Hunter Dozier

Pos1B

B/TR/R

Born1991-08-22

Age (2027)35

No MLB projection yet. Career stats below are historical.

Overview

AAALAST SEASON 2024

Year	Age	Lvl / Team	PA	AVG/OBP/SLG	HR	SB	wRC+	WAR	MLE AVG/OBP/SLG
2022	30	MLBKC	500	.236/.293/.387	12	4	94	-1.1
2023	31	MLBKC	91	.183/.256/.305	2	2	59	-0.2
2024	32	AAALAA	214	.222/.270/.394	7	3	21	—	.158/.194/.277
2025	33	No MLB games played
2026	34	No MLB games played

Last 3 seasons WAR -1.3

Contract

No contract data on file.

Skills · percentileStatcast 2021-2023

Speed71

Barrel%48

Avg EV46

xwOBA40

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)
2013	21	A	Lexington Legends	—	59	55	18	6	0	0	3	5	1	0	0	327	373	436	809	109	360	8	5	363	87	—	—	—	—	—	—
2013	21	ROK	Idaho Falls Chukars	—	258	218	66	24	0	7	35	32	3	3	1	303	406	509	915	206	326	12	14	402	78	—	—	—	—	—	—
2014	22	AA	Northwest Arkansas Naturals	—	267	234	49	12	0	4	31	70	1	3	2	209	305	312	616	103	280	26	12	284	41	—	—	—	—	—	—
2014	22	A+	Wilmington Blue Rocks	—	267	224	66	18	0	4	35	56	5	7	3	295	402	429	830	134	371	21	13	372	101	—	—	—	—	—	—
2014	22	INTL	Peoria Javelinas	—	105	86	22	6	0	1	18	29	1	0	0	256	390	360	751	105	375	28	17	349	122	—	—	—	—	—	—
2015	23	AA	Northwest Arkansas Naturals	—	523	475	101	27	1	12	45	151	1	6	2	213	282	349	632	137	283	29	9	284	36	—	—	—	—	—	—
2016	24	MLB	Kansas City Royals	—	21	19	4	1	0	0	2	8	0	0	0	211	286	263	549	53	364	38	10	257	61	-1	+0	+0	-6	+0	-0.7
2016	24	AAA	Omaha Storm Chasers	—	434	391	115	36	1	15	40	100	0	3	1	294	360	506	866	212	358	23	9	378	95	—	—	—	—	—	—
2016	24	AA	Northwest Arkansas Naturals	—	110	95	29	8	0	8	14	23	1	4	0	305	400	642	1.042	337	328	21	13	447	123	—	—	—	—	—	—
2017	25	AAA	Omaha Storm Chasers	—	96	84	19	6	1	4	9	37	2	1	1	226	316	464	780	238	341	39	9	340	59	—	—	—	—	—	—
2017	25	AA	Northwest Arkansas Naturals	—	20	16	4	1	0	0	4	8	0	0	0	250	400	312	713	62	500	40	20	339	49	—	—	—	—	—	—
2017	25	INTL	Naranjeros de Hermosillo	—	85	76	16	0	0	4	9	22	0	1	0	211	294	368	663	158	240	26	11	300	89	—	—	—	—	—	—
2018	26	MLB	Kansas City Royals	—	388	362	83	19	4	11	24	109	1	2	3	229	279	395	674	166	296	28	6	298	91	-4	-1	-10	-9	+8	-1.7
2018	26	AAA	Omaha Storm Chasers	—	143	118	30	7	0	1	24	43	1	2	1	254	385	339	724	85	392	30	17	339	56	—	—	—	—	—	—
2019	27	MLB	Kansas City Royals	—	586	523	146	29	10	26	55	148	3	2	2	279	351	522	873	243	339	25	9	378	145	+31	-0	-6	+2	+13	4.1
2020	28	MLB	Kansas City Royals	—	186	158	36	4	2	6	27	48	1	4	0	228	344	392	736	165	288	26	15	334	116	+4	+1	-2	-3	+4	0.3
2021	29	MLB	Kansas City Royals	—	543	487	105	27	6	16	43	154	7	5	4	216	289	394	683	179	276	28	8	301	93	-4	-1	-13	-6	+12	-1.2
2021	29	AAA	Omaha Storm Chasers	—	18	18	3	2	0	0	0	5	0	0	0	167	167	278	444	111	231	28	0	193	-17	—	—	—	—	—	—
2022	30	MLB	Kansas City Royals	—	500	462	109	26	4	12	34	125	3	4	3	236	293	387	680	152	298	25	7	303	94	-4	-0	-8	-9	+11	-1.1
2023	31	MLB	Kansas City Royals	—	91	82	15	2	1	2	8	29	0	2	0	183	256	305	560	122	250	32	9	252	59	-4	+0	-1	+0	+2	-0.2
2024	32	AAA	Salt Lake Bees	—	214	198	44	11	1	7	12	64	1	3	0	222	270	394	664	172	287	30	6	290	21	—	—	—	—	—	—
▸ Career Totals (raw MLB only — historical actual)
MLB Career	—			—	2315	2093	498	108	27	73	193	621	15	19	12	238	307	420	727	182	301	27	8	321	103	+9	-1	-40	-31	+50	-1.4
▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents)
2013	21	A MLE	Lexington Legends	—	59	56	16	4	0	0	2	6	1	0	0	286	322	357	679	71	318	10	3	297	87	—	—	—	—	—	—
2013	21	ROK MLE	Idaho Falls Chukars	—	258	232	50	17	0	5	21	46	3	3	1	216	289	353	643	138	244	18	8	283	78	—	—	—	—	—	—
2014	22	AA MLE	Northwest Arkansas Naturals	—	267	243	44	10	0	3	22	87	1	3	2	181	252	259	511	78	265	33	8	229	41	—	—	—	—	—	—
2014	22	A+ MLE	Wilmington Blue Rocks	—	267	240	64	17	0	4	19	76	5	7	3	267	333	388	721	121	360	28	7	318	101	—	—	—	—	—	—
2015	23	AA MLE	Northwest Arkansas Naturals	—	523	491	85	21	1	11	29	180	1	6	2	173	221	287	508	114	244	34	6	222	36	—	—	—	—	—	—
2016	24	MLB MLE	Kansas City Royals	—	21	19	4	1	0	0	2	8	0	0	0	211	286	263	549	53	364	38	10	258	61	-1	+0	+0	-6	+0	-0.7
2016	24	AAA MLE	Omaha Storm Chasers	—	434	404	101	31	1	11	27	124	0	3	1	250	297	413	710	163	327	29	6	308	95	—	—	—	—	—	—
2016	24	AA MLE	Northwest Arkansas Naturals	—	110	100	25	7	0	7	9	27	1	4	0	250	318	530	848	280	274	25	8	350	123	—	—	—	—	—	—
2017	25	AAA MLE	Omaha Storm Chasers	—	96	87	16	5	1	3	6	45	2	1	1	184	253	368	620	184	292	47	6	256	59	—	—	—	—	—	—
2017	25	AA MLE	Northwest Arkansas Naturals	—	20	17	3	1	0	0	3	10	0	0	0	176	300	235	535	59	419	50	15	240	49	—	—	—	—	—	—
2018	26	MLB MLE	Kansas City Royals	—	388	362	84	19	4	12	24	109	1	2	3	232	282	406	688	174	296	28	6	303	91	-4	-1	-10	-9	+8	-1.7
2018	26	AAA MLE	Omaha Storm Chasers	—	143	125	24	5	0	1	17	55	1	2	1	192	294	256	550	64	332	38	12	251	56	—	—	—	—	—	—
2019	27	MLB MLE	Kansas City Royals	—	586	525	148	29	9	28	53	148	3	2	2	282	351	531	883	250	339	25	9	382	145	+31	-0	-6	+2	+13	4.1
2020	28	MLB MLE	Kansas City Royals	—	186	158	36	4	2	6	27	48	1	4	0	228	344	392	736	165	288	26	15	340	116	+4	+1	-2	-3	+4	0.3
2021	29	MLB MLE	Kansas City Royals	—	543	487	106	27	6	17	43	154	7	5	4	218	291	402	693	185	276	28	8	306	93	-4	-1	-13	-6	+12	-1.2
2021	29	AAA MLE	Omaha Storm Chasers	—	18	18	3	2	0	0	0	6	0	0	0	167	167	278	444	111	193	33	0	143	-17	—	—	—	—	—	—
2022	30	MLB MLE	Kansas City Royals	—	500	462	111	26	4	13	34	125	3	4	3	240	297	398	695	158	298	25	7	307	94	-4	-0	-8	-9	+11	-1.1
2023	31	MLB MLE	Kansas City Royals	—	91	82	15	2	1	2	8	29	0	2	0	183	256	305	560	122	250	32	9	256	59	-4	+0	-1	+0	+2	-0.2
2024	32	AAA MLE	Salt Lake Bees	—	214	202	32	7	1	5	8	79	1	3	0	158	194	277	472	119	215	37	4	199	21	—	—	—	—	—	—
2013	21	ROK MLE	2 teams	—	317	288	66	21	0	5	23	52	4	3	1	229	295	354	649	125	262	16	7	286	79	—	—	—	—	—	—
2013	21	ROK RAW	2 teams	—	317	273	84	30	0	7	38	37	4	3	1	308	400	495	895	187	333	12	12	395	79	—	—	—	—	—	—
2014	22	AA MLE	3 teams	—	639	579	130	33	0	8	49	195	7	10	5	225	293	323	616	98	321	31	8	274	71	—	—	—	—	—	—
2014	22	AA RAW	3 teams	—	639	544	137	36	0	9	84	155	7	10	5	252	359	368	727	116	333	24	13	332	71	—	—	—	—	—	—
2015	23	AA MLE	Northwest Arkansas Naturals	—	523	491	85	21	1	11	29	180	1	6	2	173	221	287	508	114	245	34	6	222	36	—	—	—	—	—	—
2015	23	AA RAW	Northwest Arkansas Naturals	—	523	475	101	27	1	12	45	151	1	6	2	213	282	349	632	137	283	29	9	284	36	—	—	—	—	—	—
2016	24	AAA MLE	3 teams	—	565	523	130	39	1	18	38	160	1	7	1	249	301	430	731	182	322	28	7	314	99	—	—	—	—	—	—
2016	24	AAA RAW	3 teams	—	565	505	148	45	1	23	56	131	1	7	1	293	365	523	888	230	353	23	10	387	99	—	—	—	—	—	—
2017	25	AAA MLE	3 teams	—	201	183	30	9	1	5	15	96	2	2	1	164	235	306	541	142	301	48	7	253	58	—	—	—	—	—	—
2017	25	AAA RAW	3 teams	—	201	176	39	7	1	8	22	67	2	2	1	222	315	409	724	188	304	33	11	323	58	—	—	—	—	—	—
2018	26	MLB MLE	2 teams	—	531	487	109	25	4	13	41	164	2	4	4	224	287	372	658	148	309	31	8	289	82	-12	-1	-10	-9	+12	-2.1
2018	26	MLB RAW	2 teams	—	531	480	113	26	4	12	48	152	2	4	4	235	308	381	689	146	319	29	9	309	82	-12	-1	-10	-9	+12	-2.1
2019	27	MLB MLE	Kansas City Royals	—	586	525	148	29	9	28	53	148	3	2	2	282	351	531	883	250	339	25	9	382	145	+31	-0	-6	+2	+13	4.1
2019	27	MLB RAW	Kansas City Royals	—	586	523	146	29	10	26	55	148	3	2	2	279	351	522	873	243	339	25	9	378	145	+31	-0	-6	+2	+13	4.1
2020	28	MLB MLE	Kansas City Royals	—	186	158	36	4	2	6	27	48	1	4	0	228	344	392	736	165	288	26	15	340	116	+4	+1	-2	-3	+4	0.3
2020	28	MLB RAW	Kansas City Royals	—	186	158	36	4	2	6	27	48	1	4	0	228	344	392	736	165	288	26	15	334	116	+4	+1	-2	-3	+4	0.3
2021	29	MLB MLE	2 teams	—	561	505	109	29	6	17	43	160	7	5	4	216	286	398	685	182	275	29	8	301	90	-7	-1	-13	-6	+12	-1.4
2021	29	MLB RAW	2 teams	—	561	505	108	29	6	16	43	159	7	5	4	214	285	390	675	176	274	28	8	298	90	-7	-1	-13	-6	+12	-1.4
2022	30	MLB MLE	Kansas City Royals	—	500	462	111	26	4	13	34	125	3	4	3	240	297	398	695	158	302	25	7	307	94	-4	-0	-8	-9	+11	-1.1
2022	30	MLB RAW	Kansas City Royals	—	500	462	109	26	4	12	34	125	3	4	3	236	293	387	680	152	298	25	7	303	94	-4	-0	-8	-9	+11	-1.1
2023	31	MLB MLE	Kansas City Royals	—	91	82	15	2	1	2	8	29	0	2	0	183	256	305	560	122	250	32	9	256	59	-4	+0	-1	+0	+2	-0.2
2023	31	MLB RAW	Kansas City Royals	—	91	82	15	2	1	2	8	29	0	2	0	183	256	305	560	122	250	32	9	252	59	-4	+0	-1	+0	+2	-0.2
2024	32	AAA MLE	Salt Lake Bees	—	214	202	32	7	1	5	8	79	1	3	0	158	194	277	472	119	225	37	4	199	21	—	—	—	—	—	—
2024	32	AAA RAW	Salt Lake Bees	—	214	198	44	11	1	7	12	64	1	3	0	222	270	394	664	172	287	30	6	290	21	—	—	—	—	—	—
2013	21	ROK MLE	2 teams	—	317	287	66	21	0	5	23	52	4	3	1	230	295	355	651	125	258	16	7	286	79	—	—	—	—	—	—
2014	22	AA MLE	3 teams	—	639	578	130	33	0	8	49	195	7	10	5	225	293	324	616	99	312	31	8	274	71	—	—	—	—	—	—
2015	23	AA MLE	Northwest Arkansas Naturals	—	523	488	85	21	1	11	29	180	1	6	2	174	221	289	510	115	244	34	6	222	36	—	—	—	—	—	—
2016	24	AAA MLE	3 teams	—	565	521	130	39	1	18	38	160	1	7	1	250	301	432	733	182	318	28	7	314	99	—	—	—	—	—	—
2017	25	AAA MLE	3 teams	—	201	182	30	9	1	5	15	96	2	2	1	165	235	308	543	143	314	48	7	253	58	—	—	—	—	—	—
2018	26	MLB MLE	2 teams	—	531	483	109	25	4	13	41	164	2	4	4	226	287	375	662	149	306	31	8	289	82	—	—	—	—	—	—
2019	27	MLB MLE	Kansas City Royals	—	586	525	148	29	9	28	53	148	3	2	2	282	351	531	883	250	339	25	9	382	145	—	—	—	—	—	—
2020	28	MLB MLE	Kansas City Royals	—	186	156	36	4	2	6	27	48	1	4	0	231	344	397	742	167	288	26	15	340	116	—	—	—	—	—	—
2021	29	MLB MLE	2 teams	—	561	506	109	29	6	17	43	160	7	5	4	215	286	397	684	182	273	29	8	301	90	—	—	—	—	—	—
2022	30	MLB MLE	Kansas City Royals	—	500	459	111	26	4	13	34	125	3	4	3	242	297	401	697	159	298	25	7	307	94	—	—	—	—	—	—
2023	31	MLB MLE	Kansas City Royals	—	91	83	15	2	1	2	8	29	0	2	0	181	256	301	557	120	250	32	9	256	59	—	—	—	—	—	—
2024	32	AAA MLE	Salt Lake Bees	—	214	203	32	7	1	5	8	79	1	3	0	158	194	276	470	118	215	37	4	199	21	—	—	—	—	—	—
▸ Model inputs — neutral MLE (past 3 seasons)
2024	32	AAA MLE	Salt Lake Bees	—	214	203	32	7	1	5	8	79	1	3	0	158	194	276	470	118	215	37	4	199	21	—	—	—	—	—	—
▸ Career Totals
▸ Career totals — MLB only (actual + projected)
Career	—	A+C		—	2315	2093	498	108	27	73	193	621	15	19	12	238	307	420	727	182	301	27	8	321	84	+9	-1	-40	-31	+50	-1.4
/ 162G	—	A+C		—	650	588	139	30	8	20	54	174	4	5	3	236	305	417	722	180	299	27	8	321	84	+2	-0	-11	-9	+14	-0.4
Career	—	MLE		—	4914	4485	1001	245	30	131	368	1436	32	52	23	223	287	379	666	156	295	29	7	293	84	+9	-1	-40	-31	+50	-1.4
/ 162G	—	MLE		—	650	593	132	32	4	17	49	190	4	7	3	223	286	376	662	153	295	29	8	293	84	+2	-0	-11	-9	+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.

2024 AAASalt Lake Bees · 214 PAwOBA .284 → .199 (−85)K% 29.9% → 37.0%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	29.91%	÷0.971	×1.200	—	—	36.97%
BB% (unintentional) /PA	5.61%	÷0.944	×0.690	—	×0.942	3.86%
HBP% /PA	0.47%	—	×0.940	—	×0.942	0.41%
Singles /BIP	18.66%	÷1.030	×0.930	×0.950	×0.942	15.07%
Doubles /BIP	8.21%	÷1.141	×0.830	×0.950	×0.942	5.35%
Triples /BIP	0.75%	÷1.150	×0.970	×0.950	×0.942	0.56%
Home runs /BIP	5.22%	÷0.886	×0.700	—	×0.942	3.89%

Factors used: league row International League. Park (home-season share, regressed): HR 77, 1B 106, 2B 128, 3B 130, K 94, BB 89 — 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 ×0.950.

Result: wOBA .284 → .199; ISO .172 → .115; BABIP .287 → .215. 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).

2021 AAAOmaha Storm Chasers · 18 PAwOBA .187 → .143 (−44)K% 27.8% → 33.9%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	27.78%	÷0.985	×1.200	—	—	33.85%
BB% (unintentional) /PA	0.00%	÷0.990	×0.690	—	×0.972	0.00%
HBP% /PA	0.00%	—	×0.940	—	×0.972	0.00%
Singles /BIP	7.69%	÷1.056	×0.930	—	×0.972	6.58%
Doubles /BIP	15.38%	÷0.978	×0.830	—	×0.972	12.69%
Triples /BIP	0.00%	÷0.936	×0.920	—	×0.972	0.00%
Home runs /BIP	0.00%	÷1.027	×0.700	—	×0.972	0.00%

Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 105, 1B 111, 2B 96, 3B 87, K 97, BB 98 — 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).

Result: wOBA .187 → .143; ISO .111 → .084; BABIP .231 → .193. 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).

2018 AAAOmaha Storm Chasers · 143 PAwOBA .331 → .251 (−80)K% 30.1% → 38.5%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	30.07%	÷1.007	×1.290	—	—	38.50%
BB% (unintentional) /PA	16.78%	÷1.018	×0.710	—	×1.003	11.75%
HBP% /PA	0.70%	—	×0.980	—	×1.003	0.69%
Singles /BIP	29.33%	÷1.020	×0.900	×0.965	×1.003	25.06%
Doubles /BIP	9.33%	÷0.936	×0.810	×0.965	×1.003	7.82%
Triples /BIP	0.00%	÷0.900	×0.810	×0.965	×1.003	0.00%
Home runs /BIP	1.33%	÷1.101	×0.780	—	×1.003	0.95%

Factors used: league row PCL. Park (home-season share, regressed): HR 120, 1B 104, 2B 87, 3B 80, K 102, BB 104 — 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 ×0.965.

Result: wOBA .331 → .251; ISO .085 → .063; BABIP .392 → .332. 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 AAAOmaha Storm Chasers · 96 PAwOBA .334 → .256 (−78)K% 38.5% → 47.2%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	38.54%	÷1.054	×1.290	—	—	47.16%
BB% (unintentional) /PA	9.38%	÷1.076	×0.710	—	×1.018	6.30%
HBP% /PA	2.08%	—	×0.980	—	×1.018	2.08%
Singles /BIP	17.02%	÷1.024	×0.900	—	×1.018	15.23%
Doubles /BIP	12.77%	÷0.985	×0.810	—	×1.018	10.69%
Triples /BIP	2.13%	÷0.914	×0.810	—	×1.018	1.92%
Home runs /BIP	8.51%	÷0.956	×0.780	—	×1.018	7.07%

Factors used: league row PCL. Park (home-season share, regressed): HR 91, 1B 105, 2B 97, 3B 83, K 111, BB 115 — 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).

Result: wOBA .334 → .256; ISO .238 → .182; BABIP .341 → .292. 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 AANorthwest Arkansas Naturals · 20 PAwOBA .332 → .240 (−92)K% 40.0% → 50.4%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	40.00%	÷0.967	×1.220	—	—	50.44%
BB% (unintentional) /PA	20.00%	÷0.982	×0.700	—	×0.988	14.08%
HBP% /PA	0.00%	—	×0.870	—	×0.988	0.00%
Singles /BIP	37.50%	÷1.051	×0.920	—	×0.988	32.44%
Doubles /BIP	12.50%	÷1.091	×0.840	—	×0.988	9.51%
Triples /BIP	0.00%	÷0.900	×0.940	—	×0.988	0.00%
Home runs /BIP	0.00%	÷1.114	×0.800	—	×0.988	0.00%

Factors used: league row TL. Park (home-season share, regressed): HR 123, 1B 110, 2B 118, 3B 80, K 93, BB 96 — applied at half strength. Age: age 26 vs a level average of 24.8 → −1.2% on BB/HBP/hit rates (1.2 yr older than average).

Result: wOBA .332 → .240; ISO .062 → .042; BABIP .500 → .419. 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 AAAOmaha Storm Chasers · 434 PAwOBA .368 → .308 (−60)K% 23.0% → 28.6%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	23.04%	÷1.040	×1.290	—	—	28.58%
BB% (unintentional) /PA	8.53%	÷1.006	×0.710	—	×1.033	6.21%
HBP% /PA	0.00%	—	×0.980	—	×1.033	0.00%
Singles /BIP	21.65%	÷0.968	×0.900	×0.986	×1.033	20.49%
Doubles /BIP	12.37%	÷0.929	×0.810	×0.986	×1.033	10.98%
Triples /BIP	0.34%	÷1.068	×0.810	×0.986	×1.033	0.27%
Home runs /BIP	5.15%	÷1.054	×0.780	—	×1.033	3.94%

Factors used: league row PCL. Park (home-season share, regressed): HR 111, 1B 94, 2B 86, 3B 114, K 108, BB 101 — 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 ×0.986.

Result: wOBA .368 → .308; ISO .212 → .169; BABIP .358 → .327. 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 AANorthwest Arkansas Naturals · 110 PAwOBA .435 → .350 (−84)K% 20.9% → 24.9%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	20.91%	÷1.024	×1.220	—	—	24.91%
BB% (unintentional) /PA	12.73%	÷1.081	×0.700	—	×0.998	8.23%
HBP% /PA	0.91%	—	×0.870	—	×0.998	0.79%
Singles /BIP	18.06%	÷1.061	×0.920	×1.007	×0.998	15.73%
Doubles /BIP	11.11%	÷1.029	×0.840	×1.007	×0.998	9.11%
Triples /BIP	0.00%	÷1.029	×0.940	×1.007	×0.998	0.00%
Home runs /BIP	11.11%	÷0.967	×0.800	—	×0.998	9.17%

Factors used: league row TL. Park (home-season share, regressed): HR 93, 1B 112, 2B 106, 3B 106, K 105, BB 116 — applied at half strength. Age: age 25 vs a level average of 24.8 → −0.2% on BB/HBP/hit rates (0.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.007.

Result: wOBA .435 → .350; ISO .337 → .280; BABIP .328 → .274. 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 AANorthwest Arkansas Naturals · 523 PAwOBA .277 → .222 (−54)K% 28.9% → 34.4%

Component	Raw	Park ÷	Level factor ×	GB/FB ×	Age ×	= MLE
K% /PA	28.87%	÷1.024	×1.220	—	—	34.41%
BB% (unintentional) /PA	8.41%	÷1.072	×0.700	—	×1.012	5.56%
HBP% /PA	0.19%	—	×0.870	—	×1.012	0.17%
Singles /BIP	18.83%	÷1.027	×0.920	×0.977	×1.012	16.69%
Doubles /BIP	8.33%	÷1.024	×0.840	×0.977	×1.012	6.76%
Triples /BIP	0.31%	÷1.052	×0.940	×0.977	×1.012	0.27%
Home runs /BIP	3.70%	÷0.883	×0.800	—	×1.012	3.39%

Factors used: league row TL. Park (home-season share, regressed): HR 77, 1B 105, 2B 105, 3B 110, K 105, BB 114 — applied at half strength. Age: age 24 vs a level average of 24.8 → +1.2% on BB/HBP/hit rates (0.8 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.977.

Result: wOBA .277 → .222; ISO .137 → .115; BABIP .283 → .244. 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 — .