkable the old, high numbers were, 
and also how remarkable the new, low ones are. Nine players take 
the field. Assuming that defensive gems are evenly spread among 
them (and setting aside the designated-hitter variable for the 
moment), the person who pulled off a gem would lead off the 
following inning one ninth, or 11.1%, of the time. Anything more 
than two or three points above or below that percentage, over a 
considerable period of time, is statistically significant. 
Of course some players hardly ever make circus catches. And it 
may be assumed that centerfielders and middle infielders are more 
likely to make them because these are the positions requiring the 
most skill. On the face of it what this means is that the "so 
often" phenomenon should occur even less frequently than 11.1% of 
the time--but surely not as infrequently as .041%. (And '41 
Society analysis that is too algebraic to go into here confirms 
this; see si.com/siexclusive for a breakdown.) For heaven's sake, 
"as so often happens" now happens much less often than it should 
happen randomly. What is going on?
The '41 Society's report does not try to explain the why of "so 
often happens," and players themselves have sometimes pooh-poohed 
the phenomenon. 
Yogi Berra: "I don't think it happens all that often, usually."
Rickey Henderson: "What happens is what happens. All I got to do 
is be Rickey. And things happen." 
Once, after making a great catch in centerfield, Mickey Rivers 
duly led off the next inning. The Yankees batted around, so 
Rivers also led off the next inning, the final one. "How great a 
catch was that?" said Yankees reliever Sparky Lyle after the 
game. "Mickey may lead off every inning for the rest of his 
career." 
Rivers just said, "I don't want to hear 'So often happens.' 
Sometimes things just be's that way."
But players may not know their every motivation. Sports 
psychologist Aubrey Folley says, "When a player knows he'll be up 
first the next inning, it may give him a little extra in the 
field because he figures it's more likely that he'll make a great 
play. Self-fulfilling prophecy. Conversely, when he's batted in 
the previous inning--especially if he's made the last out--he may 
still be thinking a bit about his offense, either feeling good 
about having gotten a hit or brooding about having gotten his 
pitch and missed it. Maybe he'll press too much in the field, 
trying to make up for having made an out. I once observed Cal 
Ripken Jr. in the field after he had uncharacteristically taken a 
called third strike right down the middle. He overleaped for a 
line drive, and it hit him in the wrist. If he'd been due to lead 
off the next inning, he might have felt subliminally that making 
that catch was in the cards."
At any rate strategists have been known to take the "as so often 
happens" factor into account. With two outs on the other team and 
his team trailing, Reds manager Sparky Anderson would sometimes 
order his pitcher to walk a batter if the on-deck hitter was a 
great fielder. Sparky didn't want the guy batting ahead of, say, 
Larry Bowa to make the last out because Sparky didn't want the 
Phillies shortstop, who was already quite likely to foil the 
Reds' catch-up efforts, to have the extra edge of knowing he'd be 
leading off the next inning. 
Observers often wondered why Phillies manager Gene Mauch, in late 
innings against lefthanded pitchers, would sometimes replace a 
lefthanded-hitting fielder with a righthanded-hitting fielder who 
was no better defensively. After all, if Mauch just wanted a 
righty batter leading off the following inning, he could wait and 
pinch-hit. But Mauch knew he was more likely to get a great 
fielding play from the righthanded hitter, who would be more 
eager than the lefthanded hitter to lead off against the 
southpaw. The '41 Society report cites figures indicating that 
lefty-hitting fielders were less likely (by 14%) to make a great 
catch the inning before they were due to lead off against a 
lefthander, and the percentage goes down further with nasty 
southpaws such as Randy Johnson. "Unconsciously they may be in no 
special hurry to get the other team out," says Folley. "People 
don't think of a pitcher's intimidation factor extending to the 
other team's defense, but the figures are there."
Unconsciously says a lot. "As so often happens" may have been so 
inherent in the deep structure of the game as to defy rational 
explanation. Jungian psychology may be applicable here. C.G. Jung 
often spoke of synchronicity, a seemingly random set of 
coincidences that cannot be accounted for by cause and effect, as 
when you step on an alkaline battery in a hallway and the first 
thing you hear as you get up is the radio saying that Al Kaline 
has been elected to the Hall of Fame. For no reason known to 
science, that sort of thing often happens.
Moe Berg--the brainy, multilingual catcher of the 1920s and '30s 
who traveled widely abroad as a U.S. spy before, during and after 
World War II--met with Jung in Zurich in 1941. Primarily they 
discussed Jungian archetypes as they might apply to national 
security, but the question of "as so often happens" did come up. 
Jung mentions the conversation in a letter to his American 
protegee Willamae Happ. "Given the strictly alternating formality 
of the baseball 'lineup' as I understand it from Mr. Berg, I do 
not see how a player's performance when his side is defending can 
influence his line of succession once his side is 'up.' However, 
the reverse might well be true: that his anticipation of the 
impending focus upon him in the order of things, 'leading off,' 
might well lead him, unconsciously, to a premonition of the 
central point within the psyche that is a source of energy, the 
almost irresistible compulsion and urge to become what one is, 
and therefore to make a 'leaping catch.'"
For whatever reason, it appears that there has often been a 
potential "as so often happens" alternative behind a true "as so 
often happens." Consider Mazeroski's leadoff homer in 1960. If 
the Pirates had not scored in that ninth inning, the leadoff 
hitter for the Yankees in the top of the 10th would have been 
Clete Boyer. Boyer, who often made dazzling plays at third, was 
playing shortstop in the ninth because in the Pirates' five-run 
eighth a bad-hop grounder had hit Tony Kubek in the throat, 
knocking Kubek out of the game. Kubek had been temporarily 
replaced at short by Joe DeMaestri, but Gil McDougald, who 
entered the game in the top of the ninth as a pinch runner, had 
stayed in as the third baseman in the Yankees' ninth and Boyer 
had moved over. If instead of his homer Mazeroski had hit a 
scorcher to short, Boyer might have made a great play out of 
position and gone on to lead off the next inning. And people 
would have been saying, "Jeez, look at all the things that had to 
happen for 'as so often happens' to happen now."
But if "as so often happens" has been so near-spookily intrinsic 
to the game, why has it so near-spookily melted away?
The designated-hitter rule comes, as so often happens, to mind 
here. Perhaps the DH has disrupted the equilibrium of baseball. 
We used to have a game whose mathematical backbone was the number 
three: three strikes, three outs, nine innings, twenty-seven 
outs, 18 players. Now we have 20 guys in the game at the same 
time. Not divisible by three. Bad karma. Everybody knows threes 
are powerful, going back to Biblical times. The DH is unnatural, 
like beer with fruit in it.
Numerology aside, the DH rule did, no doubt, have some 
statistical impact; after all, "as so often" can never happen 
when the DH leads off, because the DH can't make a great play in 
the field. Of course we may not think of the pitcher--the player 
replaced in the batting order by the DH--in connection with "as 
so often happens," because we don't think of pitchers as making 
many great fielding plays or leading off many innings. But 
consider this: The only time Jack Morris, the redoubtable 
mainstay of four American League pitching staffs between 1977 and 
1994, ever came to bat in a regular-season game was in 1987 with 
the Tigers, right after he had made a behind-the-back stab of a 
broken-bat liner by the Angels' Wally Joyner, as a piece of the 
bat flew past his head.
At any rate the designated-hitter rule went into effect in 1973, 
but the precipitous decline in "as so often happens" did not 
begin until 1990. Why?
"When you're 29 and already own 14 sports cars and a Hummer, and 
every year with the weights and whatever you're getting stronger, 
you think everything's always going to happen," says a former 
player turned sportscaster who prefers to remain nameless. "Look 
at Barry Bonds. The best player in baseball. Pitchers aren't 
trying to hit the corners on him, they're trying to just miss 
them. So he can wait and take his walk--no disgrace in that 
anymore, unlike in Ted Williams's day--and when they make a 
mistake or decide they have to come in with it, he's waiting to 
cream it. Whatever he gets is going to be a ball or a fat one. So 
he sits on the fat one. You got a deal like that, and are good 
enough to take advantage of it, why would you be thinking about 
'so often happens'? Guys today are in touch with the numbers but 
not with the magic."
Maybe that's it. Whatever the explanation may be--assuming there 
is one that can be put into words--one thing seems clear. 
Something has gone out of baseball. Gone out of America, maybe. 
Gone out of life. As so often happens.
COLOR PHOTOMONTAGE: PHOTOGRAPH BY PETER GREGOIRE; N.Y. DAILY NEWS (MAYS); HARRY HARRIS (MAZEROSKI)
B/W PHOTO Pfuhl's career was defined by one blunder: batting out of orderin the World Series. "IT JUST SEEMED LIKE I OUGHTA BE LEADING OFF," PFUHL SAID AFTERROBBING WAGNER OF A BIG HIT
B/W PHOTO Abril (center, behind Castro) witnessed Fidel's rhubarb withCienfuegos (right). COMO PASA TAN A MENUDO IS A POPULAR CATCHPHRASE FOR BUREAUCRATICTIE-UPS IN CUBA
B/W PHOTO Berg (left) and Jung's discussions ranged from national securityto the baseball psyche. JUNG SAW THAT ANTICIPATION OF BATTING NEXT MIGHT LEAD A FIELDERTO MAKE A GREAT CATCH
B/W PHOTO: HERB SCHARFMAN Had Mazeroski not homered, Boyer (above) might have won the '60Series. "JEEZ, LOOK AT ALL THE THINGS THAT HAD TO HAPPEN FOR 'AS SO OFTENHAPPENS' TO HAPPEN"

