Cody Ransom

PosSS

B/TR/R

Born1976-02-17

Age (2027)51

No MLB projection yet. Career stats below are historical.

Overview

AAALAST SEASON 2015

Year	Age	Lvl / Team	PA	AVG/OBP/SLG	HR	SB	wRC+	WAR	MLE AVG/OBP/SLG
2012	36	AAAARI	40	.294/.400/.529	2	0	63	—	.167/.250/.278
2012	36	MLBARI	282	.220/.312/.411	11	0	98	1.2
2013	37	MLBCHC	193	.189/.286/.420	9	0	97	0.7
2015	39	AAA/ROKARI	196	.221/.266/.381	6	1	20	—	.163/.198/.272
2016	40	No MLB games played
2017	41	No MLB games played
2018	42	No MLB games played
2019	43	No MLB games played
2020	44	No MLB games played
2021	45	No MLB games played
2022	46	No MLB games played
2023	47	No MLB games played
2024	48	No MLB games played
2025	49	No MLB games played
2026	50	No MLB games played

Last 3 seasons WAR 1.9

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)
2003	27	MLB	San Francisco Giants	—	28	27	6	1	0	1	1	11	0	0	0	222	250	370	620	148	333	39	4	274	72	-1	+0	+1	+0	+1	0.1
2004	28	MLB	San Francisco Giants	—	78	68	17	6	0	1	6	20	1	2	2	250	320	382	702	132	340	26	8	305	92	-1	-0	-2	+1	+2	-0.0
2005	29	AAA	Iowa Cubs	—	288	263	64	10	1	7	22	88	1	6	1	243	304	369	673	125	335	31	8	301	36	—	—	—	—	—	—
2006	30	AAA	Round Rock Express	—	442	380	94	23	1	21	54	103	4	2	1	247	347	479	826	232	283	23	12	362	69	—	—	—	—	—	—
2007	31	MLB	Houston Astros	—	46	35	8	2	0	1	9	9	2	0	0	229	413	371	784	143	280	20	20	368	125	+1	+0	-1	+7	+1	0.8
2007	31	AAA	Round Rock Express	—	563	503	131	35	0	28	52	131	4	21	5	260	335	497	832	237	297	23	9	362	62	—	—	—	—	—	—
2008	32	MLB	New York Yankees	—	51	43	13	3	0	4	6	12	1	0	0	302	400	651	1.051	349	333	24	12	442	185	+5	+0	-3	+6	+1	0.9
2008	32	AAA	Scranton/Wilkes-Barre Yankees	—	481	423	108	24	3	22	50	115	4	9	5	255	340	482	822	227	299	24	10	359	71	—	—	—	—	—	—
2009	33	MLB	New York Yankees	—	86	79	15	9	1	0	7	25	0	2	0	190	256	329	585	139	278	29	8	263	64	-4	+0	-5	+1	+2	-0.6
2009	33	AAA	Scranton/Wilkes-Barre Yankees	—	120	96	23	7	1	3	19	22	2	0	0	240	376	427	803	187	270	18	16	354	77	—	—	—	—	—	—
2010	34	MLB	Philadelphia Phillies	—	46	42	8	0	0	2	3	11	0	1	0	190	244	333	578	143	207	24	7	254	54	-3	+0	+2	+2	+1	0.2
2010	34	AAA	Lehigh Valley IronPigs	—	443	394	103	25	1	18	40	108	4	5	2	261	336	467	803	206	312	24	9	351	74	—	—	—	—	—	—
2011	35	MLB	Arizona Diamondbacks	—	37	33	5	2	0	1	3	9	1	1	0	152	243	303	546	152	174	24	8	251	51	-2	+0	-0	+5	+1	0.4
2011	35	AAA	Reno Aces	—	432	372	118	29	3	27	55	94	2	10	3	317	408	629	1.037	312	358	22	13	443	91	—	—	—	—	—	—
2012	36	MLB	Arizona Diamondbacks	—	282	246	54	14	0	11	30	109	3	0	1	220	312	411	722	191	341	39	11	320	98	-1	-0	+3	+3	+6	1.2
2012	36	AAA	Reno Aces	—	40	34	10	2	0	2	6	14	0	0	0	294	400	529	929	235	444	35	15	409	63	—	—	—	—	—	—
2013	37	MLB	Chicago Cubs	—	193	169	32	10	1	9	22	62	1	0	0	189	286	420	707	231	235	32	11	312	97	-1	+0	+2	+1	+4	0.7
2015	39	AAA	Reno Aces	—	181	167	35	8	1	6	10	44	0	1	0	210	254	377	631	168	240	24	6	273	17	—	—	—	—	—	—
2015	39	ROK	ACL D-backs	—	15	14	5	1	0	0	1	2	0	0	0	357	400	429	829	71	417	13	7	373	59	—	—	—	—	—	—
▸ Career Totals (raw MLB only — historical actual)
MLB Career	—			—	847	742	158	47	2	30	87	268	9	6	3	213	303	403	706	190	288	32	10	313	98	-2	+0	-3	+25	+18	3.9
▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents)
2003	27	MLB MLE	San Francisco Giants	—	28	27	6	1	0	1	1	11	0	0	0	222	250	370	620	148	333	39	4	274	72	-1	+0	+1	+0	+1	0.1
2004	28	MLB MLE	San Francisco Giants	—	78	68	17	6	0	1	6	20	1	2	2	250	320	382	702	132	340	26	8	305	92	-1	-0	-2	+1	+2	-0.0
2005	29	AAA MLE	Iowa Cubs	—	288	270	50	7	1	5	15	113	1	6	1	185	231	274	505	89	286	39	5	221	36	—	—	—	—	—	—
2006	30	AAA MLE	Round Rock Express	—	442	401	77	18	1	16	33	133	4	2	1	192	260	362	622	170	233	30	7	270	69	—	—	—	—	—	—
2007	31	MLB MLE	Houston Astros	—	46	36	8	2	0	1	8	9	2	0	0	222	391	361	752	139	280	20	17	353	125	+1	+0	-1	+7	+1	0.8
2007	31	AAA MLE	Round Rock Express	—	563	521	99	25	0	20	34	169	4	21	5	190	245	353	598	163	233	30	6	260	62	—	—	—	—	—	—
2008	32	MLB MLE	New York Yankees	—	51	43	13	3	0	4	6	12	1	0	0	302	400	651	1.051	349	333	24	12	442	185	+5	+0	-3	+6	+1	0.9
2008	32	AAA MLE	Scranton/Wilkes-Barre Yankees	—	481	440	89	18	3	18	33	138	4	9	5	202	264	380	644	177	241	29	7	273	71	—	—	—	—	—	—
2009	33	MLB MLE	New York Yankees	—	86	79	15	9	1	0	7	25	0	2	0	190	256	329	585	139	278	29	8	263	64	-4	+0	-5	+1	+2	-0.6
2009	33	AAA MLE	Scranton/Wilkes-Barre Yankees	—	120	104	21	6	1	3	11	26	2	0	0	202	291	365	656	163	218	22	9	282	77	—	—	—	—	—	—
2010	34	MLB MLE	Philadelphia Phillies	—	46	42	8	0	0	2	3	11	0	1	0	190	244	333	578	143	207	24	7	247	54	-3	+0	+2	+2	+1	0.2
2010	34	AAA MLE	Lehigh Valley IronPigs	—	443	409	87	20	1	15	25	128	4	5	2	213	265	377	641	164	260	29	6	277	74	—	—	—	—	—	—
2011	35	MLB MLE	Arizona Diamondbacks	—	37	33	5	2	0	1	3	9	1	1	0	152	243	303	546	152	174	24	8	244	51	-2	+0	-0	+5	+1	0.4
2011	35	AAA MLE	Reno Aces	—	432	393	86	20	2	18	34	133	2	10	3	219	284	417	702	198	275	31	8	303	91	—	—	—	—	—	—
2012	36	MLB MLE	Arizona Diamondbacks	—	282	246	53	13	0	11	30	109	3	0	1	215	308	402	711	187	341	39	11	313	98	-1	-0	+3	+3	+6	1.2
2012	36	AAA MLE	Reno Aces	—	40	36	6	1	0	1	4	19	0	0	0	167	250	278	528	111	349	48	10	262	63	—	—	—	—	—	—
2013	37	MLB MLE	Chicago Cubs	—	193	169	32	10	1	9	22	62	1	0	0	189	286	420	707	231	235	32	11	312	97	-1	+0	+2	+1	+4	0.7
2015	39	AAA MLE	Reno Aces	—	181	170	26	5	1	4	7	58	0	1	0	153	186	265	451	112	190	32	4	194	17	—	—	—	—	—	—
2015	39	ROK MLE	ACL D-backs	—	15	14	4	1	0	0	1	3	0	0	0	286	333	357	690	71	313	20	7	255	59	—	—	—	—	—	—
2003	27	MLB MLE	San Francisco Giants	—	28	27	6	1	0	1	1	11	0	0	0	222	250	370	620	148	333	39	4	274	72	-1	+0	+1	+0	+1	0.1
2003	27	MLB RAW	San Francisco Giants	—	28	27	6	1	0	1	1	11	0	0	0	222	250	370	620	148	333	39	4	274	72	-1	+0	+1	+0	+1	0.1
2004	28	MLB MLE	San Francisco Giants	—	78	68	17	6	0	1	6	20	1	2	2	250	320	382	702	132	340	26	8	305	92	-1	-0	-2	+1	+2	-0.0
2004	28	MLB RAW	San Francisco Giants	—	78	68	17	6	0	1	6	20	1	2	2	250	320	382	702	132	340	26	8	305	92	-1	-0	-2	+1	+2	-0.0
2005	29	AAA MLE	Iowa Cubs	—	288	270	50	7	1	5	15	113	1	6	1	185	231	274	505	89	292	39	5	221	36	—	—	—	—	—	—
2005	29	AAA RAW	Iowa Cubs	—	288	263	64	10	1	7	22	88	1	6	1	243	304	369	673	125	335	31	8	301	36	—	—	—	—	—	—
2006	30	AAA MLE	Round Rock Express	—	442	401	77	18	1	16	33	133	4	2	1	192	260	362	622	170	240	30	7	270	69	—	—	—	—	—	—
2006	30	AAA RAW	Round Rock Express	—	442	380	94	23	1	21	54	103	4	2	1	247	347	479	826	232	283	23	12	362	69	—	—	—	—	—	—
2007	31	AAA MLE	2 teams	—	609	557	107	27	0	21	42	178	6	21	5	192	256	354	610	162	238	29	7	267	67	—	—	—	—	—	—
2007	31	AAA RAW	2 teams	—	609	538	139	37	0	29	61	140	6	21	5	258	340	489	829	230	296	23	10	363	67	—	—	—	—	—	—
2008	32	AAA MLE	2 teams	—	532	483	102	21	3	22	39	150	5	9	5	211	277	404	681	193	256	28	7	289	82	—	—	—	—	—	—
2008	32	AAA RAW	2 teams	—	532	466	121	27	3	26	56	127	5	9	5	260	345	498	843	238	302	24	11	367	82	—	—	—	—	—	—
2009	33	AAA MLE	2 teams	—	206	183	36	15	2	3	18	51	2	2	0	197	276	350	626	153	250	25	9	274	72	—	—	—	—	—	—
2009	33	AAA RAW	2 teams	—	206	175	38	16	2	3	26	47	2	2	0	217	325	383	708	166	273	23	13	316	72	—	—	—	—	—	—
2010	34	AAA MLE	2 teams	—	489	451	95	20	1	17	28	139	4	6	2	211	263	373	635	162	261	28	6	274	72	—	—	—	—	—	—
2010	34	AAA RAW	2 teams	—	489	436	111	25	1	20	43	119	4	6	2	255	327	454	781	200	302	24	9	342	72	—	—	—	—	—	—
2011	35	AAA MLE	2 teams	—	469	426	91	22	2	19	37	142	3	11	3	214	281	408	690	195	269	30	8	298	88	—	—	—	—	—	—
2011	35	AAA RAW	2 teams	—	469	405	123	31	3	28	58	103	3	11	3	304	395	602	997	299	343	22	12	428	88	—	—	—	—	—	—
2012	36	MLB MLE	2 teams	—	322	282	59	14	0	12	34	128	3	0	1	209	301	387	687	177	331	40	11	307	94	-2	-0	+3	+3	+7	1.1
2012	36	MLB RAW	2 teams	—	322	280	64	16	0	13	36	123	3	0	1	229	323	425	748	196	354	38	11	331	94	-2	-0	+3	+3	+7	1.1
2013	37	MLB MLE	Chicago Cubs	—	193	169	32	10	1	9	22	62	1	0	0	189	286	420	707	231	235	32	11	312	97	-1	+0	+2	+1	+4	0.7
2013	37	MLB RAW	Chicago Cubs	—	193	169	32	10	1	9	22	62	1	0	0	189	286	420	707	231	235	32	11	312	97	-1	+0	+2	+1	+4	0.7
2015	39	AAA MLE	2 teams	—	196	185	30	6	1	4	7	61	0	1	0	162	193	270	463	108	210	31	4	199	21	—	—	—	—	—	—
2015	39	AAA RAW	2 teams	—	196	181	40	9	1	6	11	46	0	1	0	221	266	381	647	160	256	23	6	281	21	—	—	—	—	—	—
2003	27	MLB MLE	San Francisco Giants	—	28	27	6	1	0	1	1	11	0	0	0	222	250	370	620	148	333	39	4	274	72	—	—	—	—	—	—
2004	28	MLB MLE	San Francisco Giants	—	78	71	17	6	0	1	6	20	1	2	2	239	320	366	686	127	340	26	8	305	92	—	—	—	—	—	—
2005	29	AAA MLE	Iowa Cubs	—	288	270	50	7	1	5	15	113	1	6	1	185	231	274	505	89	286	39	5	221	36	—	—	—	—	—	—
2006	30	AAA MLE	Round Rock Express	—	442	402	77	18	1	16	33	133	4	2	1	192	260	361	621	169	233	30	7	270	69	—	—	—	—	—	—
2007	31	AAA MLE	2 teams	—	609	556	107	27	0	21	42	178	6	21	5	192	256	354	611	162	237	29	7	267	67	—	—	—	—	—	—
2008	32	AAA MLE	2 teams	—	532	483	102	21	3	22	39	150	5	9	5	211	277	404	681	193	250	28	7	289	82	—	—	—	—	—	—
2009	33	AAA MLE	2 teams	—	206	184	36	15	2	3	18	51	2	2	0	196	276	348	624	152	243	25	9	274	72	—	—	—	—	—	—
2010	34	AAA MLE	2 teams	—	489	454	95	20	1	17	28	139	4	6	2	209	263	370	633	161	255	28	6	274	72	—	—	—	—	—	—
2011	35	AAA MLE	2 teams	—	469	426	91	22	2	19	37	142	3	11	3	214	281	408	690	195	267	30	8	298	88	—	—	—	—	—	—
2012	36	MLB MLE	2 teams	—	322	282	59	14	0	12	34	128	3	0	1	209	301	387	687	177	342	40	11	307	94	—	—	—	—	—	—
2013	37	MLB MLE	Chicago Cubs	—	193	168	32	10	1	9	22	62	1	0	0	190	286	423	709	232	235	32	11	312	97	—	—	—	—	—	—
2015	39	AAA MLE	2 teams	—	196	187	30	6	1	4	7	61	0	1	0	160	193	267	460	107	199	31	4	199	21	—	—	—	—	—	—
▸ Career Totals
▸ Career totals — MLB only (actual + projected)
Career	—	A+C		—	847	742	158	47	2	30	87	268	9	6	3	213	303	403	706	190	288	32	10	313	72	-2	+0	-3	+25	+18	3.9
/ 162G	—	A+C		—	650	569	122	36	2	23	67	206	7	5	2	214	305	406	711	192	291	32	10	313	72	-2	+0	-2	+19	+14	3.0
Career	—	MLE		—	3852	3502	702	167	12	130	282	1188	30	60	20	200	266	366	632	166	259	31	7	275	72	-2	+0	-3	+25	+18	3.9
/ 162G	—	MLE		—	650	591	118	28	2	22	48	200	5	10	3	200	266	365	631	166	257	31	7	275	72	-2	+0	-2	+19	+14	3.0

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.

2015 AAAReno Aces · 181 PAwOBA .271 → .194 (−77)K% 24.3% → 32.3%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	24.31%	÷0.969	×1.290	—	—	32.35%
BB% (unintentional) /PA	5.52%	÷0.997	×0.710	—	×0.940	3.70%
HBP% /PA	0.00%	—	×0.980	—	×0.940	0.00%
Singles /BIP	16.26%	÷0.964	×0.900	×0.980	×0.940	13.98%
Doubles /BIP	6.50%	÷1.083	×0.810	×0.980	×0.940	4.48%
Triples /BIP	0.81%	÷1.150	×0.810	×0.980	×0.940	0.53%
Home runs /BIP	4.88%	÷1.027	×0.780	—	×0.940	3.48%

Factors used: league row PCL. Park (home-season share, regressed): HR 105, 1B 93, 2B 117, 3B 130, K 94, BB 99 — applied at half strength. Age: age 39 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (11.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.980.

Result: wOBA .271 → .194; ISO .168 → .111; BABIP .240 → .190. 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 ROKACL D-backs · 15 PAwOBA .364 → .255 (−109)K% 13.3% → 19.2%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	13.33%	÷1.000	×1.440	—	—	19.20%
BB% (unintentional) /PA	6.67%	÷1.000	×0.620	—	×0.940	3.89%
HBP% /PA	0.00%	—	×0.720	—	×0.940	0.00%
Singles /BIP	33.33%	÷1.000	×0.820	—	×0.940	25.69%
Doubles /BIP	8.33%	÷1.000	×0.720	—	×0.940	5.64%
Triples /BIP	0.00%	÷1.000	×0.720	—	×0.940	0.00%
Home runs /BIP	0.00%	÷1.000	×0.780	—	×0.940	0.00%

Factors used: level-wide ROK factors (no league-specific row for this league/era). Park (home-season share, regressed): no park row on file (treated as neutral) — applied at half strength. Age: age 39 vs a level average of 19.5 → −6.0% on BB/HBP/hit rates (19.5 yr older than average).

Result: wOBA .364 → .255; ISO .071 → .046; BABIP .417 → .313. 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 AAAReno Aces · 40 PAwOBA .398 → .262 (−136)K% 35.0% → 47.2%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	35.00%	÷0.956	×1.290	—	—	47.25%
BB% (unintentional) /PA	15.00%	÷1.042	×0.710	—	×0.940	9.60%
HBP% /PA	0.00%	—	×0.980	—	×0.940	0.00%
Singles /BIP	30.00%	÷0.989	×0.900	—	×0.940	25.67%
Doubles /BIP	10.00%	÷1.130	×0.810	—	×0.940	6.74%
Triples /BIP	0.00%	÷0.900	×0.810	—	×0.940	0.00%
Home runs /BIP	10.00%	÷1.021	×0.780	—	×0.940	7.18%

Factors used: league row PCL. Park (home-season share, regressed): HR 104, 1B 98, 2B 126, 3B 80, K 91, BB 108 — applied at half strength. Age: age 36 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (8.8 yr older than average).

Result: wOBA .398 → .262; ISO .235 → .144; BABIP .444 → .349. 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 AAAReno Aces · 432 PAwOBA .434 → .303 (−130)K% 21.8% → 30.7%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	21.76%	÷0.914	×1.290	—	—	30.70%
BB% (unintentional) /PA	12.50%	÷1.072	×0.710	—	×0.940	7.78%
HBP% /PA	0.46%	—	×0.980	—	×0.940	0.43%
Singles /BIP	21.22%	÷1.018	×0.900	×0.990	×0.940	17.45%
Doubles /BIP	10.43%	÷1.016	×0.810	×0.990	×0.940	7.73%
Triples /BIP	1.08%	÷1.150	×0.810	×0.990	×0.940	0.71%
Home runs /BIP	9.71%	÷1.034	×0.780	—	×0.940	6.88%

Factors used: league row PCL. Park (home-season share, regressed): HR 107, 1B 104, 2B 103, 3B 130, K 83, BB 114 — applied at half strength. Age: age 35 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (7.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.990.

Result: wOBA .434 → .303; ISO .312 → .211; BABIP .358 → .275. 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 AAALehigh Valley IronPigs · 443 PAwOBA .344 → .277 (−67)K% 24.4% → 28.8%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	24.38%	÷1.015	×1.200	—	—	28.83%
BB% (unintentional) /PA	9.03%	÷1.019	×0.690	—	×0.940	5.75%
HBP% /PA	0.90%	—	×0.940	—	×0.940	0.80%
Singles /BIP	20.63%	÷0.990	×0.930	×0.978	×0.940	17.81%
Doubles /BIP	8.74%	÷0.977	×0.830	×0.978	×0.940	6.83%
Triples /BIP	0.35%	÷0.900	×0.970	×0.978	×0.940	0.35%
Home runs /BIP	6.29%	÷0.923	×0.840	—	×0.940	5.39%

Factors used: league row IL. Park (home-season share, regressed): HR 85, 1B 98, 2B 95, 3B 80, K 103, BB 104 — 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). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.978.

Result: wOBA .344 → .277; ISO .206 → .172; BABIP .312 → .260. 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 AAAScranton/Wilkes-Barre Yankees · 120 PAwOBA .348 → .282 (−66)K% 18.3% → 22.0%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	18.33%	÷1.000	×1.200	—	—	22.00%
BB% (unintentional) /PA	14.17%	÷1.000	×0.690	—	×0.942	9.21%
HBP% /PA	1.67%	—	×0.940	—	×0.942	1.48%
Singles /BIP	16.22%	÷1.000	×0.930	×0.958	×0.942	13.62%
Doubles /BIP	9.46%	÷1.000	×0.830	×0.958	×0.942	7.09%
Triples /BIP	1.35%	÷1.000	×0.970	×0.958	×0.942	1.18%
Home runs /BIP	4.05%	÷1.000	×0.840	—	×0.942	3.21%

Factors used: league row IL. Park (home-season share, regressed): no park row on file (treated as neutral) — 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). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.958.

Result: wOBA .348 → .282; ISO .188 → .161; BABIP .270 → .218. 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).

2008 AAAScranton/Wilkes-Barre Yankees · 481 PAwOBA .351 → .273 (−78)K% 23.9% → 28.7%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	23.91%	÷1.000	×1.200	—	—	28.69%
BB% (unintentional) /PA	10.40%	÷1.000	×0.690	—	×0.952	6.83%
HBP% /PA	0.83%	—	×0.940	—	×0.952	0.74%
Singles /BIP	19.16%	÷1.000	×0.930	×0.955	×0.952	16.19%
Doubles /BIP	7.79%	÷1.000	×0.830	×0.955	×0.952	5.88%
Triples /BIP	0.97%	÷1.000	×0.970	×0.955	×0.952	0.86%
Home runs /BIP	7.14%	÷1.000	×0.840	—	×0.952	5.71%

Factors used: league row IL. Park (home-season share, regressed): no park row on file (treated as neutral) — 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 ×0.955.

Result: wOBA .351 → .273; ISO .227 → .179; BABIP .299 → .241. 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).

2007 AAARound Rock Express · 563 PAwOBA .353 → .260 (−93)K% 23.3% → 30.0%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	23.27%	÷1.000	×1.290	—	—	30.02%
BB% (unintentional) /PA	8.88%	÷1.000	×0.710	—	×0.962	6.07%
HBP% /PA	0.71%	—	×0.980	—	×0.962	0.67%
Singles /BIP	18.28%	÷1.000	×0.900	×0.959	×0.962	15.17%
Doubles /BIP	9.41%	÷1.000	×0.810	×0.959	×0.962	7.03%
Triples /BIP	0.00%	÷1.000	×0.810	×0.959	×0.962	0.00%
Home runs /BIP	7.53%	÷1.000	×0.780	—	×0.962	5.65%

Factors used: league row PCL. Park (home-season share, regressed): no park row on file (treated as neutral) — 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 ×0.959.

Result: wOBA .353 → .260; ISO .237 → .170; BABIP .297 → .233. 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).