Beating the best fighter in the league is harder than beating the worst. These two stats are the only ones here that know the difference.

Adjusted NPPR rates every fighter against each other at once, across all 1,305 rounds of the season. Schedule is how good the opponents were that a fighter had to face.

Gaps under 0.20 do not mean anything — a fighter three spots higher is often not better. Every rating shows its range. How it works → · WPA leaderboard →

#	Fighter ↕	Team	Division	Rds ↕	NPPR ↕	aNPPR ↓	Δ ↕	90% Range	Wobble ↕
1	Stacia Suttles	Philadelphia	Super Lightweight	18	+1.500	+1.317	-0.183	+0.86 – +1.65	0.25
2	Yosdiel Napoles	Miami	Lightweight	19	+1.158	+1.056	-0.102	+0.74 – +1.32	0.17
3	Ariele Davis	Atlanta	Super Lightweight	15	+1.200	+0.967	-0.233	+0.56 – +1.24	0.21
4	Shakilya Ellis	Philadelphia	Featherweight	19	+0.947	+0.876	-0.072	+0.58 – +1.08	0.16
5	Alexy De La Cruz	Boston	Lightweight	16	+0.813	+0.873	+0.060	+0.54 – +1.09	0.17
6	Lisandra Contreras	Philadelphia	Bantamweight	14	+0.929	+0.867	-0.061	+0.46 – +1.13	0.20
7	Kye Brooks	Las Vegas	Heavyweight	13	+0.769	+0.824	+0.055	+0.24 – +1.33	0.34 ⚠
8	Rashidi Ellis	Boston	Middleweight	16	+1.063	+0.817	-0.246	+0.48 – +1.12	0.19
9	DeAngelo Leachman	Nashville	Cruiserweight	15	+1.000	+0.811	-0.189	+0.40 – +1.06	0.20
10	Yojanler Martinez	Las Vegas	Light Heavyweight	17	+0.765	+0.799	+0.034	+0.52 – +1.01	0.16
11	Erika Sanchez	Los Angeles	Featherweight	16	+1.125	+0.796	-0.329	+0.44 – +1.09	0.19
12	Isaiah Johnson	Philadelphia	Welterweight	16	+1.000	+0.784	-0.216	+0.38 – +1.10	0.23
13	Yordan Barrera	Phoenix	Middleweight	12	+1.083	+0.778	-0.305	+0.37 – +1.13	0.23
14	Raul Salomon	Los Angeles	Super Middleweight	10	+1.000	+0.770	-0.230	+0.32 – +1.09	0.24
15	Yoelys Molina	Miami	Super Welterweight	18	+0.722	+0.765	+0.043	+0.50 – +0.98	0.15
16	Reinier Salgado	Las Vegas	Welterweight	11	+1.091	+0.758	-0.333	+0.37 – +1.05	0.21
17	Samantha Ginithan	Miami	Featherweight	16	+0.938	+0.756	-0.182	+0.36 – +1.10	0.22
18	Raiko Santana	Phoenix	Light Heavyweight	17	+0.824	+0.748	-0.076	+0.31 – +1.04	0.23
19	Manuel Villalobos	Phoenix	Heavyweight	10	+0.800	+0.650	-0.150	+0.13 – +1.13	0.32 ⚠
20	Jason Moreno	Philadelphia	Super Welterweight	11	+0.636	+0.639	+0.002	+0.27 – +1.00	0.24
21	Angel Munoz	Los Angeles	Super Welterweight	10	+0.900	+0.637	-0.263	+0.17 – +1.04	0.28 ⚠
22	Darian Castro	Las Vegas	Welterweight	18	+0.611	+0.632	+0.021	+0.25 – +1.02	0.24
23	Azariah Cottrell	San Antonio	Featherweight	18	+0.722	+0.627	-0.095	+0.27 – +0.86	0.17
24	Rasheen Brown	Philadelphia	Featherweight	17	+0.706	+0.616	-0.090	+0.36 – +0.79	0.14
25	Leondric Johnson	Nashville	Featherweight	14	+0.643	+0.605	-0.038	+0.23 – +0.96	0.22
26	Money Powell	Atlanta	Cruiserweight	19	+0.526	+0.603	+0.077	+0.22 – +0.88	0.20
27	Julie Gallegos	Houston	Featherweight	11	+0.636	+0.583	-0.054	+0.09 – +0.94	0.26 ⚠
28	Herich Ruiz	Las Vegas	Heavyweight	13	+0.462	+0.583	+0.121	+0.17 – +0.90	0.22
29	Skylar Lacy	Boston	Heavyweight	11	+0.636	+0.581	-0.055	+0.19 – +0.81	0.19
30	Abimola Osundairo	Dallas	Light Heavyweight	14	+0.714	+0.579	-0.135	+0.29 – +0.85	0.17
31	Victor Abreu	Miami	Featherweight	20	+0.500	+0.546	+0.046	+0.26 – +0.76	0.15
32	Jasir Riley	Nashville	Welterweight	13	+0.769	+0.539	-0.231	+0.24 – +0.77	0.17
33	Jeovanny Estela	Miami	Middleweight	17	+0.529	+0.516	-0.014	-0.00 – +0.93	0.28 ⚠
34	Ryan Zempoaltecatl	NYC	Lightweight	14	+0.429	+0.510	+0.082	+0.06 – +0.89	0.27 ⚠
35	Darrius Jackson	Miami	Welterweight	15	+0.400	+0.509	+0.109	+0.19 – +0.80	0.20
36	Nataly Zempoaltecatl	NYC	Bantamweight	15	+0.400	+0.492	+0.092	+0.21 – +0.68	0.15
37	Yusmel Ruiz	Miami	Super Middleweight	19	+0.632	+0.485	-0.147	+0.17 – +0.75	0.18
38	Jesse Hart	Philadelphia	Light Heavyweight	18	+0.611	+0.481	-0.130	+0.05 – +0.79	0.22
39	Conja Nathan	Philadelphia	Heavyweight	17	+0.176	+0.467	+0.290	+0.06 – +0.76	0.22
40	Dusan Veletic	NYC	Heavyweight	13	+0.385	+0.456	+0.071	+0.07 – +0.71	0.19
41	Devon Young	Atlanta	Heavyweight	15	+0.467	+0.454	-0.013	+0.08 – +0.82	0.21
42	Amin Mitchell	Atlanta	Super Welterweight	15	+0.533	+0.451	-0.082	+0.06 – +0.78	0.22
43	Tracey McGruder	San Antonio	Middleweight	18	+0.611	+0.442	-0.169	+0.03 – +0.81	0.23
44	Henri Cedeno	Philadelphia	Welterweight	10	+0.500	+0.440	-0.060	-0.02 – +0.82	0.25 ⚠
45	Joaquin Camberos	Phoenix	Welterweight	11	+0.636	+0.437	-0.199	+0.15 – +0.72	0.19
46	Jonathan Rice	Los Angeles	Heavyweight	12	+0.500	+0.418	-0.082	-0.12 – +0.87	0.31 ⚠
47	Osvel Caballero	Las Vegas	Lightweight	17	+0.412	+0.416	+0.004	+0.14 – +0.75	0.18
48	Lizette Lopez	Los Angeles	Featherweight	18	+0.611	+0.409	-0.202	+0.12 – +0.62	0.16
49	Dislan Rivaux Gainza	Las Vegas	Super Welterweight	15	+0.133	+0.399	+0.266	+0.04 – +0.67	0.20
50	Kiael Waldon	Nashville	Welterweight	15	+0.333	+0.398	+0.065	+0.10 – +0.63	0.17
51	Malik Lark	Dallas	Lightweight	16	+0.625	+0.384	-0.241	-0.08 – +0.90	0.28 ⚠
52	Charles Pugh	Phoenix	Cruiserweight	16	+0.313	+0.382	+0.069	+0.07 – +0.63	0.18
53	Hainite Tuitupou	Atlanta	Bantamweight	12	+0.750	+0.376	-0.374	+0.06 – +0.64	0.18
54	William Langston	Nashville	Light Heavyweight	12	+0.167	+0.349	+0.183	+0.05 – +0.53	0.16
55	Danny Barlow	Nashville	Heavyweight	13	+0.231	+0.334	+0.103	-0.05 – +0.69	0.23
56	Erica Farias	Los Angeles	Super Lightweight	14	+0.214	+0.334	+0.119	-0.04 – +0.67	0.23
57	Adrian Taylor	San Antonio	Cruiserweight	17	+0.412	+0.321	-0.091	-0.01 – +0.58	0.18
58	Travorus Vigne	San Antonio	Heavyweight	17	+0.235	+0.306	+0.070	-0.05 – +0.68	0.23
59	Shawn Mccalman	NYC	Light Heavyweight	14	+0.286	+0.289	+0.004	+0.02 – +0.48	0.14
60	Angel Hernandez	Philadelphia	Lightweight	11	+0.000	+0.277	+0.277	-0.04 – +0.53	0.17
61	Kevin Quintero	Phoenix	Lightweight	12	+0.333	+0.276	-0.057	-0.13 – +0.58	0.22
62	Steve Cunningham Jr.	Philadelphia	Super Welterweight	11	+0.182	+0.275	+0.093	-0.15 – +0.61	0.23
63	Isaac Carbonell	Miami	Light Heavyweight	13	+0.154	+0.269	+0.116	-0.09 – +0.49	0.18
64	Sean Brewer	Los Angeles	Featherweight	15	+0.533	+0.266	-0.268	-0.05 – +0.52	0.18
65	Yuniesky Gonzalez	Miami	Cruiserweight	18	-0.056	+0.244	+0.300	-0.17 – +0.49	0.20
66	Jeremey Hill	Atlanta	Lightweight	11	+0.091	+0.232	+0.141	-0.27 – +0.70	0.30 ⚠
67	Jahyae Brown	Boston	Super Welterweight	16	+0.125	+0.227	+0.102	-0.04 – +0.46	0.15
68	Nestor Santana	Miami	Heavyweight	12	+0.083	+0.211	+0.128	-0.26 – +0.57	0.25
69	Esteuri Suero	Miami	Welterweight	14	-0.071	+0.202	+0.273	-0.11 – +0.53	0.22
70	Claudio Marrero	Miami	Lightweight	15	+0.267	+0.177	-0.090	-0.19 – +0.54	0.21
71	Joana Nwamerue	Las Vegas	Super Lightweight	18	-0.167	+0.167	+0.334	-0.16 – +0.42	0.18
72	Nagy Aguilera	San Antonio	Heavyweight	12	+0.083	+0.161	+0.078	-0.24 – +0.47	0.23
73	Luis Portuondo	Las Vegas	Cruiserweight	14	+0.071	+0.154	+0.083	-0.24 – +0.44	0.20
74	Angelyris Lopez Mendez	NYC	Featherweight	10	+0.400	+0.148	-0.252	-0.10 – +0.39	0.15
75	Lasha Gurguliani	NYC	Middleweight	12	+0.000	+0.146	+0.146	-0.22 – +0.44	0.21
76	Isaiah Elrod	Nashville	Middleweight	14	+0.000	+0.136	+0.136	-0.24 – +0.51	0.23
77	Da'Marrius Watson	Phoenix	Welterweight	10	+0.200	+0.127	-0.073	-0.14 – +0.38	0.16
78	Keandrae Leatherwood	Atlanta	Super Middleweight	11	+0.091	+0.117	+0.026	-0.22 – +0.51	0.22
79	Florencia Parajes Britos	Las Vegas	Featherweight	18	-0.389	+0.094	+0.482	-0.29 – +0.37	0.21
80	Steve Cunningham Sr.	Philadelphia	Cruiserweight	15	-0.133	+0.067	+0.201	-0.26 – +0.44	0.21
81	Javonn Davis	Atlanta	Welterweight	12	-0.333	+0.059	+0.392	-0.32 – +0.41	0.22
82	Ryan Pino	NYC	Super Welterweight	14	-0.143	+0.055	+0.198	-0.26 – +0.43	0.22
83	Charles Garner	San Antonio	Welterweight	15	-0.133	+0.038	+0.171	-0.31 – +0.33	0.20
84	Tessia Ives Tali	NYC	Cruiserweight	13	+0.077	+0.034	-0.043	-0.25 – +0.33	0.18
85	Jack Sambiakuu	Dallas	Lightweight	12	-0.250	+0.028	+0.278	-0.46 – +0.43	0.28 ⚠
86	Osvaldo Lopez	Los Angeles	Welterweight	13	-0.308	+0.022	+0.330	-0.38 – +0.39	0.23
87	Samantha Sosa	Miami	Featherweight	13	-0.231	+0.018	+0.248	-0.45 – +0.39	0.25 ⚠
88	Trakwon Pettis	Atlanta	Lightweight	10	-0.100	+0.018	+0.118	-0.46 – +0.41	0.27 ⚠
89	Dayan Depestre	Las Vegas	Super Middleweight	14	-0.214	-0.011	+0.203	-0.32 – +0.25	0.17
90	Lionel Omar Colon Santana	NYC	Welterweight	10	-0.100	-0.036	+0.064	-0.38 – +0.31	0.23
91	Tierra Brandt	Phoenix	Featherweight	14	-0.286	-0.042	+0.244	-0.26 – +0.17	0.13
92	Roger Hilley	Nashville	Lightweight	12	-0.417	-0.047	+0.370	-0.39 – +0.23	0.20
93	James Pierce	Phoenix	Featherweight	14	-0.143	-0.049	+0.094	-0.30 – +0.27	0.18
94	Juan Barajas	Nashville	Super Middleweight	14	-0.143	-0.053	+0.090	-0.33 – +0.17	0.16
95	Judah Yisrael	Phoenix	Welterweight	10	-0.200	-0.056	+0.144	-0.35 – +0.21	0.17
96	Gavonne Bess	Boston	Welterweight	10	-0.400	-0.063	+0.337	-0.34 – +0.19	0.17
97	Monserat Carmona	Dallas	Featherweight	11	-0.091	-0.076	+0.015	-0.31 – +0.18	0.15
98	Kaylee Ann Knight	Atlanta	Featherweight	14	-0.214	-0.083	+0.131	-0.46 – +0.26	0.23
99	Jaedyn Alpough	Houston	Lightweight	14	-0.071	-0.087	-0.015	-0.49 – +0.37	0.26 ⚠
100	Zaire Jefferson	Philadelphia	Super Middleweight	13	-0.615	-0.107	+0.508	-0.45 – +0.21	0.21
101	Brenda Hernandez Cardenas	Phoenix	Featherweight	14	-0.286	-0.134	+0.151	-0.43 – +0.12	0.16
102	Hebreux Francois	Boston	Lightweight	14	-0.214	-0.161	+0.054	-0.48 – +0.17	0.20
103	Rayray Robinson	Atlanta	Featherweight	12	-0.500	-0.171	+0.329	-0.46 – +0.17	0.18
104	Abril Anguiano	NYC	Featherweight	15	-0.667	-0.199	+0.467	-0.39 – +0.02	0.13
105	Alexander Castellano	NYC	Featherweight	14	-0.429	-0.199	+0.229	-0.43 – -0.01	0.13
106	Jose Adrial Diaz Rodriguez	NYC	Lightweight	11	-0.455	-0.206	+0.249	-0.53 – +0.17	0.22
107	Raul Eliazar Garcia	Atlanta	Middleweight	11	-0.636	-0.210	+0.426	-0.73 – +0.33	0.34 ⚠
108	Manuel Sangroni	Houston	Lightweight	13	-0.308	-0.214	+0.094	-0.48 – +0.10	0.18
109	Devin Thorn	Houston	Super Middleweight	14	-0.357	-0.214	+0.143	-0.46 – +0.04	0.15
110	Sofia Viretti	Miami	Super Lightweight	15	-0.800	-0.227	+0.573	-0.56 – +0.08	0.20
111	Michael Bracamontes	San Antonio	Lightweight	10	-0.200	-0.227	-0.027	-0.51 – +0.14	0.22
112	Deontay Brown	Dallas	Welterweight	12	-0.333	-0.230	+0.103	-0.64 – +0.22	0.27 ⚠
113	Joahnys Argilagos	Las Vegas	Featherweight	16	-0.438	-0.243	+0.194	-0.54 – +0.08	0.19
114	Sebastian Salomon Duran	Phoenix	Super Middleweight	13	-0.308	-0.248	+0.060	-0.60 – +0.06	0.22
115	Juan Higuera	Los Angeles	Cruiserweight	13	-0.692	-0.295	+0.397	-0.49 – -0.07	0.14
116	Raynard Talib Jr.	Dallas	Middleweight	11	-0.545	-0.318	+0.228	-0.76 – +0.09	0.25 ⚠
117	Maria Antunez	Philadelphia	Featherweight	12	-0.750	-0.337	+0.413	-0.54 – -0.13	0.12
118	Francisco Rodriguez	Philadelphia	Lightweight	12	-0.583	-0.371	+0.212	-0.79 – +0.04	0.27 ⚠
119	Steven Sumpter	Boston	Light Heavyweight	12	-1.000	-0.397	+0.603	-0.59 – -0.26	0.09
120	Raphael Igbokwe	San Antonio	Super Middleweight	11	-0.818	-0.465	+0.353	-0.74 – -0.14	0.19
121	Janaisa Indira Morandin	Houston	Featherweight	11	-0.818	-0.524	+0.294	-0.65 – -0.30	0.11
122	Allen Medina	Las Vegas	Lightweight	12	-0.750	-0.527	+0.223	-0.80 – -0.23	0.17
123	Terrell Jamal Woods	Nashville	Heavyweight	10	-1.100	-0.530	+0.570	-0.87 – -0.24	0.19
124	Jordyn Edewards	Las Vegas	Featherweight	15	-0.933	-0.581	+0.352	-0.76 – -0.38	0.11

aNPPR rates every fighter against each other at once. Fighters with few rounds get pulled toward average on purpose. Δ is how far that moves them from their raw NPPR — the big movers are the interesting ones. 90% Range is how much the rating shifts when we rebuild the season 200 times; a ⚠ marks the wobbliest ones. If two fighters' ranges overlap, treat them as tied. How this works →