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Success rates for Rookie League prospects based on walk and strikeout rates

Using historical prospect lists, which current prospects have helped their chances at Major League success based on their walks, strikeouts, and age?

Texas Rangers' Travis Demeritte had a stand out Rookie ball season
Texas Rangers' Travis Demeritte had a stand out Rookie ball season


This is the third and final time I will look at historical walk and strikeout rates for prospects. If you followed my previous installments, much of this will look familiar to you; however, the results are more complex and different. For those who are new, the basic premise is this: how likely is it that an offensive prospect succeeds in the major leagues based only on his minor league walk and strikeout rates?


First, I compiled the minor league numbers for all Baseball America top 100 offensive prospects from 1990 to 2007. I stopped at this year to allow enough time for the player to achieve MLB success. I only include top 100 prospects to add in a form of scouting to the picture. Stats and scouting should work hand-in-hand and an analysis similar to this can help augment a scout’s evaluation of talent. Next, I compared each prospect’s walk and strikeout rate to the league average that year, creating BB+ and K+ metrics. Finally, I compared the walk and strikeout rates at various ages and levels of prospects in the minor leagues to their career MLB Fangraphs Batting runs.

In order to put players into the low, average, and high categories for BBs and Ks, I use a 15% variation from 100 BB+ or K+. This means that 85-115 marks average for each, while players below 85 are "Low" and players above 115 are "High." Since this analysis relies on bins, I allow for a 5% variation on the cutoffs. For instance, if a player has an 83 BB+ (78-88), I look at the historical percentages for both low and average walk rates.

Prospects are required to have 150 PAs at a level to qualify in this analysis.

The following table is an estimate of where these cutoffs lie in terms of BB% and K% values. These numbers vary by league and year, but these are good benchmarks on average.

BB% K%
Low 7.7% 15.4%
High 10.5% 20.8%

A player with at least 0.01 Batting runs in 1500 career plate appearances is tagged "Productive," while players with negative batting runs or fewer than 1500 career PAs are "Busts." It is important to note that I am only interested in hitting ability. This is how Edgar Renteria ends up in the "Bust" category. He had a great career, accumulating 35.7 fWAR; however, his batting was worth -52.3 runs.


Here are the historical results for prospects at the Rookie level, split by BB%, K%, and age.


The sample sizes are not big, but there are a few interesting trends to note. First, most prospects have low or average K rates. 47 appear in the low K categories, while only 17 have a high amount. Also, the top categories for productive% are at the extremes – High/High and Low/Low. High/Low, which may be considered the best category, has the lowest success rate. Only one of the 15 prospects with those ratios went on to provide a lot of offense in the major leagues. Any guesses as to who this was? It was Prince Fielder in 2002.

Here is an overall success table for this level, based solely on age.


20 is the magical age for Rookie ball. Anything older than that and you should at least be in short season A, if not low-A or High-A.

2013 Top Prospects

How do 2013 preseason consensus top 190 prospects and early draft picks that played in Rookie ball this year stack up in this analysis?

Name Team BB+ SO+ Prod% Avg% Bust%
Travis Demeritte Rangers 174 141 43% 0% 57%
Drew Ward Nationals 132 112 34% 6% 60%
Austin Meadows Pirates 134 112 34% 6% 60%
Reese McGuire Pirates 80 46 31% 19% 50%
Cord Sandberg Phillies 129 93 25% 13% 63%
Riley Unroe Rays 172 108 25% 13% 63%
Gosuke Katoh Yankees 132 103 25% 13% 63%
Dominic Smith Mets 130 94 25% 13% 63%
Dom Nunez Rockies 87 79 22% 22% 56%
Billy McKinney Athletics 87 71 22% 22% 56%
Tucker Neuhaus Brewers 111 129 21% 13% 66%
Ivan Wilson Mets 118 179 21% 13% 66%
Ryan McMahon Rockies 117 119 21% 6% 73%
Thomas Milone Rays 48 125 20% 20% 60%
Kevin Franklin Reds 70 137 20% 20% 60%
Nick Ciuffo Rays 56 120 16% 21% 63%
D.J. Davis Blue Jays 106 149 13% 0% 88%
Christian Arroyo Giants 96 77 13% 25% 63%
Justin Williams Diamondbacks 52 110 11% 22% 67%
Dustin Peterson Padres 55 97 11% 22% 67%
J.P. Crawford Phillies 157 75 10% 10% 80%
Ryder Jones Giants 89 116 6% 24% 71%
Clint Frazier Indians 91 157 0% 25% 75%
Hunter Dozier Royals 143 63 0% 20% 80%
Oscar Mercado Cardinals 100 107 0% 11% 89%
Stryker Trahan Diamondbacks 96 110 0% 11% 89%
Daniel Palka Diamondbacks 127 94 0% 0% 100%

Travis Demeritte was one of the Rangers 2013 1st round picks. He had extremely high walk and strikeout rates, accounting for 45% of his PAs this year. That is not a bad thing this year, but he will need to cut down on the strikeouts if he graduates to low-A next year.

The Pirates have a lot to look forward to in the minor leagues, and Meadows and McGuire are just increasing the franchise’s outlook.

Things don’t look very good for the guys at the bottom of the chart, but their careers are just beginning. Both Dozier and Palka are a little old for Rookie ball but their ratios don’t look bad otherwise. The biggest red flag (no pun intended) is with Clint Frazier. A 31% K rate is extremely high, reminiscent of Joel Guzman in 2002. Assuming he moves up to low-A in 2014, he will need to both drop his K rate and increase his BB rate to help his chances.

Just two top 190 hitters qualified as here this year and neither rank favorably. Trahan (#129 on the preseason list) is in the bottom five, but the Blue Jays’ D.J. Davis (#138) may have hurt his chances even more, since he is older and had a much higher K rate.


Players who are 21 or older in rookie ball are behind in their development. Historically, the most productive hitters to come out of this level are at the extremes in their approach – either they walk and strike out a lot or don’t do much of either. Oddly enough, the players who are just average at those things have not gone on to have much success in the major leagues.

As with any statistical analysis of minor league players, everything must be viewed in context and compared with scouting reports. However, this should create a basis for conversation on some players. Which other players in Rookie ball caught your eye this year?

. . .

Statistics courtesy of Fangraphs and Baseball Prospectus.

Chris St. John is a writer at Beyond The Box Score. You can follow him on Twitter at @stealofhome.

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