Ruben Gotay

Pos2B

B/TS/R

Born1982-12-25

Age (2027)44

No MLB projection yet. Career stats below are historical.

Overview

INTLLAST SEASON 2017

Year	Age	Lvl / Team	PA	AVG/OBP/SLG	HR	SB	wRC+	WAR	MLE AVG/OBP/SLG
2015	32	AAA/INTL2 orgs	102	.286/.400/.369	1	0	125	—	.222/.462/.333
2016	33	AAA/INTL2 orgs	193	.222/.323/.329	4	1	85	—	.188/.188/.375
2017	34	INTLPuerto Rico	71	.258/.300/.333	1	0	78	—

Contract

No contract data on file.

Career Stats + Projections

Real MLB stats plus park-adjusted projections — this season (so far / rest / full), then future seasons and career totals.

show model inputsbasis chips: RAW = as recorded · CTX = with park/league context · A+C = actual + context combined · MLE = level/park-neutral

Methodology▸ how these numbers are built

All seasons translated to park-neutral MLB-equivalent (MLE) and combined per year. 2027 = full-season projection (no games played yet). 2028+ via Advanced Marcel + aging curve.

Year	Age	Lvl	Team	MLB%	PA	AB	H	2B	3B	HR	BB	SO	HBP	SB	CS	AVG	OBP	SLG	OPS	ISO	BABIP	K%	BB%	wOBA	wRC+	BAT	RUN	FLD	POS	REP	WAR
▸ Career — actual stats, one row per stint (as recorded, no adjustments)
2004	21	MLB	Kansas City Royals	—	166	152	41	7	3	1	9	36	2	0	1	270	319	375	694	105	342	22	5	306	93	-1	-0	-1	+1	+4	0.2
2005	22	MLB	Kansas City Royals	—	317	282	64	14	2	5	22	51	4	2	2	227	292	344	636	117	255	16	7	280	76	-9	-0	-6	+2	+7	-0.7
2005	22	AA	Wichita Wranglers	—	122	110	27	8	0	3	12	13	0	0	2	245	320	400	720	155	255	11	10	323	68	—	—	—	—	—	—
2006	23	AAA	Norfolk Tides	—	543	491	130	28	3	12	36	96	6	11	6	265	323	407	730	143	306	18	7	320	76	—	—	—	—	—	—
2007	24	MLB	New York Mets	—	211	190	56	12	0	4	16	42	1	3	3	295	353	421	774	126	359	20	8	340	114	+4	-1	-1	+1	+5	0.8
2007	24	AAA	New Orleans Zephyrs	—	98	82	21	7	1	2	14	14	1	1	1	256	371	439	810	183	284	14	14	359	90	—	—	—	—	—	—
2008	25	MLB	Atlanta Braves	—	117	102	24	5	0	2	13	32	0	1	1	235	322	343	665	108	324	27	11	299	89	-2	-0	-0	+0	+3	0.1
2009	26	AAA	Reno Aces	—	479	371	101	29	2	11	102	69	1	2	4	272	430	450	881	178	307	14	21	394	103	—	—	—	—	—	—
2010	27	AAA	Memphis Redbirds	—	577	473	135	30	1	13	95	116	6	0	5	285	411	436	847	150	353	20	16	382	90	—	—	—	—	—	—
2010	27	INTL	Senadores de San Juan	—	110	97	15	3	1	1	9	23	3	0	1	155	248	237	485	82	189	21	8	228	40	—	—	—	—	—	—
2011	28	AAA	Gwinnett Braves	—	519	450	111	12	3	9	57	81	3	11	4	247	335	347	681	100	280	16	11	308	62	—	—	—	—	—	—
2011	28	INTL	Puerto Rico	—	160	128	31	2	1	2	29	18	1	2	1	242	386	320	706	78	269	11	18	330	110	—	—	—	—	—	—
2012	29	AAA	Gwinnett Braves	—	305	259	71	11	1	5	44	65	1	4	0	274	382	382	764	108	347	21	14	349	75	—	—	—	—	—	—
2012	29	INTL	Atenienses de Manati	—	158	134	40	10	2	0	22	17	1	0	2	299	401	403	804	104	342	11	14	364	132	—	—	—	—	—	—
2013	30	AA	Springfield Cardinals	—	576	498	139	31	0	16	72	95	0	16	7	279	370	438	808	159	313	16	12	359	70	—	—	—	—	—	—
2013	30	INTL	Gigantes de Carolina	—	167	141	44	11	0	4	22	34	2	2	0	312	412	475	887	163	385	20	13	392	152	—	—	—	—	—	—
2014	31	AAA	Louisville Bats	—	585	518	132	22	1	17	61	127	1	3	3	255	334	400	734	145	304	22	10	328	52	—	—	—	—	—	—
2014	31	INTL	Puerto Rico	—	170	141	34	9	0	4	23	28	4	3	0	241	363	390	753	149	275	16	14	340	117	—	—	—	—	—	—
2015	32	AAA	Saraperos de Saltillo	—	15	8	2	1	0	0	5	3	0	0	0	250	538	375	913	125	286	20	33	378	159	—	—	—	—	—	—
2015	32	INTL	Indios de Mayaguez	—	87	76	22	3	0	1	11	11	0	0	1	289	379	368	748	79	328	13	13	344	119	—	—	—	—	—	—
2016	33	AAA	Saraperos de Saltillo	—	16	16	3	0	0	1	0	4	0	0	1	188	188	375	562	188	182	25	0	243	-2	—	—	—	—	—	—
2016	33	INTL	Puerto Rico	—	177	151	34	6	0	3	24	23	1	1	0	225	335	325	660	99	246	13	14	305	93	—	—	—	—	—	—
2017	34	INTL	Puerto Rico	—	71	66	17	2	0	1	4	16	0	0	0	258	300	333	633	76	320	23	6	283	78	—	—	—	—	—	—
▸ Career Totals (raw MLB only — historical actual)
MLB Career	—			—	811	726	185	38	5	12	60	161	7	6	7	255	318	371	688	116	308	20	7	304	92	-8	-2	-7	+4	+18	0.5
▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents)
2004	21	MLB MLE	Kansas City Royals	—	166	152	41	7	3	1	9	36	2	0	1	270	319	375	694	105	342	22	5	306	93	-1	-0	-1	+1	+4	0.2
2005	22	MLB MLE	Kansas City Royals	—	317	282	64	14	2	5	22	51	4	2	2	227	292	344	636	117	255	16	7	280	76	-9	-0	-6	+2	+7	-0.7
2005	22	AA MLE	Wichita Wranglers	—	122	113	24	7	0	2	9	16	0	0	2	212	270	327	598	115	230	13	7	268	68	—	—	—	—	—	—
2006	23	AAA MLE	Norfolk Tides	—	543	501	121	24	3	11	26	115	6	11	6	242	287	367	654	126	284	21	5	280	76	—	—	—	—	—	—
2007	24	MLB MLE	New York Mets	—	211	191	56	12	0	4	15	42	1	3	3	293	348	419	767	126	359	20	7	337	114	+4	-1	-1	+1	+5	0.8
2007	24	AAA MLE	New Orleans Zephyrs	—	98	86	20	6	1	2	10	18	1	1	1	233	320	395	715	163	256	18	10	301	90	—	—	—	—	—	—
2008	25	MLB MLE	Atlanta Braves	—	117	102	24	5	0	2	13	32	0	1	1	235	322	343	665	108	324	27	11	299	89	-2	-0	-0	+0	+3	0.1
2009	26	AAA MLE	Reno Aces	—	479	401	93	25	2	9	72	89	1	2	4	232	350	372	722	140	271	19	15	321	103	—	—	—	—	—	—
2010	27	AAA MLE	Memphis Redbirds	—	577	500	116	25	1	9	68	151	6	0	5	232	331	340	671	108	309	26	12	301	90	—	—	—	—	—	—
2011	28	AAA MLE	Gwinnett Braves	—	519	468	103	11	3	7	40	97	3	11	4	220	286	301	587	81	254	19	8	260	62	—	—	—	—	—	—
2012	29	AAA MLE	Gwinnett Braves	—	305	275	63	9	1	5	28	83	1	4	0	229	303	324	626	95	304	27	9	279	75	—	—	—	—	—	—
2013	30	AA MLE	Springfield Cardinals	—	576	526	118	22	0	11	44	112	0	16	7	224	284	329	613	105	256	19	8	271	70	—	—	—	—	—	—
2014	31	AAA MLE	Louisville Bats	—	585	541	106	15	1	14	39	164	1	3	3	196	251	305	556	109	246	28	7	245	52	—	—	—	—	—	—
2015	32	AAA MLE	Saraperos de Saltillo	—	15	9	2	1	0	0	4	4	0	0	0	222	462	333	795	111	267	27	27	403	159	—	—	—	—	—	—
2016	33	AAA MLE	Saraperos de Saltillo	—	16	16	3	0	0	1	0	5	0	0	1	188	188	375	562	188	153	31	0	165	-2	—	—	—	—	—	—
2004	21	MLB MLE	Kansas City Royals	—	166	152	41	7	3	1	9	36	2	0	1	270	319	375	694	105	342	22	5	306	93	-1	-0	-1	+1	+4	0.2
2004	21	MLB RAW	Kansas City Royals	—	166	152	41	7	3	1	9	36	2	0	1	270	319	375	694	105	342	22	5	306	93	-1	-0	-1	+1	+4	0.2
2005	22	MLB MLE	2 teams	—	439	395	88	21	2	7	31	67	4	2	4	223	286	339	625	116	248	15	7	277	73	-14	-1	-6	+2	+10	-1.0
2005	22	MLB RAW	2 teams	—	439	392	91	22	2	8	34	64	4	2	4	232	300	360	660	128	255	15	8	292	73	-14	-1	-6	+2	+10	-1.0
2006	23	AAA MLE	Norfolk Tides	—	543	501	121	24	3	11	26	115	6	11	6	242	287	367	654	126	291	21	5	280	76	—	—	—	—	—	—
2006	23	AAA RAW	Norfolk Tides	—	543	491	130	28	3	12	36	96	6	11	6	265	323	407	730	143	306	18	7	320	76	—	—	—	—	—	—
2007	24	MLB MLE	2 teams	—	309	277	76	18	1	6	25	60	2	4	4	274	339	412	750	137	329	19	8	326	107	+2	-1	-1	+1	+7	0.9
2007	24	MLB RAW	2 teams	—	309	272	77	19	1	6	30	56	2	4	4	283	359	426	785	143	335	18	10	346	107	+2	-1	-1	+1	+7	0.9
2008	25	MLB MLE	Atlanta Braves	—	117	102	24	5	0	2	13	32	0	1	1	235	322	343	665	108	324	27	11	299	89	-2	-0	-0	+0	+3	0.1
2008	25	MLB RAW	Atlanta Braves	—	117	102	24	5	0	2	13	32	0	1	1	235	322	343	665	108	324	27	11	299	89	-2	-0	-0	+0	+3	0.1
2009	26	AAA MLE	Reno Aces	—	479	401	93	25	2	9	72	89	1	2	4	232	350	372	722	140	275	19	15	321	103	—	—	—	—	—	—
2009	26	AAA RAW	Reno Aces	—	479	371	101	29	2	11	102	69	1	2	4	272	430	450	881	178	307	14	21	394	103	—	—	—	—	—	—
2010	27	AAA MLE	2 teams	—	687	594	137	30	1	10	80	179	9	0	6	231	331	335	666	104	311	26	12	301	90	—	—	—	—	—	—
2010	27	AAA RAW	2 teams	—	687	570	150	33	2	14	104	139	9	0	6	263	385	402	787	139	324	20	15	357	90	—	—	—	—	—	—
2011	28	AAA MLE	2 teams	—	679	613	134	14	4	9	52	127	4	13	5	219	284	299	583	80	260	19	8	260	62	—	—	—	—	—	—
2011	28	AAA RAW	2 teams	—	679	578	142	14	4	11	86	99	4	13	5	246	347	341	688	95	278	15	13	313	62	—	—	—	—	—	—
2012	29	AAA MLE	2 teams	—	463	417	95	14	2	7	42	125	2	4	2	228	302	321	623	94	308	27	9	279	75	—	—	—	—	—	—
2012	29	AAA RAW	2 teams	—	463	393	111	21	3	5	66	82	2	4	2	282	388	389	778	107	345	18	14	354	75	—	—	—	—	—	—
2013	30	AA MLE	2 teams	—	743	677	151	28	0	14	56	145	2	18	7	223	284	326	611	103	261	20	8	271	70	—	—	—	—	—	—
2013	30	AA RAW	2 teams	—	743	639	183	42	0	20	94	129	2	18	7	286	380	446	826	160	328	17	13	366	70	—	—	—	—	—	—
2014	31	AAA MLE	2 teams	—	755	693	136	19	1	18	51	212	5	6	3	196	256	304	561	108	253	28	7	245	52	—	—	—	—	—	—
2014	31	AAA RAW	2 teams	—	755	659	166	31	1	21	84	155	5	6	3	252	340	398	738	146	298	21	11	331	52	—	—	—	—	—	—
2015	32	INTL MLE	2 teams	—	102	76	18	9	0	0	24	25	0	0	1	237	420	355	775	118	340	25	24	403	159	—	—	—	—	—	—
2015	32	INTL RAW	2 teams	—	102	84	24	4	0	1	16	14	0	0	1	286	400	369	769	83	324	14	16	349	159	—	—	—	—	—	—
2016	33	INTL MLE	2 teams	—	193	191	26	0	0	7	0	61	1	1	1	136	141	246	387	110	153	32	0	165	-2	—	—	—	—	—	—
2016	33	INTL RAW	2 teams	—	193	167	37	6	0	4	24	27	1	1	1	222	323	329	652	108	241	14	12	300	-2	—	—	—	—	—	—
2017	34	INTL MLE	Puerto Rico	—	71	66	17	2	0	1	4	16	0	0	0	258	300	333	633	76	320	23	6	—	—	—	—	—	—	—	—
2017	34	INTL RAW	Puerto Rico	—	71	66	17	2	0	1	4	16	0	0	0	258	300	333	633	76	320	23	6	283	78	—	—	—	—	—	—
2004	21	MLB MLE	Kansas City Royals	—	166	154	41	7	3	1	9	36	2	0	1	266	319	370	689	104	342	22	5	306	93	—	—	—	—	—	—
2005	22	MLB MLE	2 teams	—	439	401	88	21	2	7	31	67	4	2	4	219	286	334	620	115	248	15	7	277	73	—	—	—	—	—	—
2006	23	AAA MLE	Norfolk Tides	—	543	506	121	24	3	11	26	115	6	11	6	239	287	364	651	125	284	21	5	280	76	—	—	—	—	—	—
2007	24	MLB MLE	2 teams	—	309	279	76	18	1	6	25	60	2	4	4	272	339	409	747	136	326	19	8	326	107	—	—	—	—	—	—
2008	25	MLB MLE	Atlanta Braves	—	117	103	24	5	0	2	13	32	0	1	1	233	322	340	662	107	324	27	11	299	89	—	—	—	—	—	—
2009	26	AAA MLE	Reno Aces	—	479	403	93	25	2	9	72	89	1	2	4	231	350	370	720	139	271	19	15	321	103	—	—	—	—	—	—
2010	27	AAA MLE	2 teams	—	687	593	137	30	1	10	80	179	9	0	6	231	331	336	666	105	309	26	12	301	90	—	—	—	—	—	—
2011	28	AAA MLE	2 teams	—	679	618	134	14	4	9	52	127	4	13	5	217	284	296	580	79	254	19	8	260	62	—	—	—	—	—	—
2012	29	AAA MLE	2 teams	—	463	416	95	14	2	7	42	125	2	4	2	228	302	322	624	94	304	27	9	279	75	—	—	—	—	—	—
2013	30	AA MLE	2 teams	—	743	679	151	28	0	14	56	145	2	18	7	222	284	325	610	103	256	20	8	271	70	—	—	—	—	—	—
2014	31	AAA MLE	2 teams	—	755	693	136	19	1	18	51	212	5	6	3	196	256	304	561	108	246	28	7	245	52	—	—	—	—	—	—
2015	32	INTL MLE	2 teams	—	102	77	18	9	0	0	24	25	0	0	1	234	420	351	771	117	267	25	24	403	159	—	—	—	—	—	—
2016	33	INTL MLE	2 teams	—	193	190	26	0	0	7	0	61	1	1	1	137	141	247	388	111	153	32	0	165	-2	—	—	—	—	—	—
▸ Career Totals
▸ Career totals — MLB only (actual + projected)
Career	—	A+C		—	811	726	185	38	5	12	60	161	7	6	7	255	318	371	688	116	308	20	7	304	73	-8	-2	-7	+4	+18	0.5
/ 162G	—	A+C		—	650	582	148	30	4	10	48	129	6	5	6	254	318	371	689	117	307	20	7	304	73	-6	-1	-6	+3	+14	0.4
Career	—	MLE		—	5746	5155	1157	216	19	102	485	1289	38	62	45	224	296	333	629	109	278	22	8	276	73	-8	-2	-7	+4	+18	0.5
/ 162G	—	MLE		—	650	583	131	24	2	12	55	146	4	7	5	225	296	334	630	110	277	22	8	276	73	-6	-1	-6	+3	+14	0.4

How the minor-league lines were translated

One row per minor-league stint. Open a row to see each step: the raw rate, the park adjustment, the league/level factor, the age adjustment (hitters) and the resulting MLE rate. Factors are the same ones listed on the MLE Factors page.

2016 AAASaraperos de Saltillo · 16 PAwOBA .235 → .165 (−70)K% 25.0% → 31.6%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	25.00%	÷0.948	×1.200	—	—	31.63%
BB% (unintentional) /PA	0.00%	÷1.047	×0.690	—	×0.940	0.00%
HBP% /PA	0.00%	—	×0.940	—	×0.940	0.00%
Singles /BIP	16.67%	÷1.007	×0.930	—	×0.940	14.47%
Doubles /BIP	0.00%	÷1.154	×0.830	—	×0.940	0.00%
Triples /BIP	0.00%	÷1.059	×0.920	—	×0.940	0.00%
Home runs /BIP	8.33%	÷0.966	×0.700	—	×0.940	5.68%

Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 93, 1B 101, 2B 131, 3B 112, K 90, BB 109 — applied at half strength. Age: age 34 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (6.8 yr older than average).

Result: wOBA .235 → .165; ISO .188 → .116; BABIP .182 → .153. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).

2015 AAASaraperos de Saltillo · 15 PAwOBA .429 → .403 (−25)K% 20.0% → 24.3%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	20.00%	÷0.989	×1.200	—	—	24.28%
BB% (unintentional) /PA	33.33%	÷0.903	×0.690	—	×0.942	23.99%
HBP% /PA	0.00%	—	×0.940	—	×0.942	0.00%
Singles /BIP	20.00%	÷1.024	×0.930	—	×0.942	17.11%
Doubles /BIP	20.00%	÷0.948	×0.830	—	×0.942	16.49%
Triples /BIP	0.00%	÷0.900	×0.920	—	×0.942	0.00%
Home runs /BIP	0.00%	÷1.099	×0.700	—	×0.942	0.00%

Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 120, 1B 105, 2B 90, 3B 80, K 98, BB 81 — applied at half strength. Age: age 33 vs a level average of 27.2 → −5.8% on BB/HBP/hit rates (5.8 yr older than average).

Result: wOBA .429 → .403; ISO .125 → .160; BABIP .286 → .267. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).

2014 AAALouisville Bats · 585 PAwOBA .321 → .245 (−76)K% 21.7% → 28.1%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	21.71%	÷0.926	×1.200	—	—	28.13%
BB% (unintentional) /PA	10.26%	÷1.008	×0.690	—	×0.952	6.68%
HBP% /PA	0.17%	—	×0.940	—	×0.952	0.15%
Singles /BIP	23.53%	÷0.999	×0.930	×0.956	×0.952	19.95%
Doubles /BIP	5.63%	÷1.108	×0.830	×0.956	×0.952	3.84%
Triples /BIP	0.26%	÷1.150	×0.970	×0.956	×0.952	0.20%
Home runs /BIP	4.35%	÷0.928	×0.840	—	×0.952	3.75%

Factors used: league row IL. Park (home-season share, regressed): HR 86, 1B 100, 2B 122, 3B 130, K 85, BB 102 — applied at half strength. Age: age 32 vs a level average of 27.2 → −4.8% on BB/HBP/hit rates (4.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.956.

Result: wOBA .321 → .245; ISO .145 → .114; BABIP .304 → .246. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).

2013 AASpringfield Cardinals · 576 PAwOBA .351 → .271 (−80)K% 16.5% → 19.5%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	16.49%	÷1.032	×1.220	—	—	19.49%
BB% (unintentional) /PA	11.98%	÷1.030	×0.700	—	×0.940	7.65%
HBP% /PA	0.00%	—	×0.870	—	×0.940	0.00%
Singles /BIP	22.83%	÷0.991	×0.920	×1.012	×0.940	20.15%
Doubles /BIP	7.69%	÷1.184	×0.840	×1.012	×0.940	5.19%
Triples /BIP	0.00%	÷1.150	×0.940	×1.012	×0.940	0.00%
Home runs /BIP	3.97%	÷1.143	×0.800	—	×0.940	2.61%

Factors used: league row TL. Park (home-season share, regressed): HR 129, 1B 98, 2B 137, 3B 130, K 106, BB 106 — applied at half strength. Age: age 31 vs a level average of 24.8 → −6.0% on BB/HBP/hit rates (6.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.012.

Result: wOBA .351 → .271; ISO .159 → .110; BABIP .313 → .256. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).

2012 AAAGwinnett Braves · 305 PAwOBA .338 → .279 (−59)K% 21.3% → 27.1%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	21.31%	÷0.944	×1.200	—	—	27.11%
BB% (unintentional) /PA	13.44%	÷0.993	×0.690	—	×0.972	9.08%
HBP% /PA	0.33%	—	×0.940	—	×0.972	0.30%
Singles /BIP	27.84%	÷1.030	×0.930	×1.006	×0.972	24.59%
Doubles /BIP	5.67%	÷0.995	×0.830	×1.006	×0.972	4.63%
Triples /BIP	0.52%	÷0.900	×0.970	×1.006	×0.972	0.54%
Home runs /BIP	2.58%	÷0.858	×0.840	—	×0.972	2.45%

Factors used: league row IL. Park (home-season share, regressed): HR 72, 1B 106, 2B 99, 3B 80, K 89, BB 99 — applied at half strength. Age: age 30 vs a level average of 27.2 → −2.8% on BB/HBP/hit rates (2.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.006.

Result: wOBA .338 → .279; ISO .108 → .098; BABIP .347 → .304. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).

2011 AAAGwinnett Braves · 519 PAwOBA .302 → .260 (−42)K% 15.6% → 18.7%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	15.61%	÷1.002	×1.200	—	—	18.70%
BB% (unintentional) /PA	10.98%	÷0.970	×0.690	—	×0.982	7.68%
HBP% /PA	0.58%	—	×0.940	—	×0.982	0.53%
Singles /BIP	23.58%	÷0.999	×0.930	×0.997	×0.982	21.51%
Doubles /BIP	3.25%	÷0.923	×0.830	×0.997	×0.982	2.86%
Triples /BIP	0.81%	÷1.003	×0.970	×0.997	×0.982	0.77%
Home runs /BIP	2.44%	÷1.055	×0.840	—	×0.982	1.91%

Factors used: league row IL. Park (home-season share, regressed): HR 111, 1B 100, 2B 85, 3B 101, K 100, BB 94 — applied at half strength. Age: age 29 vs a level average of 27.2 → −1.8% on BB/HBP/hit rates (1.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.997.

Result: wOBA .302 → .260; ISO .100 → .085; BABIP .280 → .254. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).

2010 AAAMemphis Redbirds · 577 PAwOBA .372 → .301 (−71)K% 20.1% → 26.1%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	20.10%	÷0.995	×1.290	—	—	26.07%
BB% (unintentional) /PA	15.94%	÷0.958	×0.710	—	×0.992	11.72%
HBP% /PA	1.04%	—	×0.980	—	×0.992	1.01%
Singles /BIP	25.49%	÷0.988	×0.900	×0.992	×0.992	22.85%
Doubles /BIP	8.40%	÷0.928	×0.810	×0.992	×0.992	7.22%
Triples /BIP	0.28%	÷0.900	×0.810	×0.992	×0.992	0.25%
Home runs /BIP	3.64%	÷1.163	×0.780	—	×0.992	2.42%

Factors used: league row PCL. Park (home-season share, regressed): HR 133, 1B 98, 2B 86, 3B 80, K 99, BB 92 — applied at half strength. Age: age 28 vs a level average of 27.2 → −0.8% on BB/HBP/hit rates (0.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.992.

Result: wOBA .372 → .301; ISO .150 → .112; BABIP .353 → .309. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).

2009 AAAReno Aces · 479 PAwOBA .386 → .321 (−65)K% 14.4% → 18.6%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	14.41%	÷1.000	×1.290	—	—	18.58%
BB% (unintentional) /PA	21.09%	÷1.000	×0.710	—	×1.003	15.02%
HBP% /PA	0.21%	—	×0.980	—	×1.003	0.21%
Singles /BIP	19.54%	÷1.000	×0.900	×1.018	×1.003	17.96%
Doubles /BIP	9.60%	÷1.000	×0.810	×1.018	×1.003	7.94%
Triples /BIP	0.66%	÷1.000	×0.810	×1.018	×1.003	0.55%
Home runs /BIP	3.64%	÷1.000	×0.780	—	×1.003	2.85%

Factors used: league row PCL. Park (home-season share, regressed): no park row on file (treated as neutral) — applied at half strength. Age: age 27 vs a level average of 27.2 → +0.3% on BB/HBP/hit rates (0.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.018.

Result: wOBA .386 → .321; ISO .178 → .150; BABIP .307 → .271. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).

Not traceable per stint: some stints lack the counting stats the component translation needs. Level-wide factors that apply instead — .