The Top College Players by (Maybe) Predictive Stats
On multiple occasions last year, the author published a statistical report designed to serve as a mostly responsible shorthand for people who, like the author, possess more enthusiasm for collegiate baseball than expert knowledge of it. Those reports integrated concepts central to much of the analysis found at FanGraphs — regarding sample size and regression, for example — to provide something not unlike a “true talent” leaderboard for hitters and pitchers in select conferences.
Two weeks ago, I published the first such report for the 2016 college campaign; last week, the second one. What follows represents the third installment of a possibly infinite series.
As in the original edition of this same thing, what I’ve done here is to utilize principles introduced by Chris Mitchell on forecasting future major-league performance with minor-league stats.
To review those principles very briefly: for hitters in the low minors (i.e. a level similar to the better collegiate leagues), the metrics most predictive of major-league success (besides age) are strikeout rate (K%), isolated power (ISO), and batting average on balls in play (BABIP). For pitchers, the most important metrics are strikeout rate (K%) and, less important but also second-most relevant, walk rate (BB%). What I’ve done here is to combine regressed versions of those various metrics into a pair index stats: MPS+* for hitters (where 100 is league average and above 100 is better than league average) and MPS-* (where 100 is league average and below 100 is better than league average.
*MPS denotes (maybe) predictive stats.
Using that methodology (about which one can read more thoroughly in an earlier post), I’ve identified six types of player in three different conferences each: the top overall batter, top draft-eligible batter, top defensive-type batter*, top overall pitcher, top draft-eligible pitcher, and top starting pitcher. The three conferences I’ve chosen represent those most typically responsible for producing good major-league players.
*Meaning, the top batter who also plays a position towards the more challenging end of the defensive spectrum.
There are nearly one-thousand caveats to supply concerning the data here. Numbers don’t account at all for quality of opponent or park. Note that, as some conferences have less robust data than others, that I’ve had to provide (sensible) plate-appearance and batters-faced estimates in some cases. xK%, xISO, and xBABIP denote expected strikeout rate, isolated power, and batting average on balls in play, respectively. Stats are courtesy Baseball Cube and are current through Wednesday’s games.
ACC
Top Batter
Corey Ray, COF, Louisville (Jr)
Top Draft-Eligible Batter
Corey Ray, COF, Louisville (Jr)
Top Defensive-Type Batter
Chase Pinder, CF, Clemson (So)
Top Pitcher
Aaron McGarity, RHP, Virginia Tech (Jr)
Top Draft-Eligible Pitcher
Aaron McGarity, RHP, Virginia Tech (Jr)
Top Starter
Bailey Clark, RHP, Duke (Jr)

Name | School | Yr | Pos | PA | K% | ISO | BABIP | xK% | xISO | xBABIP | MPS+ |
Corey Ray | Louisville | Jr | COF | 59 | 8.5% | .458 | .350 | 11.8% | .216 | .351 | 136 |
Nick Yarnall | Pitt | Jr | DH/1B | 35 | 8.6% | .533 | .455 | 12.7% | .201 | .354 | 130 |
Chase Pinder | Clemson | So | CF | 49 | 6.1% | .368 | .323 | 11.1% | .185 | .350 | 125 |
Blake Tiberi | Louisville | So | 3B | 50 | 4.0% | .318 | .463 | 10.1% | .175 | .356 | 125 |
Alex Kowalczyk | Pitt | Sr | C/DH | 48 | 16.7% | .405 | .367 | 15.8% | .192 | .352 | 121 |
Elijah Sutherland | No. Carolina | Sr | 2B | 25 | 8.0% | .500 | .267 | 13.1% | .180 | .349 | 120 |
Seth Beer | Clemson | Fr | COF | 42 | 4.8% | .314 | .367 | 10.9% | .169 | .352 | 120 |
Pavin Smith | Virginia | So | 1B/DH | 60 | 1.7% | .234 | .313 | 8.4% | .160 | .349 | 119 |
Adam Haseley | Virginia | So | CF | 64 | 7.8% | .245 | .333 | 11.4% | .164 | .350 | 116 |
John Sansone | Florida St. | Sr | 3B | 65 | 6.2% | .196 | .444 | 10.5% | .151 | .356 | 115 |

Name | School | Yr | Pos | IP | TBF | K% | BB% | xK% | xBB% | MPS- |
Aaron McGarity | Virginia Tech | Jr | RHP | 8.0 | 33 | 53.9% | 6.0% | 32.8% | 8.1% | 73 |
Patrick Krall | Clemson | Jr | LHP | 10.2 | 37 | 43.2% | 5.4% | 29.8% | 8.0% | 80 |
Bailey Clark | Duke | Jr | RHP | 18.1 | 71 | 33.8% | 4.2% | 28.3% | 7.2% | 82 |
Tyler Warmoth | Florida St. | R-Sr | RHP | 5.1 | 21 | 47.8% | 4.8% | 28.5% | 8.1% | 84 |
Jacob Stevens | Boston Coll. | Fr | RHP | 18.0 | 67 | 34.3% | 7.5% | 28.4% | 8.2% | 84 |
Matthew Gorst | Geo. Tech | Jr | RHP | 9.0 | 36 | 38.5% | 5.5% | 28.1% | 8.0% | 84 |
Alex Eubanks | Clemson | R-Fr | RHP | 17.0 | 64 | 31.3% | 3.1% | 26.8% | 7.0% | 85 |
Brendan McKay | Louisville | So | LHP | 21.0 | 77 | 31.2% | 5.2% | 27.2% | 7.5% | 86 |
Zac Gallen | No. Carolina | Jr | RHP | 22.1 | 84 | 31.0% | 6.0% | 27.2% | 7.7% | 86 |
Drew Harrington | Louisville | Jr | LHP | 17.1 | 68 | 29.4% | 1.5% | 26.0% | 6.5% | 86 |
Notes
Present once again atop the ACC’s batting leaders is Louisville junior outfielder Corey Ray, who has now recorded as many home runs as strikeouts (five, in each case) over the first 59 plate appearances of the season. The exhibition of power has been impressive. Also impressive, however, has been the rate at which he’s been making contact. After producing a strikeout rate of almost precisely 20% as a sophomore last year, Ray has more than halved that mark. One notes, of course, that Ray has likely benefited from Louisville’s non-conference schedule. And certainly, the relative ease of that schedule oughtn’t be ignored. Still, to match last year’s strikeout mark, Ray would now have to record 45 strikeouts over his next 238 plate appearances (for a roughly 23% mark). That seems unlikely at this point.
Pac-12
Top Batter
Logan Ice, C, Oregon St. (Jr)
Top Draft-Eligible Batter
Logan Ice, C, Oregon St. (Jr)
Top Defensive-Type Batter
Logan Ice, C, Oregon St. (Jr)
Top Pitcher
Cole Irvin, LHP, Oregon (R-Jr)
Top Draft-Eligible Pitcher
Cole Irvin, LHP, Oregon (R-Jr)
Top Starter
Cole Irvin, LHP, Oregon (R-Jr)

Name | School | Yr | Pos | PA | K% | ISO | BABIP | xK% | xISO | xBABIP | MPS+ |
Logan Ice | Oregon St. | Jr | C | 43 | 2.3% | .457 | .375 | 10.9% | .181 | .325 | 135 |
Colby Woodmansee | Arizona St. | Jr | SS | 58 | 13.8% | .318 | .361 | 15.4% | .164 | .325 | 123 |
Brett Cumberland | California | So | C | 46 | 13.0% | .324 | .429 | 15.3% | .157 | .328 | 121 |
Jeremy Martinez | USC | Jr | C/1B | 55 | 0.0% | .220 | .275 | 8.9% | .138 | .321 | 121 |
Adalberto Carrillo | USC | So | 3B | 48 | 6.3% | .289 | .250 | 12.2% | .151 | .320 | 120 |
Patrick McGrath | Wash St. | Sr | 1B/3B | 46 | 4.3% | .186 | .385 | 11.5% | .128 | .326 | 115 |
AJ Young | Utah | Sr | C/DH | 38 | 15.8% | .300 | .261 | 16.5% | .146 | .321 | 113 |
KJ Harrison | Oregon St. | So | 1B | 55 | 14.5% | .217 | .395 | 15.8% | .138 | .327 | 113 |
Cody Scaggari | Utah | Sr | 2B/SS | 49 | 4.1% | .159 | .317 | 11.2% | .123 | .323 | 112 |
AJ Balta | Oregon | R-So | COF | 43 | 7.0% | .222 | .129 | 12.8% | .134 | .316 | 112 |

Name | School | Yr | Pos | IP | TBF | K% | BB% | xK% | xBB% | MPS- |
Cole Irvin | Oregon | R-Jr | LHP | 22.0 | 82 | 33.1% | 2.4% | 27.3% | 6.8% | 77 |
Troy Rallings | Washington | Sr | RHP | 10.0 | 38 | 41.7% | 7.8% | 28.1% | 8.7% | 80 |
David Peterson | Oregon | So | LHP | 20.0 | 77 | 32.6% | 5.2% | 26.9% | 7.7% | 80 |
Griffin Canning | UCLA | So | RHP | 20.2 | 82 | 31.6% | 4.9% | 26.6% | 7.6% | 81 |
Matt Krook | Oregon | R-So | LHP | 17.0 | 68 | 38.2% | 14.7% | 29.3% | 10.5% | 81 |
Stephen Nogosek | Oregon | Jr | RHP | 8.1 | 31 | 42.2% | 6.5% | 27.3% | 8.5% | 82 |
Daulton Jefferies | California | Jr | RHP | 19.0 | 76 | 31.7% | 5.3% | 26.4% | 7.8% | 82 |
Erik Martinez | California | So | RHP | 9.1 | 39 | 38.8% | 10.3% | 27.1% | 9.1% | 84 |
Eder Erives | Arizona St. | Jr | RHP | 14.1 | 55 | 32.5% | 7.2% | 25.9% | 8.5% | 85 |
Spencer Jones | Washington | Sr | RHP | 13.2 | 54 | 29.8% | 3.7% | 24.7% | 7.6% | 86 |
Notes
Oregon currently features four pitchers — and three starters — among the Pac-12’s top-10 pitchers by the probably flawed method employed here. Cole Irvin, Matt Krook, and David Peterson have produced a collective 78:16 strikeout-to-walk ratio over nine starts and 59.0 innings. Have they benefited from their non-conference schedule? Perhaps. In any case, that triumvirate receive a legitimate test this weekend: on Friday, the Ducks begin a three-game series at Mississippi State, which latter school is ranked 20th by D1 Baseball. All three telecasts are available by way of SEC Network+ and Watch ESPN.
SEC
Top Batter
Jack Kruger, DH, Mississippi State (Jr)
Top Draft-Eligible Batter
Jack Kruger, DH, Mississippi State (Jr)
Top Defensive-Type Batter
JaVon Shelby, 3B, Kentucky (Jr)
Top Pitcher
Robert Tyler, RHP, Georgia (Jr)
Top Draft-Eligible Pitcher
Robert Tyler, RHP, Georgia (Jr)
Top Starter
Robert Tyler, RHP, Georgia (Jr)

Name | School | Yr | Pos | PA | K% | ISO | BABIP | xK% | xISO | xBABIP | MPS+ |
Jack Kruger | Miss. St. | Jr | DH | 59 | 8.5% | .375 | .500 | 11.8% | .203 | .348 | 130 |
JaVon Shelby | Kentucky | Jr | 3B | 54 | 13.0% | .415 | .323 | 14.1% | .209 | .339 | 126 |
Jake Arledge | Arkansas | Jr | OF | 43 | 9.3% | .393 | .478 | 12.6% | .194 | .345 | 124 |
Jeren Kendall | Vanderbilt | Jr | COF | 62 | 9.7% | .314 | .476 | 12.3% | .190 | .347 | 124 |
Jordan Romero | LSU | Jr | C/DH | 27 | 7.4% | .526 | .333 | 12.7% | .197 | .339 | 123 |
John Jones | So. Carolina | So | DH/C | 64 | 14.1% | .300 | .541 | 14.5% | .187 | .351 | 121 |
JJ Schwarz | Florida | So | C/DH | 65 | 12.3% | .319 | .316 | 13.6% | .193 | .338 | 120 |
Hunter Melton | Texas A&M | Sr | 1B | 63 | 9.5% | .283 | .409 | 12.2% | .182 | .343 | 120 |
Michael Bernal | Arkansas | R-Sr | SS | 55 | 7.3% | .319 | .205 | 11.3% | .187 | .333 | 119 |
Deacon Liput | Florida | Fr | 2B | 61 | 4.9% | .245 | .413 | 9.9% | .171 | .343 | 119 |

Name | School | Yr | Pos | IP | TBF | K% | BB% | xK% | xBB% | MPS- |
Robert Tyler | Georgia | Jr | RHP | 17.0 | 63 | 44.4% | 4.8% | 33.7% | 7.5% | 72 |
Adam Hill | So. Carolina | Fr | RHP | 14.0 | 53 | 45.2% | 3.8% | 33.2% | 7.4% | 73 |
Tyler Johnson | So. Carolina | So | RHP | 6.2 | 29 | 44.8% | 6.9% | 30.1% | 8.3% | 83 |
Thomas Burrows | Alabama | Jr | LHP | 8.0 | 30 | 44.0% | 6.8% | 30.0% | 8.3% | 84 |
Joey Abraham | Vanderbilt | So | RHP | 9.2 | 38 | 42.1% | 10.5% | 30.4% | 8.9% | 84 |
Alex Faedo | Florida | So | RHP | 17.0 | 66 | 34.9% | 6.1% | 29.3% | 7.9% | 84 |
Caleb Gilbert | LSU | Fr | RHP | 8.1 | 35 | 40.4% | 5.8% | 29.5% | 8.1% | 85 |
Patrick Raby | Vanderbilt | Fr | RHP | 14.1 | 56 | 37.2% | 8.9% | 29.9% | 8.6% | 85 |
Ryan Hendrix | Texas A&M | Jr | RHP | 7.2 | 27 | 47.7% | 14.7% | 30.7% | 9.4% | 85 |
Sean Hjelle | Kentucky | Fr | RHP | 4.0 | 18 | 51.0% | 5.7% | 29.5% | 8.3% | 85 |
Notes
It’s not unusual to find Robert Tyler’s name atop the pitching leaderboard here. The right-handed Georgia junior possesses excellent arm speed and is beginning to produce numbers commensurate with his physical tools. Less expected is the presence of South Carolina right-hander Adam Hill just below Tyler on that same leaderboard. The freshman has now recorded a 24:2 strikeout-to-walk ratio over three starts and 14.0 innings. In his most recent effort, Hill struck out five of 11 Wofford batters he faced over 3.0 innings, an appearance that was truncated not due to ineffectiveness or injury, but to South Carolina’s decision to move Hill from midweek to the Gamecocks’ weekend rotation. Shall we all regard together hastily edited video footage from Hill’s most recent start? “Yes,” appears to be the only possible answer the question.
Carson Cistulli has published a book of aphorisms called Spirited Ejaculations of a New Enthusiast.
Good stuff Carson. A topic that has always fascinated me as well.