Category Archives: Research

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Ichiro Suzuki, Akinori Iwamura & other NPB minor league stars

Ichiro Suzuki is some day going to be the first player to begin his career in NPB and end up in MLB’s Hall of Fame. Akinori Iwamura won’t make it, but people familiar with his career in Japan know what a good ballplayer he was.

I recently re-added the minor league batting and pitching data from 1991 to 2001 to my data base — I lost my originals about 20 years ago in a hard disk crash — and asked which under-20 minor league hitter (minimum 200 PA) had the best seasons with offensive winning percentages over .700.

  1. Ichiro Suzuki (19.2 years old), Orix 1993, 214 PA, .883
  2. Akinori Iwamura (18.9), Yakult 1998, 430, .810
  3. Seiji Uebayashi (19.4), SoftBank 2015, 332, .799
  4. Akinori Iwamura (17.9), Yakult 1997, 297, .785
  5. Ichiro Suzuki (18.2 years old), Orix 1992, 270, .784
  6. Kensuke Kondo (19.4), Nippon Ham 2013, 227, .781
  7. Tomoya Mori (18.4), Seibu 2014, 257, .755
  8. Hisashi Takayama (19.1) Seibu 2001, 343, .708





Suzuki took a nice jump forward in 1993 and the next year took another when he won the first of his three straight PL MVP Awards. Most of the rest of the guys you know, although some of you may have forgotten Hisashi Takayama. He was an outfielder without outstanding speed or power and had one chance to play regularly at the age of 28 in 2010, when he played quite well, but was otherwise a guy on the fringe. Takayama’s minor league season at the age of 20 was the 10th best by a player aged 20-21 since 1991, so it’s fair to say Seibu REALLY missed the boat on him.

When Hisanobu Watanabe was promoted from farm manager in 2008, Takayama was one of the guys he gave a shot to in the spring, but at the age of 26 he needed an ally and didn’t have one. Then batting coach Hiromoto “Dave” Okubo, wasn’t a fan of Takayama’s and insisted on keeping hustling and likeable-but-underqualified Kenta Matsusaka as his right-handed-hitting platoon outfielder.

Uebayashi, who is mentioned here, is someone who lacks some plate discipline but who does everything else fairly well but has yet to break into SoftBank’s regular lineup. Had he played for Nippon Ham, however, like Kensuke Kondo, he’d no doubt have a job by now. Mori, it seems is caught in a crunch as well, he’s probably a better hitter than the other guys who are taking his playing time, but he needs to go out and prove.

The best minor league season for a player aged 20 was by Lotte’s Toshiaki Imae in 2004, a year before he became the Marines’ regular third baseman for a decade. At age 21, the best was by Ken Suzuki of the Seibu Lions in 1991. Suzuki went on to be a DH-third baseman for the Lions pennant-winning teams in ’97 and ’98 and a corner infielder with Yakult in 2001.







A tale of two cities

With the season around the corner, it’s time for predictions, something I’m not overly fond of doing, but people ask and so one has to offer something — if only to give people something to criticize. My predictions last year were guessed based on these categories:

  • Performance of younger and older teams
  • Performance based on previous season’s finish
  • Performance based on minor league team strength
  • The most basic components of a team’s record: bases earned and surrendered, outs made on offense and defense.

That guesstimate had the Yomiuri Giants finishing last in the Central League because: first place teams tend to decline, as do older teams. Despite Yomiuri’s 2014 record, they won more games than expected based on their runs scored and allowed, and scored more runs than their bases earned and outs made would have predicted, while allowing fewer runs than their opponents’ outs and bases would have predicted.

Those predictions had the Carp first, the Swallows second, BayStars third (I think), then the Dragons, Tigers, Giants in that order. While the Tigers lived a charmed existence and finished third by a miracle — a lazy call by the umpires on a video review, the Giants overcame a lot of adversity to finish second.

The Giants, as a rule, don’t finish last, and there’s a reason for that, but how big is the effect that keeps the Giants from collapsing when everything says they should?

While trying to work on this year’s predictions, I discovered that a team’s offensive performance (relative to the league) is to a greater or lesser degree predictable based on two factors, the age of the players who produce the runs in the previous year and the degree to which the offense rose above the league the season before. Young teams tend to improve more as do teams that underperform offensively.

But here’s the kicker. There’s a huge gap among teams. While the total balances out to around zero for all teams, there are franchises that generally exceed expectations, and others for who rarely fail to meet them.

You probably see where this is going.

From 1990 through 2015, the Yomiuri Giants’ offense has produced an average of seven more wins a season than the formula that works for NPB teams as a whole would predict. But if the Giants are plus-seven wins, it stands to figure that the rest of NPB, on the average,  fails to meet expectations.

Of course, this is just one side of the picture. If you look at some managers, you can see they improved the offense at the expense of the defense and overall balance. It doesn’t help much if you give the runs you gain on offense away in the next inning.

In addition to the Giants, three other teams since 1990 have showed a strong inclination to overachieve offensively, the Hawks (+ five offensive wins a season), the Dragons four and the Lions three.

It shouldn’t take too many guesses to identify the dead weight that allows the leagues to balance and a few teams to overshoot their predictions. Give yourself a prize if you said the BayStars. Nobody has been as good as the BayStars have been bad, missing their offensive predictions by an annual 9-1/2 games a year. The Eagles are at -4, the Marines and Fighters around 3, while the Tigers, Carp, Swallows, Buffaloes have been very close to their predictions the past 26 seasons.

The Dragons’ effect was mostly the result of former manager Hiromitsu Ochiai, and Chunichi is now smack in the middle. Because a huge part of the Yakult Swallows’ offense last season came from Tetsuto Yamada, the team’s run production was the youngest in either league.

I haven’t had a chance to look into pitching and defense, but it would be cool if it works the same way.