Ramon Rios

Pos2B

B/TR/R

Born1988-03-04

Age (2027)39

No MLB projection yet. Career stats below are historical.

Overview

INTLPROSPECT

MLB%0%

Year	Age	Lvl / Team	PA	AVG/OBP/SLG	HR	SB	wRC+	WAR
2024	36	INTLTomateros de …	179	.239/.312/.358	4	3	89	—
2025	37	INTLTomateros de …	274	.327/.362/.414	5	11	115	—
2026	38	INTLVenados de Ma…	37	.147/.171/.147	0	0	-18	—

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)
2008	20	AAA	Petroleros de Minatitlan	—	194	178	58	14	1	0	6	14	4	4	5	326	362	416	777	90	354	7	3	338	107	—	—	—	—	—	—
2009	21	AAA	Sultanes de Monterrey	—	423	387	114	18	5	5	19	40	3	5	4	295	333	406	738	111	312	9	4	319	90	—	—	—	—	—	—
2010	22	AAA	Sultanes de Monterrey	—	190	171	45	3	1	0	9	14	3	1	1	263	311	292	604	29	281	7	5	269	59	—	—	—	—	—	—
2010	22	INTL	Naranjeros de Hermosillo	—	56	55	17	2	0	0	0	1	0	0	0	309	309	345	655	36	315	2	0	288	81	—	—	—	—	—	—
2011	23	AAA	Sultanes de Monterrey	—	302	277	83	13	1	1	9	23	5	2	1	300	333	365	698	65	319	8	3	304	89	—	—	—	—	—	—
2011	23	INTL	Naranjeros de Hermosillo	—	115	107	34	5	1	1	4	15	1	0	0	318	348	411	759	93	363	13	3	331	110	—	—	—	—	—	—
2012	24	AAA	Sultanes de Monterrey	—	211	187	45	8	0	2	14	25	1	7	5	241	297	316	613	75	264	12	7	268	50	—	—	—	—	—	—
2013	25	AAA	Sultanes de Monterrey	—	390	351	99	8	3	5	16	28	2	14	6	282	317	365	682	83	292	7	4	290	78	—	—	—	—	—	—
2013	25	INTL	Aguilas de Mexicali	—	191	170	47	4	0	1	10	18	1	0	1	276	320	318	638	41	301	9	5	277	74	—	—	—	—	—	—
2014	26	AAA	Sultanes de Monterrey	—	492	454	153	20	2	6	14	43	6	13	1	337	365	430	794	93	360	9	3	343	105	—	—	—	—	—	—
2014	26	INTL	Aguilas de Mexicali	—	124	110	24	0	0	0	7	8	1	1	0	218	271	218	489		233	6	6	220	35	—	—	—	—	—	—
2015	27	AAA	Sultanes de Monterrey	—	459	422	143	20	0	4	21	24	5	4	3	339	377	415	792	76	352	5	5	349	106	—	—	—	—	—	—
2015	27	INTL	Aguilas de Mexicali	—	85	78	21	7	0	0	3	9	3	1	1	269	321	359	680	90	304	11	4	305	93	—	—	—	—	—	—
2016	28	AAA	Sultanes de Monterrey	—	422	393	135	20	2	4	19	30	3	4	2	344	378	435	813	92	361	7	5	359	98	—	—	—	—	—	—
2016	28	INTL	Mexico	—	276	259	68	10	0	5	4	16	2	2	2	263	279	359	638	97	263	6	1	273	71	—	—	—	—	—	—
2017	29	AAA	Sultanes de Monterrey	—	455	419	133	19	1	7	22	32	6	0	0	317	360	418	778	100	329	7	5	343	88	—	—	—	—	—	—
2017	29	INTL	Aguilas de Mexicali	—	194	183	46	4	2	1	9	25	0	1	3	251	286	311	598	60	287	13	5	268	68	—	—	—	—	—	—
2018	30	INTL	Mexico	—	222	200	58	10	0	2	14	13	2	1	1	290	343	370	713	80	303	6	6	315	99	—	—	—	—	—	—
2019	31	AAA	Sultanes de Monterrey	—	287	269	78	17	0	4	8	20	5	1	0	290	323	398	720	108	300	7	3	317	51	—	—	—	—	—	—
2019	31	INTL	Mexico	—	258	234	58	4	0	1	12	14	3	7	4	248	293	278	571	30	257	5	5	255	59	—	—	—	—	—	—
2020	32	INTL	Venados de Mazatlan	—	221	191	42	5	2	1	14	16	3	0	1	220	284	283	566	63	230	7	6	246	53	—	—	—	—	—	—
2021	33	INTL	Venados de Mazatlan	—	283	262	88	10	1	2	9	12	3	16	1	336	365	405	770	69	344	4	3	336	113	—	—	—	—	—	—
2022	34	INTL	Venados de Mazatlan	—	157	148	31	5	1	1	6	14	1	0	1	209	245	277	522	68	224	9	4	234	45	—	—	—	—	—	—
2023	35	INTL	Tomateros de Culiacan	—	239	216	65	14	0	1	9	9	3	6	0	301	338	380	717	79	311	4	4	309	95	—	—	—	—	—	—
2024	36	INTL	Tomateros de Culiacan	—	179	159	38	7	0	4	15	5	2	3	3	239	312	358	671	119	224	3	8	300	89	—	—	—	—	—	—
2025	37	INTL	Tomateros de Culiacan	—	274	251	82	7	0	5	11	13	3	11	1	327	362	414	777	88	328	5	4	338	115	—	—	—	—	—	—
2026	38	INTL	Venados de Mazatlan	—	37	34	5	0	0	0	1	1	0	0	1	147	171	147	318		152	3	3	141	-18	—	—	—	—	—	—
▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents)
2008	20	AAA MLE	Petroleros de Minatitlan	—	194	180	59	13	1	0	4	17	4	4	5	328	356	411	767	83	351	9	2	327	107	—	—	—	—	—	—
2009	21	AAA MLE	Sultanes de Monterrey	—	423	394	114	17	5	4	12	48	3	5	4	289	315	388	704	99	303	11	3	301	90	—	—	—	—	—	—
2010	22	AAA MLE	Sultanes de Monterrey	—	190	174	45	3	1	0	6	17	3	1	1	259	295	287	582	29	270	9	3	256	59	—	—	—	—	—	—
2011	23	AAA MLE	Sultanes de Monterrey	—	302	280	86	12	1	1	6	28	5	2	1	307	333	368	701	61	321	9	2	300	89	—	—	—	—	—	—
2012	24	AAA MLE	Sultanes de Monterrey	—	211	191	44	7	0	1	10	30	1	7	5	230	272	283	555	52	248	14	5	242	50	—	—	—	—	—	—
2013	25	AAA MLE	Sultanes de Monterrey	—	390	355	104	7	3	4	12	32	2	14	6	293	320	363	683	70	289	8	3	283	78	—	—	—	—	—	—
2014	26	AAA MLE	Sultanes de Monterrey	—	492	459	153	19	2	5	9	54	6	13	1	333	354	416	771	83	351	11	2	324	105	—	—	—	—	—	—
2015	27	AAA MLE	Sultanes de Monterrey	—	459	428	143	18	0	3	15	28	5	4	3	334	364	397	761	63	340	6	3	325	106	—	—	—	—	—	—
2016	28	AAA MLE	Sultanes de Monterrey	—	422	402	125	18	2	3	10	38	3	4	2	311	333	388	721	77	328	9	2	313	98	—	—	—	—	—	—
2017	29	AAA MLE	Sultanes de Monterrey	—	455	427	125	16	1	5	14	40	6	0	0	293	324	370	694	77	305	9	3	299	88	—	—	—	—	—	—
2019	31	AAA MLE	Sultanes de Monterrey	—	287	273	63	11	0	3	4	26	5	1	0	231	255	304	559	73	240	9	1	243	51	—	—	—	—	—	—
2008	20	AAA MLE	Petroleros de Minatitlan	—	194	180	59	13	1	0	4	17	4	4	5	328	356	411	767	83	362	9	2	327	107	—	—	—	—	—	—
2008	20	AAA RAW	Petroleros de Minatitlan	—	194	178	58	14	1	0	6	14	4	4	5	326	362	416	777	90	354	7	3	338	107	—	—	—	—	—	—
2009	21	AAA MLE	Sultanes de Monterrey	—	423	394	114	17	5	4	12	48	3	5	4	289	315	388	704	99	315	11	3	301	90	—	—	—	—	—	—
2009	21	AAA RAW	Sultanes de Monterrey	—	423	387	114	18	5	5	19	40	3	5	4	295	333	406	738	111	312	9	4	319	90	—	—	—	—	—	—
2010	22	AAA MLE	2 teams	—	246	227	59	4	1	0	8	22	3	1	1	260	294	286	580	26	284	9	3	256	59	—	—	—	—	—	—
2010	22	AAA RAW	2 teams	—	246	226	62	5	1	0	9	15	3	1	1	274	311	305	616	31	290	6	4	273	59	—	—	—	—	—	—
2011	23	AAA MLE	2 teams	—	417	388	118	17	1	1	9	39	6	2	1	304	330	361	691	57	332	9	2	300	89	—	—	—	—	—	—
2011	23	AAA RAW	2 teams	—	417	384	117	18	2	2	13	38	6	2	1	305	337	378	715	73	330	9	3	312	89	—	—	—	—	—	—
2012	24	AAA MLE	Sultanes de Monterrey	—	211	191	44	7	0	1	10	30	1	7	5	230	272	283	555	52	264	14	5	242	50	—	—	—	—	—	—
2012	24	AAA RAW	Sultanes de Monterrey	—	211	187	45	8	0	2	14	25	1	7	5	241	297	316	613	75	264	12	7	268	50	—	—	—	—	—	—
2013	25	AAA MLE	2 teams	—	581	529	154	10	4	6	18	48	3	14	7	291	318	359	677	68	308	8	3	283	78	—	—	—	—	—	—
2013	25	AAA RAW	2 teams	—	581	521	146	12	3	6	26	46	3	14	7	280	318	349	668	69	295	8	4	286	78	—	—	—	—	—	—
2014	26	AAA MLE	2 teams	—	616	573	192	24	3	6	12	67	7	14	1	335	356	419	775	84	369	11	2	324	105	—	—	—	—	—	—
2014	26	AAA RAW	2 teams	—	616	564	177	20	2	6	21	51	7	14	1	314	346	388	735	74	335	8	3	318	105	—	—	—	—	—	—
2015	27	AAA MLE	2 teams	—	544	506	168	21	0	3	18	33	8	5	4	332	365	391	756	59	350	6	3	325	106	—	—	—	—	—	—
2015	27	AAA RAW	2 teams	—	544	500	164	27	0	4	24	33	8	5	4	328	368	406	774	78	345	6	4	342	106	—	—	—	—	—	—
2016	28	AAA MLE	2 teams	—	698	659	206	29	4	4	16	62	5	6	4	313	334	387	721	74	337	9	2	313	98	—	—	—	—	—	—
2016	28	AAA RAW	2 teams	—	698	652	203	30	2	9	23	46	5	6	4	311	340	405	745	94	322	7	3	325	98	—	—	—	—	—	—
2017	29	AAA MLE	2 teams	—	649	613	178	23	1	7	20	58	6	1	3	290	319	365	685	75	310	9	3	299	88	—	—	—	—	—	—
2017	29	AAA RAW	2 teams	—	649	602	179	23	3	8	31	57	6	1	3	297	338	385	723	88	317	9	5	321	88	—	—	—	—	—	—
2018	30	INTL MLE	Mexico	—	222	200	58	10	0	2	14	13	2	1	1	290	343	370	713	80	303	6	6	—	—	—	—	—	—	—	—
2018	30	INTL RAW	Mexico	—	222	200	58	10	0	2	14	13	2	1	1	290	343	370	713	80	303	6	6	315	99	—	—	—	—	—	—
2019	31	AAA MLE	2 teams	—	545	516	120	22	0	5	7	50	8	8	4	233	254	304	559	72	247	9	1	243	51	—	—	—	—	—	—
2019	31	AAA RAW	2 teams	—	545	503	136	21	0	5	20	34	8	8	4	270	309	342	651	72	279	6	4	288	51	—	—	—	—	—	—
2020	32	INTL MLE	Venados de Mazatlan	—	221	191	42	5	2	1	14	16	3	0	1	220	284	283	566	63	230	7	6	—	—	—	—	—	—	—	—
2020	32	INTL RAW	Venados de Mazatlan	—	221	191	42	5	2	1	14	16	3	0	1	220	284	283	566	63	230	7	6	246	53	—	—	—	—	—	—
2021	33	INTL MLE	Venados de Mazatlan	—	283	262	88	10	1	2	9	12	3	16	1	336	365	405	770	69	344	4	3	—	—	—	—	—	—	—	—
2021	33	INTL RAW	Venados de Mazatlan	—	283	262	88	10	1	2	9	12	3	16	1	336	365	405	770	69	344	4	3	336	113	—	—	—	—	—	—
2022	34	INTL MLE	Venados de Mazatlan	—	157	148	31	5	1	1	6	14	1	0	1	209	245	277	522	68	224	9	4	—	—	—	—	—	—	—	—
2022	34	INTL RAW	Venados de Mazatlan	—	157	148	31	5	1	1	6	14	1	0	1	209	245	277	522	68	224	9	4	234	45	—	—	—	—	—	—
2023	35	INTL MLE	Tomateros de Culiacan	—	239	216	65	14	0	1	9	9	3	6	0	301	338	380	717	79	311	4	4	—	—	—	—	—	—	—	—
2023	35	INTL RAW	Tomateros de Culiacan	—	239	216	65	14	0	1	9	9	3	6	0	301	338	380	717	79	311	4	4	309	95	—	—	—	—	—	—
2024	36	INTL MLE	Tomateros de Culiacan	—	179	159	38	7	0	4	15	5	2	3	3	239	312	358	671	119	224	3	8	—	—	—	—	—	—	—	—
2024	36	INTL RAW	Tomateros de Culiacan	—	179	159	38	7	0	4	15	5	2	3	3	239	312	358	671	119	224	3	8	300	89	—	—	—	—	—	—
2025	37	INTL MLE	Tomateros de Culiacan	—	274	251	82	7	0	5	11	13	3	11	1	327	362	414	777	88	328	5	4	—	—	—	—	—	—	—	—
2025	37	INTL RAW	Tomateros de Culiacan	—	274	251	82	7	0	5	11	13	3	11	1	327	362	414	777	88	328	5	4	338	115	—	—	—	—	—	—
2026	38	INTL MLE	Venados de Mazatlan	—	37	34	5	0	0	0	1	1	0	0	1	147	171	147	318		152	3	3	—	—	—	—	—	—	—	—
2026	38	INTL RAW	Venados de Mazatlan	—	37	34	5	0	0	0	1	1	0	0	1	147	171	147	318		152	3	3	141	-18	—	—	—	—	—	—
2008	20	AAA MLE	Petroleros de Minatitlan	—	194	184	59	13	1	0	4	17	4	4	5	321	356	402	759	82	351	9	2	327	107	—	—	—	—	—	—
2009	21	AAA MLE	Sultanes de Monterrey	—	423	405	114	17	5	4	12	48	3	5	4	281	315	378	693	96	303	11	3	301	90	—	—	—	—	—	—
2010	22	AAA MLE	2 teams	—	246	233	59	4	1	0	8	22	3	1	1	253	294	279	573	26	270	9	3	256	59	—	—	—	—	—	—
2011	23	AAA MLE	2 teams	—	417	399	118	17	1	1	9	39	6	2	1	296	330	351	681	55	321	9	2	300	89	—	—	—	—	—	—
2012	24	AAA MLE	Sultanes de Monterrey	—	211	198	44	7	0	1	10	30	1	7	5	222	272	273	545	51	248	14	5	242	50	—	—	—	—	—	—
2013	25	AAA MLE	2 teams	—	581	555	154	10	4	6	18	48	3	14	7	277	318	342	661	65	289	8	3	283	78	—	—	—	—	—	—
2014	26	AAA MLE	2 teams	—	616	592	192	24	3	6	12	67	7	14	1	324	356	405	762	81	351	11	2	324	105	—	—	—	—	—	—
2015	27	AAA MLE	2 teams	—	544	513	168	21	0	3	18	33	8	5	4	327	365	386	751	58	340	6	3	325	106	—	—	—	—	—	—
2016	28	AAA MLE	2 teams	—	698	672	206	29	4	4	16	62	5	6	4	307	334	379	713	73	328	9	2	313	98	—	—	—	—	—	—
2017	29	AAA MLE	2 teams	—	649	618	178	23	1	7	20	58	6	1	3	288	319	362	682	74	305	9	3	299	88	—	—	—	—	—	—
2019	31	AAA MLE	2 teams	—	545	525	120	22	0	5	7	50	8	8	4	229	254	299	553	70	240	9	1	243	51	—	—	—	—	—	—
▸ Career Totals
Career	—	MLE		—	6736	6237	1821	245	24	53	213	557	71	104	48	292	323	364	687	72	311	8	3	225	38	-493	+2	+0	+24	+146	-32.8
/ 162G	—	MLE		—	650	602	176	24	2	5	21	54	7	10	5	292	324	364	688	71	312	8	3	225	38	-48	+0	+0	+2	+14	-3.2

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.

2019 AAASultanes de Monterrey · 287 PAwOBA .308 → .243 (−65)K% 7.0% → 9.1%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	6.97%	÷0.922	×1.200	—	—	9.07%
BB% (unintentional) /PA	2.09%	÷1.058	×0.690	—	×0.962	1.31%
HBP% /PA	1.74%	—	×0.940	—	×0.962	1.58%
Singles /BIP	22.89%	÷1.002	×0.930	×0.950	×0.962	19.42%
Doubles /BIP	6.83%	÷1.149	×0.830	×0.950	×0.962	4.51%
Triples /BIP	0.00%	÷1.091	×0.920	×0.950	×0.962	0.00%
Home runs /BIP	1.61%	÷0.997	×0.700	—	×0.962	1.09%

Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 99, 1B 100, 2B 130, 3B 118, K 84, BB 112 — applied at half strength. Age: age 31 vs a level average of 27.2 → −3.8% on BB/HBP/hit rates (3.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.950.

Result: wOBA .308 → .243; ISO .108 → .073; BABIP .300 → .240. 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).

2017 AAASultanes de Monterrey · 455 PAwOBA .336 → .299 (−37)K% 7.0% → 8.9%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	7.03%	÷0.946	×1.200	—	—	8.92%
BB% (unintentional) /PA	4.84%	÷1.060	×0.690	—	×0.982	3.09%
HBP% /PA	1.32%	—	×0.940	—	×0.982	1.22%
Singles /BIP	27.39%	÷0.978	×0.930	×1.019	×0.982	26.08%
Doubles /BIP	4.91%	÷0.992	×0.830	×1.019	×0.982	4.11%
Triples /BIP	0.26%	÷1.150	×0.920	×1.019	×0.982	0.21%
Home runs /BIP	1.81%	÷1.043	×0.700	—	×0.982	1.19%

Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 109, 1B 96, 2B 98, 3B 130, K 89, BB 112 — 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 ×1.019.

Result: wOBA .336 → .299; ISO .100 → .076; BABIP .329 → .305. 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).

2016 AAASultanes de Monterrey · 422 PAwOBA .350 → .313 (−37)K% 7.1% → 8.9%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	7.11%	÷0.961	×1.200	—	—	8.88%
BB% (unintentional) /PA	3.79%	÷1.118	×0.690	—	×0.992	2.32%
HBP% /PA	0.71%	—	×0.940	—	×0.992	0.66%
Singles /BIP	30.03%	÷1.036	×0.930	×1.030	×0.992	27.54%
Doubles /BIP	5.51%	÷0.979	×0.830	×1.030	×0.992	4.77%
Triples /BIP	0.55%	÷0.900	×0.920	×1.030	×0.992	0.58%
Home runs /BIP	1.10%	÷1.051	×0.700	—	×0.992	0.73%

Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 110, 1B 107, 2B 96, 3B 80, K 92, BB 124 — 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 ×1.030.

Result: wOBA .350 → .313; ISO .092 → .077; BABIP .361 → .328. 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 AAASultanes de Monterrey · 459 PAwOBA .340 → .325 (−15)K% 5.2% → 6.0%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	5.23%	÷1.042	×1.200	—	—	6.02%
BB% (unintentional) /PA	4.58%	÷0.964	×0.690	—	×1.003	3.28%
HBP% /PA	1.09%	—	×0.940	—	×1.003	1.03%
Singles /BIP	29.90%	÷0.977	×0.930	×1.037	×1.003	29.60%
Doubles /BIP	5.03%	÷1.018	×0.830	×1.037	×1.003	4.26%
Triples /BIP	0.00%	÷1.150	×0.920	×1.037	×1.003	0.00%
Home runs /BIP	1.01%	÷0.986	×0.700	—	×1.003	0.72%

Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 97, 1B 95, 2B 104, 3B 130, K 108, BB 93 — 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 ×1.037.

Result: wOBA .340 → .325; ISO .076 → .062; BABIP .352 → .340. 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 AAASultanes de Monterrey · 492 PAwOBA .335 → .324 (−11)K% 8.7% → 10.9%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	8.74%	÷0.961	×1.200	—	—	10.91%
BB% (unintentional) /PA	2.85%	÷1.030	×0.690	—	×1.018	1.94%
HBP% /PA	1.22%	—	×0.940	—	×1.018	1.17%
Singles /BIP	30.41%	÷0.999	×0.930	×1.039	×1.018	29.94%
Doubles /BIP	4.87%	÷0.963	×0.830	×1.039	×1.018	4.44%
Triples /BIP	0.49%	÷0.900	×0.920	×1.039	×1.018	0.53%
Home runs /BIP	1.46%	÷0.917	×0.700	—	×1.018	1.13%

Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 83, 1B 100, 2B 93, 3B 80, K 92, BB 106 — applied at half strength. Age: age 26 vs a level average of 27.2 → +1.8% on BB/HBP/hit rates (1.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.039.

Result: wOBA .335 → .324; ISO .093 → .083; BABIP .360 → .351. 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 AAASultanes de Monterrey · 390 PAwOBA .286 → .283 (−3)K% 7.2% → 8.3%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	7.18%	÷1.039	×1.200	—	—	8.29%
BB% (unintentional) /PA	4.10%	÷0.952	×0.690	—	×1.033	3.07%
HBP% /PA	0.51%	—	×0.940	—	×1.033	0.50%
Singles /BIP	25.70%	÷0.991	×0.930	×1.050	×1.033	26.17%
Doubles /BIP	2.48%	÷1.140	×0.830	×1.050	×1.033	1.96%
Triples /BIP	0.93%	÷1.150	×0.920	×1.050	×1.033	0.81%
Home runs /BIP	1.55%	÷1.011	×0.700	—	×1.033	1.11%

Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 102, 1B 98, 2B 128, 3B 130, K 108, BB 90 — applied at half strength. Age: age 25 vs a level average of 27.2 → +3.3% on BB/HBP/hit rates (2.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.

Result: wOBA .286 → .283; ISO .083 → .067; BABIP .292 → .289. 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 AAASultanes de Monterrey · 211 PAwOBA .265 → .242 (−23)K% 11.8% → 14.4%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	11.85%	÷0.984	×1.200	—	—	14.45%
BB% (unintentional) /PA	6.64%	÷0.984	×0.690	—	×1.048	4.88%
HBP% /PA	0.47%	—	×0.940	—	×1.048	0.47%
Singles /BIP	21.60%	÷1.015	×0.930	×1.013	×1.048	21.02%
Doubles /BIP	4.94%	÷1.092	×0.830	×1.013	×1.048	3.99%
Triples /BIP	0.00%	÷1.128	×0.920	×1.013	×1.048	0.00%
Home runs /BIP	1.23%	÷1.081	×0.700	—	×1.048	0.84%

Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 116, 1B 103, 2B 118, 3B 126, K 97, BB 97 — applied at half strength. Age: age 24 vs a level average of 27.2 → +4.8% on BB/HBP/hit rates (3.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.013.

Result: wOBA .265 → .242; ISO .075 → .059; BABIP .264 → .248. 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 AAASultanes de Monterrey · 302 PAwOBA .300 → .300 (0)K% 7.6% → 9.4%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	7.62%	÷0.972	×1.200	—	—	9.41%
BB% (unintentional) /PA	2.98%	÷1.026	×0.690	—	×1.050	2.10%
HBP% /PA	1.66%	—	×0.940	—	×1.050	1.63%
Singles /BIP	26.77%	÷1.003	×0.930	×1.050	×1.050	27.37%
Doubles /BIP	5.12%	÷0.997	×0.830	×1.050	×1.050	4.70%
Triples /BIP	0.39%	÷1.020	×0.920	×1.050	×1.050	0.39%
Home runs /BIP	0.39%	÷1.053	×0.700	—	×1.050	0.27%

Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 111, 1B 101, 2B 99, 3B 104, K 94, BB 105 — applied at half strength. Age: age 23 vs a level average of 27.2 → +5.0% on BB/HBP/hit rates (4.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.

Result: wOBA .300 → .300; ISO .065 → .060; BABIP .319 → .321. 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 — .