WATCH THE 2016 DI NCAA XC CHAMPIONSHIPS LIVE ON FLOTRACK -- SATURDAY 11/19!

New Mexico assistant coach James Butler developed a program in the fall of 2000 as a collegiate runner to objectively rank cross country individuals based on their season's performances. The rankings are a derivative of the ELO rankings used to rank professional chess players.

The system compares the expected outcome of a race based on the rankings and the actual outcome of the race based on finishing time. It then adjusts the rankings to more closely match the result.

All the runners start with a ranking of 1000. As the computer starts comparing performances those that do better than expected gain points while those that underperform lose points. Once the computer has run through the entire season, the resulting rankings are used and the season is run through several thousand more times.

Eventually, the rankings converge on specific values, that is to say they no longer increase or decrease as the results are run through. These final values are what is used to rank the individuals with team scores derived from the individual rankings.

There is no outside influence on the rankings, the system is only given the results of the 2016 meets and produces the rankings given those results.

2016 Butler Projected Men's Team Scores:

1) Arkansas     	110	6	10	22	24	48
2) Northern Arizona	131	4	14	18	30	65
3) BYU			150	11	20	25	41	53
4) Colorado		150	17	23	27	39	44
5) Syracuse		163	1	15	37	51	59
6) Stanford		187	5	7	43	54	78
7) Mississippi		270	13	16	49	69	123
8) UCLA			286	8	38	62	73	105
9) Portland		287	31	42	50	63	101
10) UTEP		301	19	32	35	75	140
11) Wisconsin		302	9	34	61	92	106
12) Iona		313	21	29	58	102	103
13) Oregon		349	2	47	81	93	126
14) Oklahoma State	387	52	67	70	98	100
15) Boise State		394	26	60	64	113	131
16) Iowa State		411	55	74	79	87	116
17) Michigan State	414	33	40	99	110	132
18) Washington St.	460	46	83	84	122	125
19) Colorado St.	470	28	66	114	115	147
20) Tulsa		483	12	72	86	137	176
21) Southern Utah	491	68	80	96	104	143
22) North Carolina St.	516	3	88	136	141	148
23) Virginia		517	71	94	107	118	127
24) California		598	45	57	135	159	202
25) Mid. Tenn. State	621	36	89	138	178	180
26) Georgetown		648	56	128	139	156	169
27) Illinois		681	108	124	134	149	166
28) Providence		685	82	111	158	161	173
29) Texas		828	129	144	174	185	196
30) Dartmouth		831	142	145	164	182	198
31) Navy		867	121	170	190	191	195

Pl	Athlete	School	Butler Rating
1	Justyn Knight	Syracuse	1,133.56
2	Edward Cheserek	Oregon	1,132.70
3	George Parsons	North Carolina St.	1,129.51
4	Futsum Zienasellassie	Northern Arizona	1,127.46
5	Grant Fisher	Stanford	1,126.20
6	Andrew Ronoh	Arkansas	1,123.18
7	Sean Mcgorty	Stanford	1,123.12
8	Ferdinand Edman	UCLA	1,122.08
9	Morgan Mcdonald	Wisconsin	1,121.71
10	Alex George	Arkansas	1,118.80
11	Nicolas Montanez	BYU	1,118.67
12	Luke Traynor	Tulsa	1,118.45
13	MJ Erb	Mississippi	1,117.08
14	Matthew Baxter	Northern Arizona	1,117.01
15	Colin Bennie	Syracuse	1,116.80
16	Sean Tobin	Mississippi	1,116.72
17	John Dressel	Colorado	1,116.49
18	Tyler Day	Northern Arizona	1,115.67
19	Jonah Koech	UTEP	1,114.47
20	Jonathan Harper	BYU	1,113.74
21	Gilbert Kirui	Iona	1,113.06
22	Jack Bruce	Arkansas	1,113.03
23	Zach Perrin	Colorado	1,112.85
24	Frankline Tonui	Arkansas	1,112.73
25	Rory Linkletter	BYU	1,112.54
26	Yusuke Uchikoshi	Boise State	1,112.43
27	Ben Saarel	Colorado	1,112.35
28	Jerrell Mock	Colorado St.	1,112.15
29	Kieran Clements	Iona	1,111.83
30	Cory Glines	Northern Arizona	1,111.73
31	Nick Hauger	Portland	1,111.09
32	Antony Kosgei	UTEP	1,110.22
33	Sherod Hardt	Michigan State	1,110.04
34	Malachy Schrobilgen	Wisconsin	1,109.94
35	Cosmas Boit	UTEP	1,109.23
36	Jacob Choge	Mid. Tenn. State	1,108.88
37	Philo Germano	Syracuse	1,108.75
38	Jonah Diaz	UCLA	1,108.69
39	Joe Klecker	Colorado	1,108.31
40	Ryan Robinson	Michigan State	1,108.25
41	Brayden Mclelland	BYU	1,107.85
42	Jeff Thies	Portland	1,107.63
43	Garrett Sweatt	Stanford	1,107.42
44	Ryan Forsyth	Colorado	1,106.98
45	Robert Brandt	California	1,106.55
46	John Whelan	Washington St.	1,106.44
47	Matthew Maton	Oregon	1,105.82
48	Austen Dalquist	Arkansas	1,105.54
49	Robert Domanic	Mississippi	1,104.74
50	Tim Ball	Portland	1,104.73
51	Joel Hubbard	Syracuse	1,104.31
52	Joshua Thompson	Oklahoma State	1,104.19
53	Clayton Young	BYU	1,104.12
54	Thomas Ratcliffe	Stanford	1,104.09
55	Thomas Pollard	Iowa State	1,103.79
56	Scott Carpenter	Georgetown	1,103.69
57	Trent Brendel	California	1,103.54
58	Chartt Miller	Iona	1,102.38
59	Iliass Aouani	Syracuse	1,102.12
60	Miler Haller	Boise State	1,102.11
61	Olin Hacker	Wisconsin	1,102.02
62	Collin Burke	UCLA	1,101.71
63	Stephen Mulherin	Portland	1,101.69
64	Michael Vennard	Boise State	1,101.55
65	Nathan Weitz	Northern Arizona	1,101.54
66	Grant Fischer	Colorado St.	1,101.10
67	Sylvester Barus	Oklahoma State	1,101.03
68	Matthew Wright	Southern Utah	1,100.97
69	Wes Gallagher	Mississippi	1,100.70
70	Hassan Abdi	Oklahoma State	1,100.60
71	Mike Marsella	Virginia	1,100.11
72	Benjamin Preisner	Tulsa	1,099.70
73	Austin O'Neil	UCLA	1,099.35
74	Kevyn Hoyos	Iowa State	1,098.69
75	Michael Saruni	UTEP	1,098.59
76	Andy Trouard	Northern Arizona	1,098.48
77	Geordie Beamish	Northern Arizona	1,098.22
78	Steven Fahy	Stanford	1,097.71
79	Josef Andrews	Iowa State	1,097.40
80	Kasey Knevelbaard	Southern Utah	1,096.36
81	Tanner Anderson	Oregon	1,096.24
82	Julian Oakley	Providence	1,095.84
83	Michael Williams	Washington St.	1,095.72
84	Sam Levora	Washington St.	1,095.46
85	Spencer Hanson	BYU	1,094.50
86	Henry Pearce	Tulsa	1,094.33
87	Andrew Jordan	Iowa State	1,093.87
88	Aubrey Myjer	North Carolina St.	1,093.80
89	Kigen Chemadi	Mid. Tenn. State	1,093.22
90	Jack Keelan	Stanford	1,093.10
91	Mitchell Briggs	BYU	1,092.73
92	Joe Hardy	Wisconsin	1,092.68
93	Sam Prakel	Oregon	1,092.30
94	Zach Herriott	Virginia	1,092.10
95	Sam Wharton	Stanford	1,091.22
96	Aidan Reed	Southern Utah	1,091.06
97	Kevin James	Syracuse	1,090.87
98	Christian Liddell	Oklahoma State	1,090.35
99	Clark Ruiz	Michigan State	1,090.27
100	Luis Martinez	Oklahoma State	1,089.69
101	Danny Martinez	Portland	1,089.58
102	Liam Dee	Iona	1,089.41
103	Johannes Motschmann	Iona	1,089.26
104	Josh Collins	Southern Utah	1,089.02
105	Garrett Reynolds	UCLA	1,088.85
106	Russell Sandvold	Wisconsin	1,088.81
107	Lachlan Cook	Virginia	1,088.79
108	Dylan Lafond	Illinois	1,088.67
109	Ben Eidenschink	Wisconsin	1,088.63
110	Jesse Hersha	Michigan State	1,088.49
111	Hugh Armstrong	Providence	1,088.32
112	Reilly Friedman	Colorado	1,087.68
113	Chandler Austin	Boise State	1,087.61
114	Eric Hamer	Colorado St.	1,087.18
115	Cole Rockhold	Colorado St.	1,086.90
116	Toby Hardwick	Iowa State	1,086.81
117	Timo Goehler	Portland	1,086.76
118	Brent Demarest	Virginia	1,086.69
119	TJ Hornberger	Syracuse	1,086.29
120	Noah Schutte	Portland	1,086.28
121	Lucas Stalnaker	Navy	1,086.07
122	Nathan Wadhwani	Washington St.	1,085.99
123	Craig Engels	Mississippi	1,085.85
124	Jonathan Davis	Illinois	1,085.35
125	Chandler Teigen	Washington St.	1,085.25
126	Levi Thomet	Oregon	1,085.04
127	Chase Weaverling	Virginia	1,084.67
128	Amos Bartelsmeyer	Georgetown	1,084.22
129	Robert Uhr	Texas	1,084.18
130	Anthoney Armstrong	Oklahoma State	1,084.13
131	Andrew Rafla	Boise State	1,083.96
132	Nick Soter	Michigan State	1,083.81
133	Cameron Griffith	Arkansas	1,083.80
134	Jesse Reiser	Illinois	1,083.75
135	Garrett Corcoran	California	1,083.66
136	Ben Barrett	North Carolina St.	1,083.38
137	Adam Roderique	Tulsa	1,083.17
138	Sampson Laari	Mid. Tenn. State	1,083.01
139	Christian Alvarado	Georgetown	1,082.96
140	Daniel Cheruiyot	UTEP	1,082.86
141	Patrick Sheehan	North Carolina St.	1,082.80
142	Daniel Salas	Dartmouth	1,082.75
143	George Espino	Southern Utah	1,082.44
144	Alex Rogers	Texas	1,082.19
145	Matt Herzig	Dartmouth	1,082.11
146	Christian Martin	Colorado	1,081.78
147	Carson Hume	Colorado St.	1,081.63
148	Bakri Abushouk	North Carolina St.	1,081.06
149	Sean Pengelly	Illinois	1,080.94
150	Daniel De La Torre	UCLA	1,080.58
151	Andrew Tario	Iona	1,079.91
152	Myles Smith	UCLA	1,078.47
153	Morgan Beadlescomb	Michigan State	1,078.20
154	Anthony Laurita	Colorado St.	1,078.10
155	Brandon Allen	Iona	1,077.73
156	Michael Clevenger	Georgetown	1,077.25
157	Blake Haney	Oregon	1,077.07
158	Trevor Crawley	Providence	1,076.85
159	Kai Benedict	California	1,076.59
160	Oliver Hoare	Wisconsin	1,076.49
161	Stephen Robertson	Providence	1,075.93
162	Tim Gorman	Oregon	1,075.93
163	John Nownes	Iowa State	1,075.89
164	Nathaniel Adams	Dartmouth	1,075.75
165	Dan Curts	Iowa State	1,075.67
166	Zach Dale	Illinois	1,075.45
167	Kyle Hosting	Arkansas	1,074.96
168	Riley Campbell	Boise State	1,074.47
169	Michael Lederhouse	Georgetown	1,074.43
170	Ryan Mccoy	Navy	1,074.12
171	Daniel Sims	Michigan State	1,074.10
172	Derek Gutierrez	Mississippi	1,073.49
173	Aaron Hanlon	Providence	1,073.26
174	Nate Moore	Texas	1,072.59
175	Ryan Manahan	Mississippi	1,071.98
176	Isaac Dobos	Tulsa	1,071.85
177	Jefferson Abbey	Colorado St.	1,071.28
178	Hillary Rono	Mid. Tenn. State	1,071.25
179	Sebastian Hanson	North Carolina St.	1,071.11
180	Amos Cheruiyot	Mid. Tenn. State	1,070.77
181	Dan Lathrop	Illinois	1,069.83
182	Connor Clark	Dartmouth	1,069.66
183	Paul Ryan	Washington St.	1,069.43
184	Alex Gold	Illinois	1,069.11
185	Spencer Dodds	Texas	1,068.83
186	Matthew Novak	Virginia	1,068.43
187	Jake Finney	Washington St.	1,068.29
188	Rhys Park	Boise State	1,068.21
189	Jonathan Green	Georgetown	1,067.86
190	Ryan Speir	Navy	1,067.36
191	Cory Donley	Navy	1,067.29
192	Aaron Thomas	North Carolina St.	1,066.94
193	Brady Olson	Southern Utah	1,066.70
194	Jack Van Scoter	Georgetown	1,066.16
195	Jake Brophy	Navy	1,065.62
196	Connor Hendrickson	Texas	1,065.42
197	Alex Corbett	Virginia	1,062.47
198	Kyle Dotterer	Dartmouth	1,061.87
199	Mitchell Pratt	Navy	1,061.58
200	Geoffry Cheruiyot	Mid. Tenn. State	1,060.00
201	Julian Heninger	Dartmouth	1,058.71
202	Paul Zeiss	California	1,056.81
203	John Lawson	California	1,056.68
204	Allen Sumrall	Texas	1,056.61
205	Eric Kroon	Texas	1,056.43
206	Kevin Murray	Navy	1,055.45
207	Matthew Fayers	Oklahoma State	1,055.39
208	Leland Jones	California	1,055.14
209	Dallas Elmore	Tulsa	1,054.96
210	Austin Del Rosso	Tulsa	1,054.73
211	Liam Kennell	Southern Utah	1,053.18
212	Michael O'Leary	Providence	1,050.14
213	Quinn Cooney	Dartmouth	1,050.04
214	Evans Kiprono	UTEP	1,049.59
215	Tom O'Neill	Providence	1,045.31
216	Emmanuel Korir	UTEP	1,035.13
217	Shadrack Matelong	Mid. Tenn. State	1,029.49

2016 Butler Projected Women's Team Scores:

1) Colorado     	78	5	10	12	22	29
2) Stanford 		147	15	19	27	37	49
3) Washington		214	4	7	54	57	92
4) North Carolina St.	223	23	30	48	50	72
5) Portland		270	6	41	62	76	85
6) Oregon		280	9	25	53	84	109
7) Providence		295	36	44	56	77	82
8) San Francisco	316	11	38	68	95	104
9) Arkansas		320	13	45	80	86	96
10) Michigan		330	1	40	75	98	116
11) Penn State		333	16	28	31	126	132
12) Baylor		383	20	24	59	87	193
13) New Mexico		389	3	14	99	114	159
14) Iowa State		398	47	51	63	93	144
15) Notre Dame		417	2	34	81	149	151
16) Eastern Michigan	451	18	55	88	117	173
17) BYU			477	42	90	97	111	137
18) Utah		485	35	101	110	112	127
19) Mississippi		489	65	78	91	122	133
20) Air Force		495	21	63	79	142	190
21) Michigan State	496	26	61	108	147	154
22) UCLA		505	52	74	83	136	160
23) Wisconsin		525	67	69	103	107	179
24) Villanova		539	32	46	131	138	192
25) Harvard		542	17	118	120	124	163
26) Miss State		577	66	100	115	141	155
27) Oklahoma State	585	70	71	130	145	169
28) Missouri		600	8	89	134	167	202
29) Penn		638	43	113	140	166	176
30) Yale		696	121	128	146	148	153
31) Louisville		741	33	143	183	185	197

Pl	Athlete	School	Butler Rating
1	Erin Finn	Michigan	1,195.88
2	Anna Rohrer	Notre Dame	1,189.96
3	Alice Wright	New Mexico	1,180.07
4	Amy-Eloise Neale	Washington	1,179.07
5	Erin Clark	Colorado	1,174.88
6	Lauren Larocco	Portland	1,174.10
7	Charlotte Prouse	Washington	1,172.58
8	Karissa Schweizer	Missouri	1,171.11
9	Katie Rainsberger	Oregon	1,168.54
10	Kaitlyn Benner	Colorado	1,166.90
11	Charlotte Taylor	San Francisco	1,165.85
12	Dani Jones	Colorado	1,165.33
13	Devin Clark	Arkansas	1,164.74
14	Calli Thackery	New Mexico	1,162.87
15	Fiona O'Keeffe	Stanford	1,162.27
16	Tessa Barrett	Penn State	1,161.50
17	Courtney Smith	Harvard	1,160.17
18	Jordann Mcdermitt	Eastern Michigan	1,158.95
19	Vanessa Fraser	Stanford	1,158.68
20	Maggie Montoya	Baylor	1,157.98
21	Gillespie Carina	Air Force	1,157.88
22	Makena Morley	Colorado	1,157.83
23	Erika Kemp	North Carolina St.	1,157.29
24	Lindsey Bradley	Baylor	1,155.72
25	Alli Cash	Oregon	1,154.02
26	Alexis Wiersma	Michigan State	1,153.74
27	Elise Cranny	Stanford	1,153.29
28	Jillian Hunsberger	Penn State	1,153.25
29	Mackenzie Caldwell	Colorado	1,152.95
30	Rachel Koon	North Carolina St.	1,152.07
31	Elizabeth Chikotas	Penn State	1,151.67
32	Angel Piccirillo	Villanova	1,151.48
33	Dorcas Wasike	Louisville	1,150.69
34	Annie Heffernan	Notre Dame	1,150.48
35	Grayson Murphy	Utah	1,150.34
36	Sarah Collins	Providence	1,149.54
37	Christina Aragon	Stanford	1,148.89
38	Marie Bouchard	San Francisco	1,146.96
39	Sage Hurta	Colorado	1,146.01
40	Gina Sereno	Michigan	1,145.22
41	Parkes Kendrick	Portland	1,144.83
42	Yesenia Silva	BYU	1,144.03
43	Ashley Montgomery	Penn	1,143.05
44	Brianna Ilarda	Providence	1,143.00
45	Taylor Werner	Arkansas	1,142.85
46	Siofra Cleirigh Buttner	Villanova	1,142.83
47	Anne Frisbie	Iowa State	1,142.33
48	Alyssa Rudawsky	North Carolina St.	1,142.22
49	Ella Donaghu	Stanford	1,141.87
50	Wesley Frazier	North Carolina St.	1,141.86
51	Perez Rotich	Iowa State	1,141.63
52	Claire Markey	UCLA	1,141.48
53	Samantha Nadel	Oregon	1,141.21
54	Katie Knight	Washington	1,140.62
55	Natalie Cizmas	Eastern Michigan	1,139.53
56	Millie Paladino	Providence	1,139.31
57	Kaitlyn Neal	Washington	1,139.30
58	Tabor Scholl	Colorado	1,139.26
59	Peyton Thomas	Baylor	1,139.16
60	Danielle Katz	Stanford	1,139.09
61	Rachele Schulist	Michigan State	1,138.54
62	Anne Luijten	Portland	1,138.42
63	Jaci Smith	Air Force	1,136.93
64	Erin Hooker	Iowa State	1,136.31
65	Mary Alex England	Mississippi	1,136.02
66	Rhianwedd Price	Miss State	1,135.94
67	Amy Davis	Wisconsin	1,135.83
68	Elena Burkard	San Francisco	1,135.41
69	Sarah Disanza	Wisconsin	1,134.65
70	Kaela Edwards	Oklahoma State	1,134.25
71	Michelle Magnani	Oklahoma State	1,133.90
72	Ryen Frazier	North Carolina St.	1,133.63
73	Elly Henes	North Carolina St.	1,133.15
74	Carolina Johnson	UCLA	1,133.03
75	Avery Evenson	Michigan	1,132.97
76	Anna Farello	Portland	1,132.87
77	Katie Lembo	Providence	1,132.74
78	Bo Ummels	Mississippi	1,132.44
79	Lindy Long	Air Force	1,132.38
80	Therese Haiss	Arkansas	1,132.26
81	Danielle Aragon	Notre Dame	1,131.88
82	Abbey Wheeler	Providence	1,131.69
83	Julia Rizk	UCLA	1,131.63
84	Jessica Hull	Oregon	1,131.56
85	Taryn Rawlings	Portland	1,131.34
86	Nikki Hiltz	Arkansas	1,130.75
87	Anna West	Baylor	1,130.25
88	Alsu Bogdanova	Eastern Michigan	1,130.20
89	Jamie Kempfer	Missouri	1,129.72
90	Laura Young	BYU	1,129.25
91	Emily Bean	Mississippi	1,128.22
92	Anna Maxwell	Washington	1,128.14
93	Bethanie Brown	Iowa State	1,128.07
94	Megan Moye	North Carolina St.	1,128.04
95	Weronika Pyzik	San Francisco	1,127.31
96	Abby Gray	Arkansas	1,126.61
97	Olivia Hoj	BYU	1,126.53
98	Jamie Morrissey	Michigan	1,126.46
99	Sophie Connor	New Mexico	1,126.39
100	Shannon Fair	Miss State	1,125.61
101	Hannah Mcinturff	Utah	1,125.53
102	Carina Viljoen	Arkansas	1,124.70
103	Alicia Monson	Wisconsin	1,124.51
104	Isabelle Brauer	San Francisco	1,124.50
105	Valerie Reina	Arkansas	1,123.91
106	Isobel Batt-Doyle	Washington	1,123.80
107	Michelle Lee	Wisconsin	1,123.71
108	Holly Bullough	Michigan State	1,123.53
109	Maggie Schmaedick	Oregon	1,123.31
110	Amanda Gehrich	Utah	1,123.23
111	Erica Birk	BYU	1,122.85
112	Giselle Slotboom	Utah	1,122.75
113	Cleo Whiting	Penn	1,121.77
114	Natasha Bernal	New Mexico	1,121.49
115	Ffion Price	Miss State	1,119.89
116	Madeline Trevisan	Michigan	1,119.73
117	Sydney Meyers	Eastern Michigan	1,119.13
118	Lisa Tertsch	Harvard	1,119.02
119	Emma Abrahamson	Oregon	1,118.81
120	Judy Pendergast	Harvard	1,118.58
121	Emily Waligurski	Yale	1,118.13
122	Shelby Brown	Mississippi	1,118.05
123	Nicole Zielinski	Washington	1,118.04
124	Erin Dietz	Harvard	1,117.96
125	Jaimie Phelan	Michigan	1,117.21
126	Greta Lindsley	Penn State	1,117.19
127	Poppy Tank	Utah	1,116.91
128	Frances Schmiede	Yale	1,116.87
129	Ashley Maton	Oregon	1,115.57
130	Aurora Dybedokken	Oklahoma State	1,115.36
131	Bella Burda	Villanova	1,115.35
132	Kathryn Munks	Penn State	1,115.24
133	Britt Ummels	Mississippi	1,114.39
134	Nicole Mello	Missouri	1,113.86
135	Abbie Mcnulty	Stanford	1,113.68
136	Cassandra Durgy	UCLA	1,113.58
137	Ashleigh Warner	BYU	1,113.21
138	Katie Fisher	Villanova	1,111.48
139	Claire Borchers	Michigan	1,111.11
140	Clarissa Whiting	Penn	1,110.41
141	Antonia Hehr	Miss State	1,110.18
142	Samantha Skold	Air Force	1,110.03
143	Bailey Davis	Louisville	1,109.92
144	Branna Macdougall	Iowa State	1,109.88
145	Molly Sughroue	Oklahoma State	1,109.52
146	Andrea Masterson	Yale	1,109.30
147	Amber Way	Michigan State	1,109.08
148	Kelli Reagan	Yale	1,109.08
149	Lexi Pelletier	Notre Dame	1,108.35
150	Courtney Wayment	BYU	1,108.05
151	Rachel Dadamio	Notre Dame	1,108.03
152	Lauren Mullins	Providence	1,107.82
153	Meredith Rizzo	Yale	1,107.82
154	Jeralyn Poe	Michigan State	1,107.58
155	Stephanie Peterson	Miss State	1,105.59
156	Dana Klein	Yale	1,105.52
157	Erin Mcdonald	Michigan State	1,105.21
158	Tatjana Schulte	San Francisco	1,105.07
159	Alex Buck	New Mexico	1,104.90
160	Sophie Baird	UCLA	1,104.79
161	Emily Scharmann	UCLA	1,104.10
162	Jenny Rogers	Michigan State	1,104.06
163	Elianna Shwayder	Harvard	1,103.68
164	Mathilde Sagnes	Portland	1,102.78
165	Hannah Christen	Mississippi	1,102.61
166	Erin Feeney	Penn	1,102.47
167	Teylar Adelsberger	Missouri	1,101.43
168	Anna Braswell	Mississippi	1,100.97
169	Savannah Camacho	Oklahoma State	1,100.91
170	Abby Caldwell	Iowa State	1,100.82
171	Ellie Atkinson	Yale	1,100.56
172	Kathryn Fluehr	New Mexico	1,099.60
173	Sofie Gallein	Eastern Michigan	1,099.39
174	Jenna Wyns	Eastern Michigan	1,098.45
175	Mackenzie Barry	Providence	1,097.38
176	Abigail Hong	Penn	1,097.15
177	Evelyne Guay	Iowa State	1,096.50
178	Kristi Rush	BYU	1,096.18
179	Shaelyn Sorensen	Wisconsin	1,095.79
180	Jackie Garner	UCLA	1,095.62
181	Abbie Hetherington	Oklahoma State	1,095.12
182	Kendall Kelly	New Mexico	1,092.27
183	Caroline Gosser	Louisville	1,091.36
184	Sydney Foreman	Notre Dame	1,091.08
185	Mia Ross	Louisville	1,088.49
186	Sarah Heinemann	Wisconsin	1,088.30
187	Grace Mcconnochie	Portland	1,086.07
188	Anna Boyert	Oklahoma State	1,085.32
189	Frederique Latraverse	San Francisco	1,084.19
190	Katherine Burnham	Air Force	1,083.97
191	Emma Langer	Wisconsin	1,082.57
192	Nicole Hutchinson	Villanova	1,082.43
193	Gabrielle Satterlee	Baylor	1,081.61
194	Sammy Bockoven	Villanova	1,080.01
195	Eliza Rego	Harvard	1,077.52
196	Julie Kocjancic	Penn State	1,076.69
197	Bailey Beery	Louisville	1,073.35
198	Victoria Crawford	Penn State	1,072.71
199	Kylene Cochrane	Penn	1,072.70
200	Mia Meydrich	Miss State	1,071.23
201	Isabel Griffith	Penn	1,070.63
202	Kaitlyn Fischer	Missouri	1,070.25
203	Ashley Licata	Utah	1,069.17
204	Becky Sarmiento	Utah	1,067.98
205	Aurilla Wilson	Louisville	1,067.87
206	Anna Aldrich	Eastern Michigan	1,067.84
207	Lindsey Blanks	Air Force	1,067.82
208	Sydni Meunier	Notre Dame	1,066.32
209	Jordyn Kleve	Missouri	1,066.28
210	Kaley Ciluffo	Villanova	1,065.90
211	Adair Gennocro	Louisville	1,064.80
212	Brooke Starn	Harvard	1,063.00
213	Ellyn Atkinson	Missouri	1,053.63
214	Kathryn Foreman	Baylor	1,052.61
215	Giulianna Vessa	Air Force	1,044.07
216	Emma Tucker	Miss State	1,039.16
217	Aaliyah Miller	Baylor	1,037.41

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