Breaking Blue Statistical Resources

Breaking Blue is an analytic-oriented Toronto Blue Jays blog that also features many full articles and research pieces about the baseball world at large. In 2015, we’ve been developing analytic implements that aim to help explain player performance and talent level.

This page contains up-to-date outputs of our statistics, which we believe are useful to critical-thinking fans of particular teams and advanced fantasy baseball players alike.

xSeries

The xSeries is a collection of models for hitting peripherals that are based on batted ball and plate discipline data from StatCast, Baseball Info Solutions and Pitchf/x. StatCast data is collected via Baseball Savant and the latter two sources are via Fangraphs. The first running of xSeries composite stats was done in this article. It is important to note that these are not projections or specifically tuned to player performance in the future; the model states how a player’s advanced peripherals indicate he has played to date and focuses on peripherals that isolate the player’s talents. The xSeries will continue to be improved as we have more data (StatCast is in its first year of production).

Table last updated on August 6th, 2015. Minimum 250 PA. This update has a walk rate adjustment: the best players at drawing walks were being systematically underrated.

Name	Team	PA	xAVG	xOBP	xSLG	xwOBA	xwRC+	xISO	xBABIP	xK	xBB
Paul Goldschmidt	Diamondbacks	471	0.301	0.393	0.542	0.407	157	0.242	0.348	0.230	0.143
Brandon Belt	Giants	397	0.295	0.383	0.499	0.386	153	0.203	0.358	0.245	0.133
Giancarlo Stanton	Marlins	318	0.276	0.343	0.580	0.397	153	0.304	0.338	0.317	0.093
Mike Trout	Angels	447	0.301	0.365	0.528	0.385	150	0.227	0.337	0.198	0.093
Joey Votto	Reds	454	0.279	0.399	0.477	0.390	148	0.198	0.322	0.211	0.192
Bryce Harper	Nationals	422	0.279	0.373	0.504	0.384	145	0.226	0.321	0.225	0.142
Miguel Cabrera	Tigers	333	0.308	0.365	0.527	0.384	143	0.219	0.339	0.176	0.082
Charlie Blackmon	Rockies	461	0.326	0.390	0.545	0.402	141	0.219	0.354	0.155	0.097
Freddie Freeman	Braves	322	0.293	0.359	0.506	0.375	140	0.213	0.342	0.221	0.094
Curtis Granderson	Mets	460	0.266	0.359	0.470	0.365	137	0.204	0.302	0.206	0.137
Ryan Braun	Brewers	414	0.305	0.353	0.522	0.376	136	0.217	0.342	0.188	0.065
David Ortiz	Red Sox	415	0.281	0.372	0.486	0.377	136	0.206	0.319	0.202	0.137
J.D. Martinez	Tigers	436	0.283	0.324	0.547	0.373	135	0.264	0.326	0.247	0.053
Lucas Duda	Mets	441	0.258	0.342	0.486	0.363	135	0.227	0.297	0.232	0.119
Matt Carpenter	Cardinals	436	0.280	0.377	0.452	0.366	134	0.172	0.317	0.182	0.147
Andrew McCutchen	Pirates	445	0.274	0.352	0.475	0.362	133	0.201	0.319	0.219	0.111
Anthony Rizzo	Cubs	463	0.284	0.357	0.493	0.369	133	0.208	0.305	0.162	0.104
David Peralta	Diamondbacks	333	0.290	0.357	0.495	0.370	131	0.206	0.341	0.224	0.096
Josh Donaldson	Blue Jays	476	0.267	0.342	0.499	0.367	130	0.232	0.307	0.232	0.106
Jay Bruce	Reds	420	0.251	0.341	0.486	0.363	129	0.235	0.283	0.230	0.129
Jason Kipnis	Indians	468	0.313	0.368	0.454	0.357	129	0.141	0.356	0.151	0.078
Jose Bautista	Blue Jays	439	0.247	0.336	0.498	0.365	129	0.251	0.255	0.188	0.126
Justin Turner	Dodgers	282	0.296	0.349	0.468	0.355	129	0.172	0.328	0.158	0.073
Manny Machado	Orioles	464	0.280	0.352	0.483	0.363	128	0.202	0.298	0.155	0.101
Lorenzo Cain	Royals	400	0.311	0.346	0.492	0.360	127	0.181	0.345	0.157	0.046
Eric Hosmer	Royals	431	0.308	0.366	0.455	0.358	126	0.147	0.363	0.184	0.083
Todd Frazier	Reds	452	0.266	0.313	0.514	0.357	125	0.248	0.283	0.190	0.059
Chris Davis	Orioles	433	0.241	0.330	0.485	0.358	125	0.244	0.298	0.296	0.125
Kris Bryant	Cubs	421	0.236	0.333	0.477	0.358	125	0.240	0.304	0.322	0.137
Alex Rodriguez	Yankees	424	0.244	0.344	0.465	0.358	124	0.221	0.304	0.286	0.144
Pedro Alvarez	Pirates	345	0.274	0.342	0.454	0.349	124	0.180	0.337	0.246	0.095
George Springer	Astros	324	0.254	0.359	0.432	0.353	123	0.178	0.352	0.336	0.154
Randal Grichuk	Cardinals	273	0.258	0.303	0.504	0.350	123	0.246	0.305	0.265	0.057
Matt Holliday	Cardinals	254	0.286	0.373	0.415	0.350	123	0.129	0.343	0.195	0.130
Joc Pederson	Dodgers	433	0.221	0.322	0.460	0.347	123	0.239	0.291	0.335	0.139
Michael Brantley	Indians	426	0.286	0.356	0.438	0.348	123	0.152	0.287	0.082	0.099
Jorge Soler	Cubs	317	0.286	0.354	0.456	0.355	123	0.170	0.378	0.295	0.096
Buster Posey	Giants	414	0.290	0.351	0.428	0.341	122	0.138	0.311	0.117	0.085
Adrian Gonzalez	Dodgers	434	0.276	0.332	0.461	0.345	122	0.185	0.302	0.167	0.075
Matt Kemp	Padres	448	0.277	0.321	0.466	0.342	122	0.189	0.328	0.222	0.056
Mookie Betts	Red Sox	426	0.289	0.333	0.494	0.356	122	0.205	0.296	0.128	0.057
DJ LeMahieu	Rockies	424	0.353	0.400	0.467	0.374	122	0.115	0.411	0.141	0.070
Carlos Santana	Indians	428	0.244	0.343	0.435	0.345	121	0.191	0.269	0.190	0.141
Gerardo Parra	- - -	373	0.305	0.341	0.467	0.349	121	0.163	0.344	0.162	0.046
Hanley Ramirez	Red Sox	389	0.299	0.343	0.475	0.354	120	0.176	0.334	0.166	0.059
Brett Gardner	Yankees	434	0.273	0.368	0.426	0.352	120	0.153	0.318	0.191	0.141
Chris Coghlan	Cubs	344	0.268	0.353	0.440	0.350	119	0.172	0.300	0.176	0.122
Yasmani Grandal	Dodgers	306	0.255	0.345	0.422	0.341	119	0.168	0.294	0.201	0.129
Brian Dozier	Twins	469	0.254	0.323	0.474	0.348	119	0.220	0.279	0.199	0.092
Robinson Cano	Mariners	446	0.293	0.337	0.451	0.342	119	0.158	0.331	0.164	0.057
Joe Mauer	Twins	434	0.306	0.362	0.431	0.347	118	0.125	0.354	0.156	0.079
Mark Teixeira	Yankees	417	0.237	0.332	0.457	0.349	118	0.220	0.261	0.210	0.134
Joe Panik	Giants	423	0.284	0.351	0.406	0.334	117	0.123	0.305	0.114	0.096
Justin Upton	Padres	417	0.234	0.321	0.434	0.335	117	0.200	0.302	0.300	0.120
Jose Abreu	White Sox	431	0.284	0.327	0.478	0.349	117	0.195	0.330	0.213	0.056
Brock Holt	Red Sox	339	0.305	0.372	0.423	0.349	117	0.118	0.358	0.166	0.099
Troy Tulowitzki	- - -	385	0.266	0.317	0.473	0.343	117	0.207	0.297	0.198	0.066
Yoenis Cespedes	- - -	450	0.275	0.312	0.481	0.343	117	0.206	0.310	0.200	0.045
Jonathan Lucroy	Brewers	289	0.304	0.349	0.451	0.347	116	0.147	0.329	0.120	0.060
A.J. Pollock	Diamondbacks	441	0.293	0.338	0.465	0.348	116	0.172	0.328	0.167	0.060
Brad Miller	Mariners	363	0.267	0.332	0.436	0.338	116	0.169	0.327	0.238	0.089
Ryan Howard	Phillies	386	0.257	0.302	0.486	0.342	116	0.228	0.312	0.269	0.055
Jason Heyward	Cardinals	406	0.285	0.352	0.417	0.339	116	0.131	0.329	0.166	0.094
Andre Ethier	Dodgers	319	0.275	0.329	0.438	0.336	116	0.163	0.304	0.160	0.072
Trevor Plouffe	Twins	417	0.269	0.323	0.462	0.342	115	0.192	0.296	0.178	0.071
Prince Fielder	Rangers	459	0.287	0.340	0.461	0.349	115	0.175	0.312	0.153	0.073
Neil Walker	Pirates	413	0.274	0.326	0.442	0.336	115	0.169	0.304	0.167	0.069
Colby Rasmus	Astros	313	0.223	0.311	0.458	0.340	114	0.236	0.279	0.302	0.119
Mitch Moreland	Rangers	332	0.270	0.327	0.472	0.348	114	0.202	0.311	0.215	0.077
Alex Gordon	Royals	312	0.254	0.345	0.420	0.340	114	0.167	0.295	0.206	0.131
Adrian Beltre	Rangers	380	0.292	0.330	0.472	0.347	113	0.180	0.310	0.134	0.048
Gregory Polanco	Pirates	415	0.270	0.342	0.414	0.334	113	0.144	0.313	0.182	0.101
Adam Lind	Brewers	395	0.264	0.323	0.460	0.342	113	0.196	0.293	0.189	0.079
Will Middlebrooks	Padres	270	0.253	0.302	0.450	0.329	113	0.197	0.306	0.250	0.061
Dexter Fowler	Cubs	456	0.248	0.361	0.394	0.340	113	0.145	0.292	0.201	0.167
Jung-ho Kang	Pirates	323	0.266	0.323	0.434	0.332	112	0.168	0.316	0.218	0.076
Josh Reddick	Athletics	386	0.268	0.336	0.417	0.332	112	0.149	0.289	0.138	0.094
Ian Kinsler	Tigers	465	0.284	0.341	0.434	0.339	112	0.150	0.298	0.113	0.079
Albert Pujols	Angels	433	0.259	0.312	0.441	0.329	112	0.183	0.269	0.143	0.069
Shin-Soo Choo	Rangers	407	0.257	0.340	0.438	0.344	111	0.181	0.313	0.244	0.118
Nelson Cruz	Mariners	458	0.253	0.314	0.437	0.331	111	0.184	0.305	0.242	0.081
Daniel Murphy	Mets	344	0.281	0.332	0.416	0.328	111	0.135	0.282	0.078	0.069
Denard Span	Nationals	265	0.305	0.361	0.402	0.335	111	0.097	0.337	0.108	0.080
Ben Zobrist	- - -	296	0.255	0.351	0.400	0.335	111	0.145	0.268	0.129	0.139
Carlos Gonzalez	Rockies	397	0.276	0.333	0.493	0.358	110	0.217	0.328	0.242	0.077
Nolan Arenado	Rockies	433	0.286	0.315	0.522	0.358	110	0.236	0.295	0.154	0.034
Evan Longoria	Rays	440	0.251	0.311	0.433	0.327	110	0.181	0.293	0.217	0.078
Ryan Zimmerman	Nationals	271	0.272	0.327	0.435	0.334	110	0.163	0.312	0.186	0.072
Yangervis Solarte	Padres	357	0.269	0.316	0.427	0.325	110	0.158	0.280	0.122	0.060
Brandon Moss	- - -	394	0.233	0.295	0.465	0.333	110	0.232	0.271	0.252	0.080
Cesar Hernandez	Phillies	303	0.284	0.358	0.391	0.333	110	0.108	0.341	0.184	0.107
Christian Yelich	Marlins	364	0.280	0.353	0.398	0.334	109	0.118	0.347	0.213	0.105
Brandon Crawford	Giants	407	0.254	0.305	0.426	0.322	109	0.172	0.305	0.228	0.064
Matt Duffy	Giants	368	0.285	0.326	0.408	0.322	109	0.123	0.329	0.161	0.052
Kolten Wong	Cardinals	436	0.278	0.331	0.420	0.329	109	0.141	0.314	0.159	0.070
Chris Colabello	Blue Jays	260	0.282	0.324	0.447	0.336	109	0.165	0.354	0.252	0.053
Brian McCann	Yankees	346	0.248	0.303	0.469	0.336	109	0.221	0.252	0.161	0.070
Kyle Seager	Mariners	452	0.266	0.314	0.433	0.327	108	0.167	0.291	0.158	0.061
Logan Morrison	Mariners	388	0.256	0.313	0.432	0.327	108	0.176	0.283	0.179	0.074
Miguel Montero	Cubs	255	0.252	0.341	0.407	0.334	108	0.155	0.316	0.251	0.127
David DeJesus	- - -	276	0.277	0.334	0.420	0.331	108	0.143	0.297	0.125	0.077
Yasmany Tomas	Diamondbacks	325	0.289	0.325	0.448	0.336	108	0.158	0.353	0.223	0.045
Kendrys Morales	Royals	430	0.262	0.312	0.443	0.331	107	0.181	0.292	0.183	0.064
Nick Markakis	Braves	460	0.288	0.363	0.375	0.328	107	0.087	0.322	0.118	0.110
Seth Smith	Mariners	320	0.240	0.317	0.415	0.325	107	0.175	0.302	0.265	0.105
Nick Hundley	Rockies	309	0.301	0.352	0.462	0.353	107	0.161	0.349	0.183	0.070
Steven Souza	Rays	348	0.230	0.300	0.426	0.322	107	0.197	0.293	0.289	0.093
Carlos Beltran	Yankees	313	0.252	0.317	0.441	0.333	107	0.189	0.267	0.160	0.087
Yonder Alonso	Padres	320	0.265	0.338	0.379	0.319	106	0.113	0.299	0.149	0.101
Starling Marte	Pirates	414	0.284	0.316	0.423	0.323	106	0.138	0.344	0.208	0.039
Adam Eaton	White Sox	448	0.286	0.346	0.405	0.331	104	0.119	0.333	0.165	0.083
Mike Napoli	Red Sox	374	0.239	0.324	0.419	0.331	104	0.180	0.290	0.244	0.118
Howie Kendrick	Dodgers	432	0.293	0.330	0.397	0.319	104	0.104	0.353	0.182	0.047
Luis Valbuena	Astros	373	0.227	0.301	0.432	0.324	103	0.205	0.253	0.215	0.097
Russell Martin	Blue Jays	369	0.258	0.323	0.421	0.328	103	0.163	0.294	0.188	0.088
J.T. Realmuto	Marlins	312	0.287	0.322	0.422	0.325	103	0.135	0.312	0.125	0.043
Chris Owings	Diamondbacks	362	0.283	0.311	0.447	0.329	103	0.164	0.337	0.211	0.032
David Freese	Angels	353	0.255	0.307	0.410	0.316	103	0.155	0.301	0.207	0.066
Jhonny Peralta	Cardinals	447	0.260	0.319	0.404	0.320	103	0.144	0.302	0.189	0.078
Mike Moustakas	Royals	407	0.275	0.319	0.423	0.324	102	0.148	0.294	0.129	0.056
Adam LaRoche	White Sox	389	0.233	0.322	0.414	0.328	102	0.181	0.287	0.257	0.123
Adam Jones	Orioles	409	0.269	0.300	0.446	0.325	102	0.177	0.291	0.158	0.035
Mark Trumbo	- - -	361	0.249	0.296	0.438	0.322	102	0.189	0.301	0.246	0.059
Chris Carter	Astros	368	0.189	0.294	0.423	0.322	102	0.234	0.252	0.338	0.140
Edwin Encarnacion	Blue Jays	425	0.226	0.309	0.426	0.326	102	0.201	0.252	0.214	0.113
Evan Gattis	Astros	409	0.253	0.292	0.441	0.321	101	0.189	0.294	0.218	0.047
Yunel Escobar	Nationals	400	0.286	0.329	0.402	0.321	101	0.117	0.322	0.141	0.056
Chase Headley	Yankees	425	0.267	0.333	0.401	0.325	101	0.135	0.317	0.196	0.091
Ender Inciarte	Diamondbacks	346	0.298	0.331	0.418	0.326	101	0.121	0.324	0.113	0.041
Logan Forsythe	Rays	426	0.241	0.308	0.397	0.313	101	0.156	0.265	0.169	0.088
Michael Taylor	Nationals	329	0.258	0.300	0.429	0.320	101	0.170	0.333	0.279	0.052
Jimmy Paredes	Orioles	336	0.257	0.294	0.440	0.322	100	0.183	0.328	0.279	0.044
Cody Asche	Phillies	299	0.251	0.306	0.417	0.319	100	0.166	0.292	0.207	0.072
Angel Pagan	Giants	408	0.267	0.342	0.348	0.309	100	0.080	0.294	0.112	0.105
Marcell Ozuna	Marlins	322	0.262	0.315	0.409	0.320	100	0.147	0.329	0.243	0.068
Marcus Semien	Athletics	419	0.251	0.302	0.408	0.314	99	0.157	0.292	0.201	0.065
Jason Castro	Astros	275	0.231	0.305	0.410	0.318	99	0.180	0.294	0.279	0.098
Eddie Rosario	Twins	270	0.268	0.301	0.429	0.319	99	0.161	0.317	0.208	0.038
Michael Bourn	Indians	326	0.241	0.350	0.334	0.313	99	0.093	0.322	0.256	0.159
Kevin Kiermaier	Rays	368	0.266	0.309	0.392	0.310	99	0.127	0.313	0.187	0.055
Carlos Gomez	- - -	342	0.260	0.301	0.421	0.317	99	0.161	0.310	0.215	0.050
Melky Cabrera	White Sox	451	0.283	0.331	0.400	0.321	97	0.117	0.311	0.125	0.064
Austin Jackson	Mariners	361	0.261	0.318	0.381	0.311	97	0.120	0.312	0.194	0.075
Francisco Cervelli	Pirates	321	0.262	0.320	0.379	0.311	97	0.117	0.309	0.181	0.077
Anthony Gose	Tigers	323	0.280	0.331	0.387	0.318	97	0.107	0.347	0.207	0.068
Wilmer Flores	Mets	380	0.261	0.303	0.396	0.308	97	0.136	0.277	0.126	0.052
Michael Cuddyer	Mets	314	0.253	0.291	0.407	0.308	97	0.154	0.300	0.210	0.044
Juan Lagares	Mets	377	0.261	0.294	0.403	0.307	96	0.141	0.296	0.170	0.038
Preston Tucker	Astros	252	0.241	0.308	0.397	0.314	96	0.156	0.294	0.234	0.089
Delino Deshields Jr.	Rangers	271	0.245	0.335	0.382	0.322	96	0.137	0.296	0.214	0.126
Josh Harrison	Pirates	326	0.276	0.298	0.407	0.309	96	0.131	0.310	0.152	0.022
Gregor Blanco	Giants	263	0.243	0.320	0.351	0.303	96	0.109	0.289	0.190	0.105
Jacoby Ellsbury	Yankees	275	0.279	0.333	0.384	0.317	96	0.105	0.314	0.137	0.073
Will Venable	Padres	288	0.254	0.314	0.363	0.303	95	0.109	0.325	0.238	0.079
Rougned Odor	Rangers	274	0.251	0.300	0.427	0.319	94	0.176	0.263	0.147	0.061
Alexi Amarista	Padres	271	0.263	0.320	0.358	0.302	94	0.096	0.293	0.133	0.075
Alejandro De Aza	- - -	257	0.255	0.306	0.394	0.310	94	0.139	0.307	0.211	0.065
Elvis Andrus	Rangers	444	0.276	0.326	0.396	0.318	93	0.121	0.307	0.140	0.065
Billy Butler	Athletics	413	0.249	0.297	0.393	0.305	93	0.144	0.279	0.171	0.059
Brandon Guyer	Rays	252	0.252	0.303	0.376	0.302	93	0.124	0.299	0.194	0.065
Kole Calhoun	Angels	442	0.242	0.307	0.368	0.302	93	0.126	0.300	0.227	0.086
Maikel Franco	Phillies	302	0.239	0.296	0.399	0.309	93	0.160	0.280	0.210	0.073
Brett Lawrie	Athletics	400	0.251	0.291	0.396	0.304	92	0.145	0.306	0.225	0.048
Stephen Vogt	Athletics	386	0.237	0.309	0.370	0.304	92	0.133	0.261	0.159	0.096
Nick Castellanos	Tigers	397	0.243	0.290	0.413	0.311	92	0.171	0.299	0.248	0.058
Odubel Herrera	Phillies	328	0.257	0.299	0.398	0.308	92	0.141	0.309	0.212	0.052
Brandon Phillips	Reds	397	0.273	0.305	0.395	0.308	91	0.122	0.312	0.160	0.039
Mark Canha	Athletics	267	0.232	0.280	0.399	0.302	91	0.168	0.265	0.204	0.059
Martin Prado	Marlins	346	0.280	0.321	0.372	0.307	91	0.092	0.312	0.121	0.052
Xander Bogaerts	Red Sox	417	0.285	0.315	0.394	0.311	91	0.109	0.334	0.166	0.035
Eric Sogard	Athletics	308	0.265	0.327	0.347	0.301	90	0.081	0.292	0.114	0.083
Ian Desmond	Nationals	418	0.253	0.293	0.396	0.305	90	0.144	0.308	0.223	0.048
Wilson Ramos	Nationals	327	0.271	0.304	0.388	0.305	90	0.117	0.321	0.182	0.040
Chris Young	Yankees	271	0.216	0.280	0.417	0.309	90	0.202	0.230	0.194	0.081
Marlon Byrd	Reds	340	0.234	0.270	0.424	0.306	90	0.190	0.279	0.244	0.042
Torii Hunter	Twins	394	0.249	0.287	0.408	0.306	90	0.159	0.281	0.183	0.044
Cameron Maybin	Braves	393	0.266	0.318	0.363	0.303	90	0.097	0.316	0.174	0.067
Kevin Pillar	Blue Jays	426	0.261	0.287	0.415	0.308	89	0.154	0.287	0.159	0.029
Robinson Chirinos	Rangers	258	0.225	0.291	0.410	0.311	89	0.185	0.247	0.195	0.085
Dustin Pedroia	Red Sox	337	0.260	0.309	0.389	0.308	88	0.129	0.278	0.127	0.062
Aramis Ramirez	- - -	340	0.245	0.289	0.394	0.302	88	0.149	0.265	0.153	0.053
Danny Espinosa	Nationals	337	0.245	0.287	0.396	0.302	88	0.151	0.288	0.206	0.051
Jose Altuve	Astros	447	0.256	0.292	0.395	0.302	88	0.138	0.256	0.095	0.042
Jimmy Rollins	Dodgers	405	0.222	0.289	0.370	0.296	88	0.149	0.240	0.168	0.087
Eduardo Escobar	Twins	254	0.245	0.285	0.401	0.303	88	0.156	0.277	0.185	0.047
Jace Peterson	Braves	423	0.244	0.309	0.359	0.300	88	0.115	0.305	0.225	0.086
Juan Uribe	- - -	284	0.244	0.313	0.358	0.301	87	0.114	0.290	0.189	0.092
Adeiny Hechavarria	Marlins	406	0.275	0.308	0.375	0.302	87	0.100	0.321	0.159	0.039
Andrelton Simmons	Braves	405	0.274	0.315	0.359	0.299	87	0.085	0.298	0.103	0.050
A.J. Pierzynski	Braves	298	0.268	0.308	0.366	0.299	87	0.097	0.293	0.117	0.049
Victor Martinez	Tigers	311	0.255	0.307	0.376	0.303	87	0.122	0.267	0.114	0.067
James McCann	Tigers	264	0.268	0.299	0.384	0.302	86	0.116	0.325	0.199	0.036
Ruben Tejada	Mets	289	0.247	0.301	0.350	0.292	86	0.104	0.286	0.167	0.069
Avisail Garcia	White Sox	390	0.264	0.297	0.390	0.304	86	0.126	0.347	0.264	0.038
Asdrubal Cabrera	Rays	360	0.220	0.272	0.380	0.291	85	0.160	0.249	0.200	0.063
Yadier Molina	Cardinals	393	0.263	0.298	0.368	0.295	85	0.105	0.289	0.128	0.041
Jordy Mercer	Pirates	298	0.256	0.297	0.361	0.293	85	0.106	0.294	0.161	0.050
Derek Norris	Padres	390	0.214	0.264	0.381	0.288	84	0.167	0.242	0.206	0.060
David Murphy	- - -	253	0.250	0.298	0.366	0.296	84	0.116	0.269	0.128	0.060
Ben Revere	- - -	408	0.285	0.336	0.323	0.295	83	0.037	0.322	0.094	0.068
Jose Reyes	- - -	343	0.252	0.310	0.350	0.295	83	0.099	0.283	0.145	0.076
Pablo Sandoval	Red Sox	371	0.273	0.301	0.379	0.300	83	0.107	0.308	0.141	0.032
J.J. Hardy	Orioles	300	0.247	0.308	0.356	0.297	83	0.110	0.284	0.168	0.080
Mark Reynolds	Cardinals	308	0.203	0.280	0.362	0.291	83	0.160	0.263	0.279	0.099
Billy Hamilton	Reds	386	0.253	0.309	0.347	0.294	82	0.094	0.295	0.164	0.072
Brayan Pena	Reds	281	0.263	0.337	0.314	0.294	82	0.051	0.292	0.101	0.102
Freddy Galvis	Phillies	390	0.251	0.288	0.367	0.292	81	0.117	0.287	0.166	0.044
Nori Aoki	Giants	324	0.267	0.317	0.309	0.282	81	0.042	0.293	0.089	0.066
Salvador Perez	Royals	374	0.251	0.280	0.376	0.291	80	0.126	0.272	0.140	0.032
Danny Santana	Twins	263	0.272	0.292	0.365	0.291	80	0.093	0.336	0.197	0.019
Johnny Giavotella	Angels	410	0.251	0.299	0.327	0.282	79	0.076	0.284	0.135	0.060
Jake Marisnick	Astros	265	0.231	0.273	0.369	0.287	78	0.138	0.285	0.231	0.049
Kurt Suzuki	Twins	323	0.242	0.286	0.359	0.288	78	0.117	0.246	0.101	0.054
Addison Russell	Cubs	336	0.217	0.284	0.357	0.289	77	0.140	0.275	0.252	0.085
Mike Zunino	Mariners	339	0.185	0.242	0.380	0.281	77	0.194	0.240	0.300	0.067
Erick Aybar	Angels	424	0.256	0.290	0.329	0.278	76	0.074	0.286	0.125	0.041
Alexei Ramirez	White Sox	409	0.251	0.296	0.352	0.289	75	0.101	0.284	0.151	0.056
Alcides Escobar	Royals	435	0.264	0.298	0.337	0.284	75	0.073	0.307	0.145	0.039
Dee Gordon	Marlins	412	0.283	0.310	0.323	0.283	74	0.040	0.328	0.118	0.031
Jean Segura	Brewers	375	0.268	0.297	0.341	0.284	73	0.073	0.303	0.126	0.034
Leonys Martin	Rangers	309	0.222	0.279	0.358	0.287	72	0.136	0.277	0.241	0.070
Carlos Ruiz	Phillies	252	0.243	0.304	0.309	0.278	72	0.066	0.273	0.127	0.080
Billy Burns	Athletics	358	0.273	0.301	0.308	0.273	71	0.035	0.310	0.104	0.031
Matt Joyce	Angels	278	0.197	0.277	0.311	0.270	71	0.113	0.254	0.246	0.102
Jose Iglesias	Tigers	355	0.274	0.304	0.318	0.278	70	0.044	0.302	0.087	0.035
Didi Gregorius	Yankees	366	0.241	0.288	0.331	0.279	69	0.091	0.286	0.178	0.058
Omar Infante	Royals	377	0.237	0.271	0.344	0.276	69	0.107	0.279	0.184	0.039
Stephen Drew	Yankees	318	0.197	0.274	0.335	0.277	68	0.138	0.202	0.150	0.098
Nick Ahmed	Diamondbacks	341	0.224	0.272	0.336	0.275	66	0.111	0.267	0.197	0.057
Starlin Castro	Cubs	431	0.234	0.273	0.329	0.272	65	0.095	0.273	0.173	0.046
Carlos Sanchez	White Sox	253	0.252	0.300	0.299	0.272	64	0.047	0.317	0.187	0.059
Rene Rivera	Rays	268	0.190	0.231	0.327	0.256	61	0.138	0.241	0.256	0.046
Ichiro Suzuki	Marlins	273	0.253	0.308	0.237	0.252	53	-0.016	0.294	0.096	0.070

Specific peripherals used in individual models:

ISO: Average FB/LD exit velocity, Hard%, FB%, Pull%, Speed Score

BABIP: Average GB exit velocity, Hard%, GB%, True IFFB% (infield flies per batted ball), True OFFB% (outfield flies per batted ball), Pull%, Contact%, Speed Score

K: Contact%, Swing%

BB: Zone%, Z-Contact%, O-Swing%.

TIPS

TIPS is a pitch-level ERA estimator designed to eliminate catcher framing effects from DIPS metrics such as xFIP and SIERA. TIPS takes inputs such as O-Looking%, Foul%, and SwStr%. It can be extremely effective in a sample size of less than 70 innings pitched. You can view the process through which TIPS was created here.

Name	Team	IP	TIPS
Carter Capps	Marlins	23.1	1.26
Zach Putnam	White Sox	26.2	1.84
Aroldis Chapman	Reds	36.1	2.12
Jason Grilli	Braves	33.2	2.3
Edward Mujica	- - -	23.2	2.31
Joaquin Benoit	Padres	36	2.42
Ken Giles	Phillies	37	2.5
Koji Uehara	Red Sox	31	2.52
Joe Ross	Nationals	20.1	2.59
Pedro Baez	Dodgers	21	2.6
Aaron Barrett	Nationals	21.1	2.61
A.J. Ramos	Marlins	37.2	2.63
Luke Gregerson	Astros	32.1	2.64
Steve Delabar	Blue Jays	21.2	2.66
Francisco Rodriguez	Brewers	31	2.67
Fernando Rodriguez	Athletics	24	2.67
Tony Sipp	Astros	31	2.68
Chris Sale	White Sox	112.1	2.68
Brad Brach	Orioles	42.2	2.68
Fernando Salas	Angels	34	2.68
Pedro Strop	Cubs	37.2	2.73
Vidal Nuno	- - -	25	2.76
David Robertson	White Sox	34.2	2.8
Darren O'Day	Orioles	32.2	2.86
Corey Kluber	Indians	125.1	2.86
Cody Allen	Indians	35	2.88
Zach Britton	Orioles	35.2	2.9
Carlos Carrasco	Indians	101.1	2.91
Jonathan Papelbon	Phillies	33.2	2.92
Keone Kela	Rangers	35	2.93
Tony Watson	Pirates	40	2.94
Chris Capuano	Yankees	28.1	2.94
Jared Hughes	Pirates	38.2	2.95
Clayton Kershaw	Dodgers	114	2.95
Danny Salazar	Indians	90	2.95
Max Scherzer	Nationals	123.1	2.96
Will Smith	Brewers	31.2	2.96
Andrew Miller	Yankees	26.1	2.97
Brad Boxberger	Rays	33	2.99
Boone Logan	Rockies	23	2.99
Jeurys Familia	Mets	39.2	2.99
Kelvin Herrera	Royals	33.2	3
Jacob deGrom	Mets	105.2	3.01
Zach Duke	White Sox	31.2	3.03
Cole Hamels	Phillies	113.1	3.04
Chris Archer	Rays	115.2	3.09
Shawn Kelley	Padres	31	3.09
Rafael Betancourt	Rockies	23.1	3.1
Brandon McCarthy	Dodgers	23	3.1
Justin Grimm	Cubs	21.2	3.11
Glen Perkins	Twins	35.1	3.11
Trevor Rosenthal	Cardinals	38.1	3.11
Brett Cecil	Blue Jays	27	3.14
Yimi Garcia	Dodgers	37.1	3.14
Kevin Gausman	Orioles	27	3.16
Mark Lowe	Mariners	26	3.16
Johnny Cueto	Reds	113.2	3.16
Chasen Shreve	Yankees	34.1	3.17
Junichi Tazawa	Red Sox	36.2	3.19
Josh Fields	Astros	28	3.19
Blake Treinen	Nationals	39	3.2
Dellin Betances	Yankees	43.2	3.2
Mark Melancon	Pirates	41	3.2
Brad Ziegler	Diamondbacks	37	3.21
Justin De Fratus	Phillies	46	3.21
Masahiro Tanaka	Yankees	59.1	3.22
Mike Dunn	Marlins	27	3.22
Evan Scribner	Athletics	42	3.22
Christian Friedrich	Rockies	35.1	3.23
Zac Rosscup	Cubs	23	3.24
James Shields	Padres	111.1	3.24
Elvis Araujo	Phillies	23	3.24
Roberto Osuna	Blue Jays	39	3.26
Madison Bumgarner	Giants	113.1	3.26
Logan Verrett	- - -	21.1	3.26
Jake Diekman	Phillies	30.2	3.26
Tom Wilhelmsen	Mariners	25	3.27
Sergio Romo	Giants	25.1	3.27
Arquimedes Caminero	Pirates	36.1	3.28
Antonio Bastardo	Pirates	24.2	3.29
Wade Davis	Royals	37	3.29
Chad Qualls	Astros	24.2	3.29
Drew Storen	Nationals	32	3.31
Craig Kimbrel	Padres	31	3.35
Joe Smith	Angels	35.1	3.35
Jonathan Broxton	Brewers	32	3.36
Luis Avilan	Braves	33.1	3.37
Tyler Clippard	Athletics	35.2	3.38
Michael Pineda	Yankees	99.2	3.39
Jumbo Diaz	Reds	23	3.4
Bryan Morris	Marlins	31.1	3.4
Ryan Madson	Royals	33.2	3.42
Liam Hendriks	Blue Jays	38.1	3.43
Randall Delgado	Diamondbacks	38	3.46
Carlos Torres	Mets	33	3.47
Hansel Robles	Mets	22.2	3.47
Angel Nesbitt	Tigers	21.2	3.47
Jorge de la Rosa	Rockies	70.2	3.47
Joe Blanton	Royals	33.2	3.48
Jeff Samardzija	White Sox	116.1	3.48
Mike Foltynewicz	Braves	52.2	3.48
Carlos Martinez	Cardinals	100	3.5
Huston Street	Angels	34.2	3.5
Brandon Gomes	Rays	28.1	3.51
Scott Kazmir	Athletics	98.1	3.51
Felix Hernandez	Mariners	110.1	3.52
Francisco Liriano	Pirates	108.1	3.52
Pat Neshek	Astros	31.2	3.53
Edwin Jackson	Cubs	30	3.53
Vincent Velasquez	Astros	32	3.53
Nick Hagadone	Indians	27.1	3.54
Noah Syndergaard	Mets	58.2	3.54
Jason Hammel	Cubs	102.2	3.54
Rubby de la Rosa	Diamondbacks	106.2	3.54
Michael Wacha	Cardinals	101.1	3.55
Clay Buchholz	Red Sox	110	3.55
Hector Noesi	White Sox	32.2	3.55
Alexi Ogando	Red Sox	38	3.56
Mike Fiers	Brewers	94	3.57
Tyler Lyons	Cardinals	28.2	3.57
Raisel Iglesias	Reds	24.2	3.57
Carson Smith	Mariners	35	3.58
Ian Kennedy	Padres	80	3.6
Miguel Gonzalez	Orioles	88.1	3.6
Justin Wilson	Yankees	30.1	3.62
Scott Carroll	White Sox	22	3.62
J.J. Hoover	Reds	37.1	3.63
Brandon Maurer	Padres	42.1	3.64
Bryan Shaw	Indians	29.2	3.65
Xavier Cedeno	- - -	24.2	3.65
Eric Stults	Braves	47.2	3.65
Kyle Gibson	Twins	106.2	3.65
Brian Matusz	Orioles	27.2	3.65
Matt Harvey	Mets	104.1	3.66
Jose Alvarez	Angels	34.2	3.66
Chaz Roe	Orioles	24	3.67
Erik Goeddel	Mets	23	3.67
Jason Motte	Cubs	33.1	3.68
Jeremy Jeffress	Brewers	37.1	3.68
Luis Garcia	Phillies	39	3.68
Hector Rondon	Cubs	35.1	3.69
Daniel Hudson	Diamondbacks	37	3.69
Ricky Nolasco	Twins	32.2	3.69
Zack Greinke	Dodgers	115.1	3.7
Esmil Rogers	Yankees	33	3.7
Ryan Pressly	Twins	27.2	3.7
Sam Dyson	Marlins	37.1	3.71
Kevin Quackenbush	Padres	27	3.71
Jeremy Hellickson	Diamondbacks	90.2	3.71
Severino Gonzalez	Phillies	25	3.71
David Price	Tigers	117	3.72
Jake Arrieta	Cubs	112.2	3.72
Tony Cingrani	Reds	23.1	3.73
Anibal Sanchez	Tigers	112.1	3.74
Erasmo Ramirez	Rays	73.1	3.74
Marco Estrada	Blue Jays	80.1	3.75
Lance Lynn	Cardinals	92.1	3.75
Collin McHugh	Astros	107	3.75
Carlos Rodon	White Sox	60.1	3.75
Steve Geltz	Rays	40	3.75
George Kontos	Giants	42.1	3.75
Jose Quintana	White Sox	107.1	3.75
Taijuan Walker	Mariners	97.1	3.75
Gerrit Cole	Pirates	110.1	3.75
Oliver Perez	Diamondbacks	22.1	3.75
Alex Wilson	Tigers	46	3.75
Neal Cotts	Brewers	35.2	3.77
Craig Breslow	Red Sox	30.1	3.77
Joakim Soria	Tigers	32.2	3.77
Aaron Loup	Blue Jays	32	3.79
Eduardo Rodriguez	Red Sox	46.1	3.79
Dale Thayer	Padres	29	3.79
Jim Johnson	Braves	42	3.8
Rob Scahill	Pirates	26	3.81
Lance McCullers	Astros	58.1	3.81
Juan Nicasio	Dodgers	36	3.81
Greg Holland	Royals	24	3.81
Danny Farquhar	Mariners	26.1	3.82
Chad Bettis	Rockies	63.2	3.82
Jason Frasor	Royals	23.1	3.82
Addison Reed	Diamondbacks	24.1	3.83
David Hale	Rockies	47.1	3.83
Al Alburquerque	Tigers	36.2	3.84
Jimmy Nelson	Brewers	102	3.84
Matt Barnes	Red Sox	21.1	3.84
Corey Knebel	Brewers	22.1	3.84
Jake Odorizzi	Rays	76.2	3.84
Dustin McGowan	Phillies	23.1	3.84
Shawn Tolleson	Rangers	35.2	3.85
Tommy Hunter	Orioles	35.2	3.85
Wei-Yin Chen	Orioles	102	3.85
Brandon Cunniff	Braves	27.2	3.86
Shelby Miller	Braves	108.2	3.86
John Axford	Rockies	23.2	3.86
Will Harris	Astros	38.2	3.87
Tim Lincecum	Giants	76.1	3.88
Tyson Ross	Padres	103.2	3.89
Alfredo Simon	Tigers	97	3.89
Seth Maness	Cardinals	33	3.89
Andrew Cashner	Padres	102	3.9
John Lackey	Cardinals	110.2	3.9
Shaun Marcum	Indians	35	3.9
Chris Young	Royals	81	3.91
Trevor Bauer	Indians	97.1	3.91
Jon Lester	Cubs	103.1	3.91
Sean Gilmartin	Mets	26.1	3.91
Trevor May	Twins	81.1	3.93
Mat Latos	Marlins	75.1	3.93
Tanner Scheppers	Rangers	26	3.93
Chris Rusin	Rockies	46.1	3.93
Drew Pomeranz	Athletics	58.2	3.95
Casey Fien	Twins	26.2	3.95
Ryan Webb	Indians	25.1	3.95
Matt Belisle	Cardinals	30	3.96
Kevin Siegrist	Cardinals	39	3.96
Drew Hutchison	Blue Jays	93	3.96
Michael Blazek	Brewers	45	3.96
Garrett Richards	Angels	94	3.97
John Danks	White Sox	87.1	3.97
Sonny Gray	Athletics	114.2	3.97
Zach McAllister	Indians	42.1	3.98
David Carpenter	- - -	24.2	3.98
Edinson Volquez	Royals	100.2	3.99
Brandon Finnegan	Royals	20.1	4
J.R. Graham	Twins	38	4
Jordan Zimmermann	Nationals	106.2	4
Aaron Harang	Phillies	106	4.01
Christian Bergman	Rockies	38.2	4.01
Charlie Furbush	Mariners	21.2	4.02
Samuel Deduno	Astros	21	4.02
Aaron Thompson	Twins	32.1	4.03
Blaine Hardy	Tigers	39.1	4.03
Roenis Elias	Mariners	78	4.03
Kevin Jepsen	Rays	35	4.04
Javier Lopez	Giants	23	4.04
Stephen Strasburg	Nationals	61	4.04
Jerome Williams	Phillies	70	4.05
Matt Garza	Brewers	99	4.06
Robbie Ross	Red Sox	27.1	4.06
Dillon Gee	Mets	39.2	4.06
Adam Liberatore	Dodgers	24.1	4.06
Santiago Casilla	Giants	31	4.07
Brad Hand	Marlins	40.1	4.07
CC Sabathia	Yankees	95	4.08
J.P. Howell	Dodgers	24.2	4.08
Hisashi Iwakuma	Mariners	21.1	4.08
Michael Lorenzen	Reds	65.1	4.09
Brian Duensing	Twins	21	4.09
Blaine Boyer	Twins	37.2	4.09
Jeff Locke	Pirates	91	4.09
Tommy Milone	Twins	59.2	4.09
Brett Oberholtzer	Astros	33.1	4.1
Taylor Jungmann	Brewers	37	4.1
Cesar Ramos	Angels	24	4.1
Carlos Villanueva	Cardinals	33.2	4.11
Yordano Ventura	Royals	67.1	4.11
Hector Santiago	Angels	101.1	4.11
Charlie Morton	Pirates	46	4.11
Nate Karns	Rays	98	4.12
Gio Gonzalez	Nationals	88.2	4.12
Ross Detwiler	Rangers	43	4.12
Julio Teheran	Braves	101.2	4.12
Nathan Eovaldi	Yankees	93	4.13
Kyle Lohse	Brewers	103	4.13
Mike Wright	Orioles	29.2	4.14
Jesse Hahn	Athletics	96.2	4.14
Anthony DeSclafani	Reds	101	4.14
Shane Greene	Tigers	68	4.14
Matthew Wisler	Braves	23	4.14
Jason Marquis	Reds	47.1	4.15
Nick Martinez	Rangers	97	4.16
Dallas Keuchel	Astros	130.1	4.16
Matt Shoemaker	Angels	84.1	4.17
Andrew Chafin	Diamondbacks	42.1	4.18
Dan Jennings	White Sox	24	4.19
Ernesto Frieri	Rays	23.1	4.19
Yusmeiro Petit	Giants	48	4.2
Brett Anderson	Dodgers	101	4.2
Adam Warren	Yankees	88	4.21
Dan Otero	Athletics	24.1	4.21
Tsuyoshi Wada	Cubs	31.1	4.22
Carlos Frias	Dodgers	69.2	4.22
Ubaldo Jimenez	Orioles	94.1	4.22
Cody Martin	Braves	21.2	4.22
Alex Wood	Braves	99.2	4.23
Brandon Morrow	Padres	33	4.23
Jaime Garcia	Cardinals	48	4.24
Nick Masset	- - -	25	4.25
Mike Leake	Reds	106.2	4.25
Anthony Bass	Rangers	45.2	4.27
Michael Montgomery	Mariners	50	4.27
R.A. Dickey	Blue Jays	107.2	4.27
Matt Andriese	Rays	46.1	4.28
Jordan Lyles	Rockies	49	4.29
Steve Cishek	Marlins	28	4.29
Chris Tillman	Orioles	84	4.29
Tom Koehler	Marlins	92	4.3
Rick Porcello	Red Sox	94.2	4.3
David Buchanan	Phillies	24.2	4.3
Adam Wainwright	Cardinals	25	4.3
Brooks Brown	Rockies	23.1	4.3
Frank Garces	Padres	28.1	4.3
Travis Wood	Cubs	58.1	4.31
Kevin Correia	Phillies	23.1	4.31
Phil Hughes	Twins	111.2	4.31
Robbie Ray	Diamondbacks	50	4.32
Scott Feldman	Astros	60	4.32
Chase Anderson	Diamondbacks	97	4.32
Scott Oberg	Rockies	31	4.34
Tim Hudson	Giants	92.1	4.35
A.J. Burnett	Pirates	113	4.35
Jesse Chavez	Athletics	95.2	4.36
Justin Verlander	Tigers	22.2	4.38
Bud Norris	Orioles	58.1	4.39
Dan Haren	Marlins	105	4.4
Wade Miley	Red Sox	96	4.4
Andrew Heaney	Angels	20.1	4.41
Chris Bassitt	Athletics	21.1	4.41
C.J. Wilson	Angels	108.1	4.41
Kendall Graveman	Athletics	77	4.42
Tanner Roark	Nationals	60.1	4.42
Tom Layne	Red Sox	26	4.43
Jeanmar Gomez	Phillies	41	4.44
Matt Thornton	Nationals	20.2	4.44
J.A. Happ	Mariners	91.2	4.44
Danny Duffy	Royals	56	4.45
Wily Peralta	Brewers	54	4.46
Vance Worley	Pirates	59	4.46
Jon Niese	Mets	98	4.46
Sean O'Sullivan	Phillies	71	4.47
Joe Beimel	Mariners	25.1	4.48
Joba Chamberlain	Tigers	22	4.48
Colby Lewis	Rangers	104.1	4.49
Alex Torres	Mets	28.1	4.49
Mike Bolsinger	Dodgers	67	4.49
Wandy Rodriguez	Rangers	78.2	4.5
Daniel Norris	Blue Jays	23.1	4.53
Fernando Rodney	Mariners	34	4.54
Bartolo Colon	Mets	105	4.55
Kyle Hendricks	Cubs	92	4.55
Joe Kelly	Red Sox	74.2	4.57
Ryan Mattheus	- - -	22.1	4.57
Jose Urena	Marlins	42.1	4.57
Mark Buehrle	Blue Jays	114.1	4.57
Steven Wright	Red Sox	43.1	4.58
Chris Heston	Giants	105	4.59
Doug Fister	Nationals	64	4.59
Kyle Lobstein	Tigers	47.2	4.6
Justin Masterson	Red Sox	44	4.6
Roberto Hernandez	Astros	83.2	4.6
Josh Collmenter	Diamondbacks	77.1	4.61
Jake Petricka	White Sox	30	4.61
Alex Colome	Rays	71.1	4.62
Eddie Butler	Rockies	54.1	4.62
Yovani Gallardo	Rangers	107.2	4.64
James Russell	Cubs	21	4.64
Jason Vargas	Royals	41.2	4.66
James Paxton	Mariners	58.1	4.67
Jeremy Guthrie	Royals	89.2	4.67
Tom Gorzelanny	Tigers	24	4.68
Trevor Cahill	Braves	26.1	4.72
Alex Gonzalez	Rangers	43.1	4.72
Kyle Kendrick	Rockies	102	4.75
Jarred Cosart	Marlins	45.1	4.76
Odrisamer Despaigne	Padres	83.1	4.78
Chad Billingsley	Phillies	27	4.81
Jean Machi	Giants	31.1	4.84
Kyle Ryan	Tigers	30.1	4.85
Ryan Vogelsong	Giants	90	4.85
Mike Pelfrey	Twins	91.1	4.86
Cody Anderson	Indians	23.2	4.86
Jered Weaver	Angels	96.2	4.92
Aaron Sanchez	Blue Jays	66	4.94
Henderson Alvarez	Marlins	22.1	5.02
Franklin Morales	Royals	33.1	5.06
Archie Bradley	Diamondbacks	35.2	5.07
Jeremy Affeldt	Giants	22.2	5.14
Williams Perez	Braves	50	5.16
Burke Badenhop	Reds	31.1	5.17
David Phelps	Marlins	82.2	5.25
Tyler Matzek	Rockies	22	5.63

Table accurate as of July 08, 2015

At some point soon, new 2015 FRIAS numbers will be run and posted here. If you have any questions, suggestions or comments, please leave them below.