There are a few coaches over the past few years that swear by the Butler Projections. They say these projections are the most accurate indicator of what may happen at the NCAA Championships, more than anything else. Flotrack talked to the creator of this system, Jimmy Butler, who said he would like to share it with the community. 

James Butler is the current Assistant Coach (Distance) at the University of Missouri - Kansas City. Previously, Butler had worked for three years the University of New Mexico. He has a bachelors degree in Computer Science from Wake Forest and a Masters degree in Sports Administration from New Mexico. The following explanation is from Jimmy himself:

This program was developed when I was a collegiate runner in the fall of 2000.  It was made to objectively rank individuals through their performances and then to derive team rankings from the individual rankings.  It is 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.

The values also have direct significance.  Prior to the NCAA meet last year, Lawi Lalang had a ranking of 1057 and Chris Derrick had a ranking of 1046.  Thus by dividing Lawi's ranking by Chris', we get a factor of 1.01052.  So in a race, Chris was projected to run 1.01052 times Lawi's time.

Lawi's actual time was 28:44 or 1724 seconds.  Given that, Chris would have been expected to run 1742 (1724*1.01052) seconds or 29:02.  Chris actually ran 28:57 or 1737 seconds and outperformed his ranking versus Lawi.

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

The Butler Projections for the 2012 NCAA Cross Country Championships are listed below in full. To compare The Butler Projections for the 2010 and 2011 NCAA Cross Country Championship click the following links: 
2011 Butler Projections (men only) / 2011 NCAA XC Results
2010 Butler Projections / 2010 NCAA XC Results
 

            
1)  107	Oklahoma State		8	19	25	31	43	(50)	(96)

2)  181	Texas			12	15	24	60	70	(121)	(192)

3)  211	Iona			7	33	48	55	68	(110)	(216)

4)  217	Oklahoma		21	32	45	46	73	(82)	(164)

5)  219	Arkansas		4	10	17	93	95	(166)	(204)

6)  251	Stanford		26	39	56	58	72	(104)	(116)	

7)  271	Wisconsin		1	6	28	100	136	(178)	(191)

8)  280	Tulsa			29	41	44	80	86	(131)	(144)	

9)  295	Colorado		27	37	52	74	105	(129)	(157)					

10) 315	Northern Arizona	20	23	65	83	124	(177)	(209)

11) 316	BYU			11	40	62	95	108	(151)	(158)

12) 375	Eastern Kentucky	3	71	76	87	138	(194)	(195)

13) 392	Florida State		35	47	89	106	115	(134)	(183)

14) 396	Michigan		9	43	92	120	132	(141)	(188)

15) 426	Virginia		16	38	94	135	143	(159)	(198)

16) 437	Columbia		61	67	69	77	163	(170)	(199)	

17) 472	Portland		49	54	97	123	149	(171)	(180)		

18) 475	Georgetown		79	81	99	107	109	(113)	(181)

19) 478	Princeton		57	59	78	130	154	(168)	(172)	

20) 484	Syracuse		63	64	75	140	142	(146)	(147)		

21) 488	Oregon			18	36	139	145	150	(165)	(186)	

22) 501	Villanova		66	91	101	118	125	(128)	(160)

23) 515	Notre Dame		22	53	127	152	161	(184)	(185)

24) 519	UCLA			30	102	111	121	155	(189)	(206)

25) 520	Georgia			85	90	112	114	119	(175)	(213)

26) 528	New Mexico		51	84	103	117	173	(208)	(214)

27) 531	North Carolina St	5	42	126	176	182	(203)	(215)

28) 587	Indiana			2	13	179	196	197	(201)	(202)

29) 618	Virginia Tech		14	88	162	167	187	(205)	(207)

30) 789	Michigan State		137	153	156	169	174	(211)	(212)

31) 864	Duke			133	148	190	193	200	(210)	(217)



1 LALANG, LAWI ARIZONA 1048  -  -

2 KITHUKA, KENNEDY TEXAS TECH 1043  -  -

3 SAMBU, STEPHEN ARIZONA 1041  -  -

4 LELEI, HENRY TEXAS A&M 1040  -  -

5 ROTICH, ANTHONY UTEP 1034  -  -

6 CHELIMO, PAUL UNC-GREENSBORO 1032  -  -

7 AHMED, MOHAMMED WISCONSIN 1032  1  1

8 MAYHEW, ZACHARY INDIANA 1031  2  1

9 ROONEY, DAVID MCNEESE STATE UNIVERSITY 1031  -  -

10 BOUCHIKHI, SOUFIANE EASTERN KENTUCKY 1031  3  1

11 CAMPBELL, KEMOY ARKANSAS 1030  4  1

12 COLLEY, ANDREW NORTH CAROLINA ST. 1030  5  1

13 DARLING, MAVERICK WISCONSIN 1030  6  2

14 GOOSE, MITCH IONA 1029  7  1

15 KIPCHIRCHIR, SHADRACK OKLAHOMA STATE 1029  8  1

16 LOWRY, DAN MICHIGAN 1028  9  1

17 HAILE, SOLOMON ARKANSAS 1027  10  2

18 WARD, JARED BYU 1027  11  1

19 LUTZ, CRAIG TEXAS 1026  12  1

20 BAYER, ANDREW INDIANA 1026  13  2

21 KEMBOI, GILBERT USC UPSTATE 1026  -  -

22 MULHERIN, WILLIAM VIRGINIA TECH 1026  14  1

23 DOHNER, RYAN TEXAS 1026  15  2

24 GATES, ZACH VIRGINIA 1025  16  1

25 FERNANDEZ, ERIC ARKANSAS 1025  17  3

26 DUNBAR, TREVOR OREGON 1025  18  1

27 ERASSA, KIRUBEL OKLAHOMA STATE 1025  19  2

28 ZIENASELLASSIE, FUTSUM NORTHERN ARIZONA 1025  20  1

29 CASEY, PATRICK OKLAHOMA 1024  21  1

30 KATAM, PAUL UNC-GREENSBORO 1024  -  -

31 RAE, JEREMY NOTRE DAME 1024  22  1

32 SHRADER, BRIAN NORTHERN ARIZONA 1024  23  2

33 TUNNINGLEY, RORY TEXAS 1024  24  3

34 MECHESO, GIRMA OKLAHOMA STATE 1024  25  3

35 ROSA, JOE STANFORD 1024  26  1

36 HURYSZ, JAKE COLORADO 1024  27  1

37 CONNOR, REED WISCONSIN 1024  28  3

38 O'HARE, CHRIS TULSA 1023  29  1

39 KOROLEV, MAKSIM HARVARD 1023  -  -

40 CHEBET, JOSEPH WESTERN KENTUCKY 1022  -  -

41 WERLEY, LANE UCLA 1022  30  1

42 FARRELL, TOM OKLAHOMA STATE 1022  31  4

43 WILLIAMS, KEVIN OKLAHOMA 1022  32  2

44 BAYLEY, MATTHEW IONA 1021  33  2

45 MOSKOWITZ, SHANE OKLAHOMA STATE 1021  34  5

46 O'NEILL, BREANDAN FLORIDA STATE 1021  35  1

47 JEWKES, NATE SOUTHERN UTAH 1021  -  -

48 MAHONEY, TRAVIS TEMPLE 1020  -  -

49 STINSON, PARKER OREGON 1020  36  2

50 MEDINA, MARTIN COLORADO 1020  37  2

51 KING, KYLE VIRGINIA 1020  38  2

52 ROSA, JIM STANFORD 1020  39  2

53 THATCHER, TYLOR BYU 1020  40  2

54 HEYES, ANDY TULSA 1020  41  2

55 MASCARI, JOHN INDIANA STATE 1019  -  -

56 SONNENFELDT, MATT NORTH CAROLINA ST. 1018  42  2

57 FERLIC, MASON MICHIGAN 1018  43  2

58 MICKOW, HUNTER ILLINOIS 1018  -  -

59 PINHEIRO, PAULO TULSA 1018  44  3

60 KOGEL, BILL OKLAHOMA 1018  45  3

61 MASTERS, RILEY OKLAHOMA 1018  46  4

62 ZIVEC, JAKUB FLORIDA STATE 1018  47  2

63 CLORLEY, DANIEL IONA 1017  48  3

64 FAUBLE, SCOTT PORTLAND 1017  49  1

65 QUINN, SHANE PROVIDENCE 1017  -  -

66 MANILAFASHA, JOSEPH OKLAHOMA STATE 1017  50  6

67 CALDWELL, LUKE NEW MEXICO 1017  51  1

68 MCCLINTOCK, MATT PURDUE 1016  -  -

69 BYWATER, JOEY WASHINGTON 1016  -  -

70 THEROUX, BLAKE COLORADO 1016  52  3

71 GRADY, MARTIN NOTRE DAME 1016  53  2

72 PERRY, DAVID PORTLAND 1016  54  2

73 GILLESPIE, MATT IONA 1016  55  4

74 JOHNSEN, MATT LAMAR 1016  -  -

75 STUTZMAN, TYLER STANFORD 1015  56  3

76 ARROYO YAMIN, ALEJANDRO PRINCETON 1015  57  1

77 PETERS, RICH BOSTON U. 1015  -  -

78 HELLER, MICHAEL KENT STATE 1015  -  -

79 JOHNSON, BENJAMIN STANFORD 1015  58  4

80 LEAKOS, JAMES HARVARD 1015  -  -

81 BENDTSEN, CHRIS PRINCETON 1014  59  2

82 MCCABE, JOSH UTAH VALLEY 1014  -  -

83 MERBER, KYLE TEXAS 1014  60  4

84 MURPHY, MIKE COLUMBIA 1014  61  1

85 SHIELDS, REX BYU 1014  62  3

86 HEHIR, MARTIN SYRACUSE 1014  63  1

87 WAKEFIELD, TODD WASHINGTON ST. 1014  -  -

88 RODRIGUEZ, XAVIER STEPHEN F. AUSTIN 1013  -  -

89 GRAVES, GRIFF SYRACUSE 1013  64  2

90 MCELROY, MATT NORTHERN ARIZONA 1013  65  3

91 MCENTEE, SAM VILLANOVA 1013  66  1

92 SIENKO, JAKE COLUMBIA 1013  67  2

93 PARRISH, MARK FLORIDA 1013  -  -

94 BYRNE, JAKE IONA 1013  68  5

95 FEIGEN, MARK COLUMBIA 1013  69  3

96 MCGREGOR, PATRICK TEXAS 1013  70  5

97 TOPFER, JANNIS ILLINOIS 1012  -  -

98 MEDDLES, WADE EASTERN KENTUCKY 1012  71  2

99 UNTERREINER, MILES STANFORD 1012  72  5

100 OKWERA, PETER TENNESSEE 1012  -  -

101 WEAVER, ANDREW OKLAHOMA 1012  73  5

102 MURPHY, PIERCE COLORADO 1012  74  4

103 STORMS, MAX MISSOURI 1012  -  -

104 WHELAN, JOE SYRACUSE 1012  75  3

105 HODGES, JAMES TEXAS A&M 1012  -  -

106 NIJHUIS, THIJS EASTERN KENTUCKY 1011  76  3

107 SPENCER, LEIGHTON COLUMBIA 1011  77  4

108 UDLAND, TYLER PRINCETON 1011  78  3

109 ALLEN, MARK AMERICAN 1011  -  -

110 SPRINGER, ANDREW GEORGETOWN 1011  79  1

111 THATER, DANNY TULSA 1011  80  4

112 DENNIN, MARK GEORGETOWN 1011  81  2

113 POLAND, RYAN OKLAHOMA 1011  82  6

114 HOOVER, CALEB NORTHERN ARIZONA 1011  83  4

115 ROYS, DONALD OHIO STATE 1011  -  -

116 SPISAK, JIM DUQUESNE 1011  -  -

117 ZACHARIAS, PAT NEW MEXICO 1011  84  2

118 CLEAVER, MATT GEORGIA 1010  85  1

119 HODAPP, DENNIS TULSA 1010  86  5

120 TOROITICH, BEN EASTERN KENTUCKY 1010  87  4

121 DIXON, BRIAN SOUTHERN ILLINOIS 1010  -  -

122 CURTIN, THOMAS VIRGINIA TECH 1010  88  2

123 RICKMAN, WESLEY FLORIDA STATE 1010  89  3

124 LORD, BRANDON GEORGIA 1010  90  2

125 WILLIAMSZ, JORDAN VILLANOVA 1010  91  2

126 BEAMS, MARK MICHIGAN 1009  92  3

127 NIXON, LAYNE ARKANSAS 1009  93  4

128 PORTER, THOMAS VIRGINIA 1009  94  3

129 WITT, JASON BYU 1009  95  4

130 MASTERS, SAM PENN STATE 1008  -  -

131 GOHLKE, BRIAN OKLAHOMA STATE 1008  96  7

132 MALDE, LARS ERIK PORTLAND 1008  97  3

133 WALLACE, CALE ARKANSAS 1007  98  5

134 TAYE, AYALEW GEORGETOWN 1007  99  3

135 FINNERTY, ROBERT WISCONSIN 1007  100  4

136 WILLIAMS, JORDY VILLANOVA 1007  101  3

137 FAY, DUSTIN UCLA 1007  102  2

138 STAM, SEAN NEW MEXICO 1007  103  3

139 OLSON, ERIK STANFORD 1007  104  6

140 HAMID, NABIL KENNESAW STATE 1007  -  -

141 VANHALEN, ARIC COLORADO 1007  105  5

142 GUY, JOHNNIE PURDUE 1007  -  -

143 FORRESTER, DAVID FLORIDA STATE 1007  106  4

144 SCHOEDLER, MILES GEORGETOWN 1006  107  4

145 PELOQUIN, CONNER BYU 1006  108  5

146 FURCHT, BEN GEORGETOWN 1006  109  5

147 O'DOWD, MIKE IONA 1006  110  6

148 MCDONALD, DAVID UCLA 1006  111  3

149 BAKER, LUCAS GEORGIA 1006  112  3

150 FAHY, DARREN GEORGETOWN 1006  113  6

151 DETWEILER, BRIAN GEORGIA 1006  114  4

152 PROCTOR, SETH FLORIDA STATE 1005  115  5

153 GRAHAM, THOMAS STANFORD 1005  116  7

154 BITCHELL, ADAM NEW MEXICO 1005  117  4

155 MILDENHALL, MATHEW VILLANOVA 1005  118  4

156 RICHARDSON, BRETT GEORGIA 1004  119  5

157 BLACKLAWS, BRENDON MICHIGAN 1004  120  4

158 VAN ACKEREN, TREVOR TEXAS 1004  121  6

159 LEMA, NOHE UCLA 1004  122  4

160 KINCAID, WILLIAM PORTLAND 1004  123  4

161 WEITZ, NATHAN NORTHERN ARIZONA 1004  124  5

162 TULLY, ALEX VILLANOVA 1004  125  5

163 CRAWFORD, EDWARD NORTH CAROLINA ST. 1004  126  3

164 SHAWEL, JONATHAN NOTRE DAME 1003  127  3

165 DENAULT, ROBERT VILLANOVA 1003  128  6

166 WINTER, CONNOR COLORADO 1003  129  6

167 FRANKLIN, MIKE PRINCETON 1003  130  4

168 SCOTT, MARC TULSA 1002  131  6

169 RAYYAN, MORSI MICHIGAN 1002  132  5

170 ATKINSON, BRIAN DUKE 1002  133  1

171 SEDDON, ZAK FLORIDA STATE 1002  134  6

172 ROG, CONNOR VIRGINIA 1002  135  4

173 BRILL, ALEX WISCONSIN 1001  136  5 

174 WILSON, ALEX MICHIGAN STATE 1001  137  1 

175 TAERSBOEL, MADS EASTERN KENTUCKY 1001  138  5

176 CLARK, JIMMY FLORIDA 1001  -  -

177 ELKAIM, JERAMY OREGON 1001  139  3

178 PALMER, ANDREW SYRACUSE 1000  140  4

179 ORNELAS, ZACH MICHIGAN 1000  141  6

180 URIE, RYAN SYRACUSE 1000  142  5

181 AMIRAULT, MARK VIRGINIA 1000  143  5

182 RACKERS, TIM TULSA 1000  144  7

183 MELANCON, MATTHEW OREGON 999  145  4

184 STRANEVA, MAX SYRACUSE 999  146  6

185 MOLKE, ROBERT SYRACUSE 999  147  7

186 MOVERMAN, MIKE DUKE 999  148  2

187 BASSETT, JARED PORTLAND 999  149  5

188 WINN, DANIEL OREGON 999  150  5

189 CARR, CURTIS BYU 999  151  6

190 MALETTE, J.P. NOTRE DAME 999  152  4

191 RHYNARD, CALEB MICHIGAN STATE 999  153  2

192 VITEZ, JONATHAN PRINCETON 998  154  5

193 ZUCKERMAN, CHASE UCLA 998  155  5

194 MCALARY, JOSH MICHIGAN STATE 998  156  3

195 PEARSON, MORGAN COLORADO 998  157  7

196 GARDNER, SPENCER BYU 998  158  7

197 PAISLEY, DREW VIRGINIA 998  159  6

198 MORRIN, GREG VILLANOVA 998  160  7

199 SCHAFER, WALTER NOTRE DAME 998  161  5

200 HAMMOND, MICHAEL VIRGINIA TECH 997  162  3

201 EVERETT, DANIEL COLUMBIA 997  163  5

202 KING, KYLE OKLAHOMA 997  164  7

203 BREWER, CHRIS OREGON 996  165  6

204 FLYNN, DAVID ARKANSAS 995  166  6

205 DEGFAE, LEOULE VIRGINIA TECH 995  167  4

206 PONS, SAM PRINCETON 995  168  6

207 MADRIGAL, DAVID MICHIGAN STATE 995  169  4

208 JONES, BYRON COLUMBIA 995  170  6

209 YORKS, IZAIC PORTLAND 995  171  6

210 MCDONALD, MATT PRINCETON 995  172  7

211 EVANS, SAM NEW MEXICO 994  173  5

212 MILLER, BEN MICHIGAN STATE 994  174  5

213 SPARKS, CHARLES GEORGIA 994  175  6

214 MINTZ, ROBERT NORTH CAROLINA ST. 994  176  4

215 MONTANO, ALEJANDRO NORTHERN ARIZONA 994  177  6

216 BRICE, MICHAEL WISCONSIN 994  178  6

217 NIERMAN, ROBBY INDIANA 994  179  3

218 MCDONALD, CHARLIE PORTLAND 993  180  7

219 MURRAY, JOHN GEORGETOWN 993  181  7

220 CAMPBELL, PATRICK NORTH CAROLINA ST. 993  182  5

221 LAGNO, PAUL FLORIDA STATE 993  183  7

222 KILDOO, JAKE NOTRE DAME 993  184  6

223 CLEVENGER , MICHAEL NOTRE DAME 993  185  7

224 PICKERING, RYAN OREGON 992  186  7

225 BARLOW, DARREN VIRGINIA TECH 992  187  5

226 SMORAGIEWICZ, TONY MICHIGAN 991  188  7

227 SUSHCHICKH, SERGEY UCLA 991  189  6

228 KOSTELNIK, JAMES DUKE 991  190  3

229 VANVOORHIS, MICHAEL WISCONSIN 990  191  7

230 PINALES, MARK TEXAS 990  192  7

231 ROBINSON, DOMINICK DUKE 990  193  4

232 KOSGEY, AMOS EASTERN KENTUCKY 990  194  6

233 HESSELBJERG, OLE EASTERN KENTUCKY 989  195  7

234 ESSELINK, EVAN INDIANA 989  196  4

235 RICKER, JR INDIANA 989  197  5

236 KEVEREN, SEAN VIRGINIA 989  198  7

237 VEILLEUX, BEN COLUMBIA 989  199  7

238 THOMPSON, SHAUN DUKE 988  200  5

239 SCHWARTZER, MATTHEW INDIANA 986  201  6

240 OVERWAY, KYLE INDIANA 986  202  7

241 MANSY, MICHAEL NORTH CAROLINA ST. 985  203  6

242 EFURD, CAMERON ARKANSAS 985  204  7

243 WELCH, BRIAN VIRGINIA TECH 984  205  6

244 HERRERA, DANIEL UCLA 984  206  7

245 DOWD, KEVIN VIRGINIA TECH 984  207  7

246 ENGHOLM, ELMAR NEW MEXICO 983  208  6

247 REED, CODY NORTHERN ARIZONA 983  209  7

248 BRITTO, CHRISTIAN DUKE 982  210  6

249 CARRUTHERS, BEN MICHIGAN STATE 982  211  6

250 VIETENHEIMER, DRAKE	MICHIGAN STATE 982  212  7

251 VAUGHN, SID GEORGIA 980  213  7

252 TORRES, DONOVAN NEW MEXICO 979  214  7

253 HIMELRIGHT, BRIAN NORTH CAROLINA ST. 978  215  7

254 KOWALSKY, ANDREW IONA 978  216  7

255 TALAVAN-BECKER, LUCAS DUKE 976  217  7

                                             
1)  165	Oregon		2	16	17	64	66	(75)	(107)

2)  198	Providence	8	15	23	38	114	(130)	(203)	

3)  204	Florida State	18	30	36	44	76	(79)	(89)

4)  240	Arizona		19	21	40	68	92	(113)	(189)

5)  252	Stanford	3	24	28	62	135	(153)	(187)

6)  270	Arkansas	22	27	54	69	98	(112)	(126)

7)  285	Washington	49	50	51	53	82	(138)	(157)

8)  290	Iowa State	1	10	77	83	119	(149)	(152)

9)  298	Connecticut	11	45	47	87	108	(209)	(211)

10) 313	Michigan	26	37	71	88	91	(116)	(125)

11) 365	Texas		4	5	90	99	167	(200)	(204)

12) 380	Duke		6	43	80	100	151	(161)	(166)

13) 383	Weber State	7	39	105	115	117	(159)	(201)

14) 388	Michigan State	13	61	94	109	111	(121)	(162)

15) 412	Georgetown	34	73	74	110	121	(169)	(171)

16) 421	Cornell		31	41	55	134	160	(175)	(181)

17) 438	Penn State	46	60	65	131	136	(148)	(155)

18) 475	Notre Dame	72	86	95	102	120	(137)	(147)

19) 496	New Mexico	20	70	93	139	174	(194)	(206)

20) 516	Villanova	14	25	81	197	199	(208)	(214)

21) 523	Oklahoma State	33	58	128	141	163	(164)	(213)

22) 524	Colorado	12	42	142	146	182	(186)	(188)

23) 546	Florida		35	103	124	140	144	(191)	(205)

24) 547	Vanderbilt	52	63	85	170	177	(196)	(202)

25) 553	Boston College	29	57	127	156	184	(185)	(207)

26) 566	Minnesota	59	78	132	143	154	(158)	(183)

27) 573	Toledo		67	96	104	133	173	(180)	(193)	

28) 597	William & Mary	32	56	165	168	176	(179)	(192)

29) 614	Butler		9	97	123	190	195	(216)	(217)

30) 615	Harvard		84	106	118	129	178	(212)	(215)

31) 616	Georgia		48	101	145	150	172	(198)	(210)		





1 SAINA, BETSY IOWA STATE 1066  1  1

2 HOLLANDER, LAURA CAL POLY 1063  -  -  

3 TULIAMUK-BOLTON, ALIPHINE WICHITA STATE 1063  -  -

4 HASAY, JORDAN OREGON 1063  2  1

5 KROEGER, KATHY STANFORD 1058  3  1

6 KIMAIYO, RISPER UTEP 1052  -  -

7 SUTHERLAND, SARA TEXAS 1050  4  1

8 MACUMBER, CALLY KENTUCKY 1050  -  -

9 HALL, MARIELLE TEXAS 1049  5  2

10 SCHRULLE, MAREIKE IOWA 1048  -  -

11 D'AGOSTINO, ABBEY DARTMOUTH 1047  -  -

12 BOTTORFF, JULIET DUKE 1047  6  1

13 HENRY, AMBER WEBER STATE 1046  7  1

14 COLLINS, SARAH PROVIDENCE 1044  8  1

15 ACCURSO, JULIE OHIO U. 1044  -  -

16 MERGAERT, AMANDA UTAH 1044  -  -

17 ENGEL, JESSICA OKLAHOMA 1044  -  -

18 CLARK, KATIE BUTLER 1043  9  1

19 NELSON, MEAGHAN IOWA STATE 1043  10  2

20 WHITE, CATHERINE VIRGINIA 1041  -  -

21 OSWALD, CHELSEA KENTUCKY 1041  -  -

22 LASNICKI, ALLISON CONNECTICUT 1041  11  1

23 KIPP, SHALAYA COLORADO 1040  12  1

24 KROLL, SARA MICHIGAN STATE 1040  13  1

25 AKANDE, NICKY VILLANOVA 1040  14  1

26 HOULIHAN, SHELBY ARIZONA STATE 1039  -  -

27 SISSON, EMILY PROVIDENCE 1039  15  2

28 PAPPAS, ALEXI OREGON 1039  16  2

29 WOODWARD, ALLIE OREGON 1039  17  3

30 LAGAT, VIOLAH FLORIDA STATE 1038  18  1

31 SANTISTEBAN, KELSEY CALIFORNIA 1038  -  -

32 SCHULTZ, COURTNEY NEW MEXICO ST. 1038  -  -

33 BERGMAN, JENNIFER ARIZONA 1038  19  1

34 MOULTRIE, JOSEPHINE NEW MEXICO 1037  20  1

35 KIBET, ELVIN ARIZONA 1037  21  2

36 TESFAYE, SEMEHAR ARKANSAS 1037  22  1

37 NAGEL, LAURA PROVIDENCE 1036  23  3

38 CUFFE, AISLING STANFORD 1036  24  2

39 LIPARI, EMILY VILLANOVA 1036  25  2

40 SMITH, JILLIAN MICHIGAN 1035  26  1

41 HEYMSFIELD, GRACE ARKANSAS 1035  27  2

42 HATTON, CAYLA STANFORD 1035  28  3

43 MCGLINCHEY, MEGHAN LA SALLE 1035  -  -

44 KING, JILLIAN BOSTON COLLEGE 1034  29  1

45 SHEA, SHEREE LOYOLA MARYMOUNT 1034  -  -

46 QUIGLEY, COLLEEN FLORIDA STATE 1034  30  2

47 VALGOI, GINA LOYOLA (ILL.) 1032  -  -

48 KELLNER, KATIE CORNELL 1030  31  1

49 BALOURIS, ELAINA WILLIAM AND MARY 1030  32  1

50 ANZALONE, GABI WISCONSIN 1030  -  -

51 KLUGH, JENNIFER LIBERTY 1030  -  -

52 JUODESKAITE, MONIKA OKLAHOMA STATE 1030  33  1

53 CHAMBERS, MADELINE GEORGETOWN 1029  34  1

54 BEUTLER, ASHELY WISCONSIN 1029  -  -

55 NGETICH, FLORENCE FLORIDA 1029  35  1

56 WINSLOW, AMANDA FLORIDA STATE 1029  36  3

57 FARBER, LIANNE NORTH CAROLINA 1028  -  -

58 ADDISON, REBECCA MICHIGAN 1028  37  2

59 GREANY, SHELBY PROVIDENCE 1028  38  4

60 BRAULT, SARAH-ANNE WEST VIRGINIA 1028  -  -

61 CALLISTER, SARAH WEBER STATE 1028  39  2

62 GALVAN, LAURA KANSAS STATE 1027  -  -

63 CORBIN, NICCI ARIZONA 1027  40  3

64 SORNA, RACHEL CORNELL 1027  41  2

65 BREATHITT, KATIE MISSISSIPPI 1026  -  -

66 BEVERIDGE, ANNIE-NORAH NAVY 1026  -  -

67 PAGANO, SARAH SYRACUSE 1026  -  -

68 SMITH, LAUREN STEPHEN F. AUSTIN 1026  -  -

69 VERDON, CARRIE COLORADO 1026  42  2

70 LAKOWSKE, KELSEY DUKE 1025  43  2

71 TYERMAN, KAYLEIGH FLORIDA STATE 1025  44  4

72 CREVOISERAT, LINDSAY CONNECTICUT 1025  45  2

73 SIMKO, REBEKKA PENN STATE 1025  46  1

74 SARA, LAUREN CONNECTICUT 1025  47  3

75 HAMILTON, CARLY GEORGIA 1025  48  1

76 CONNELLY, MARGARET BROWN 1024  -  -

77 JOHNSON, JUSTINE WASHINGTON 1024  49  1

78 GOETHALS, MEGAN WASHINGTON 1024  50  2

79 FLOOD, KATIE WASHINGTON 1024  51  3

80 KEMBOI, AGNES TCU 1024  -  -

81 FINDLEY, KRISTEN VANDERBILT 1024  52  1

82 KANUHO, ROCHELLE NORTHERN ARIZONA 1024  -  -

83 FLANAGAN, LINDSAY WASHINGTON 1024  53  4

84 SCHLAPFER, ANDRINA ARKANSAS 1024  54  3

85 SHEARER, EMILY CORNELL 1023  55  3

86 STITES, EMILY WILLIAM AND MARY 1023  56  2

87 ALENBRATT, MARY SMU 1023  -  -

88 AUBERT, KRISTINA ARKANSAS STATE 1023  -  -

89 WESTPHAL, LIV BOSTON COLLEGE 1023  57  2

90 PILIUSINA, NATALJA OKLAHOMA STATE 1023  58  2

91 KAYFES, MOLLY MINNESOTA 1022  59  1

92 PIERRE, JOANE JACKSONVILLE 1022  -  -

93 PERRI, TORI PENN STATE 1022  60  2

94 O'CONNOR, LEAH MICHIGAN STATE 1021  61  2

95 TONN, JESSICA STANFORD 1020  62  4

96 JUMPER, HANNAH VANDERBILT 1020  63  2

97 PENNEY, SARAH OREGON 1020  64  4

98 RIDDER, BROOKLYNE PENN STATE 1020  65  3

99 FELDMAN, GRETA PRINCETON 1020  -  -

100 LEBLANC, ANNIE OREGON 1020  66  5

101 MAGUIRE, KEELY NEW HAMPSHIRE 1020  -  -

102 BELAIR, KAYLIN TOLEDO 1019  67  1

103 APGAR, ELIZABETH ARIZONA 1019  68  4

104 ROBISON, DIANE ARKANSAS 1019  69  4

105 ARTER, CHARLOTTE NEW MEXICO 1019  70  2

106 OSIKA, SHANNON MICHIGAN 1018  71  3

107 SHOWALTER, KATHARINE GEORGIA STATE 1018  -  -

108 CURRAN, KELLY NOTRE DAME 1018  72  1

109 COOGAN, KATRINA GEORGETOWN 1017  73  2

110 KASPER, KIRSTEN GEORGETOWN 1017  74  3

111 CONLON, KATIE OREGON 1016  75  6

112 HALL, LINDEN FLORIDA STATE 1016  76  5

113 NELSON, CRYSTAL IOWA STATE 1016  77  3

114 DOCHERTY, LAURA MINNESOTA 1016  78  2

115 PEEL, GEORGIA FLORIDA STATE 1016  79  6

116 BASKIR, CAROLYN DUKE 1016  80  3

117 COOK, SUMMER VILLANOVA 1015  81  3

118 MILLER, LIBERTY WASHINGTON 1015  82  5

119 BLUSKE, SAMANTHA IOWA STATE 1015  83  4

120 D'ALESSIO, LAUREN SAMFORD 1015  -  -

121 REESE, EMILY HARVARD 1015  84  1

122 ANDERSON, LIZ VANDERBILT 1014  85  3

123 TRACY, REBECCA NOTRE DAME 1014  86  2

124 MCNIFF, SHAUNA CONNECTICUT 1014  87  4

125 HILTON, LINDSEY MICHIGAN 1014  88  4

126 PARRY, JESSICA FLORIDA STATE 1013  89  7

127 MOJTABAEEZAMANI, LALEH TEXAS 1012  90  3

128 HANDLER, BROOK MICHIGAN 1012  91  5

129 DUERKSEN, KELSEY INDIANA 1012  -  -

130 RUSSELL, AMANDA ARIZONA 1010  92  5

131 OEDING, LACEY NEW MEXICO 1010  93  3

132 OTWELL, JULIA MICHIGAN STATE 1010  94  3

133 SEIDEL, MOLLY NOTRE DAME 1009  95  3

134 WEILER, LIZ TOLEDO 1009  96  2

135 LEGG, KIRSTY BUTLER 1009  97  2

136 KAMILOS, JESSICA ARKANSAS 1009  98  5

137 SIEBERT, MEGAN TEXAS 1009  99  4

138 AHN, SUEJIN DUKE 1009  100  4

139 VANGORDER, MORGAN GEORGIA 1008  101  2

140 ECKSTEIN, HANNAH NOTRE DAME 1008  102  4

141 COOPER, CALLIE FLORIDA 1008  103  2

142 WRIGHT, MEGAN TOLEDO 1008  104  3

143 THORNLEY, TAYLOR WEBER STATE 1007  105  3

144 HANLEY, VIVIANA HARVARD 1006  106  2

145 PATRIGNELLI, MEGAN OREGON 1006  107  7

146 ZRINYI, JULIA CONNECTICUT 1006  108  5

147 MCFARLANE, RACHEL MICHIGAN STATE 1005  109  4

148 JONES, EMILY GEORGETOWN 1005  110  4

149 SYDOW, OLIVIA MICHIGAN STATE 1005  111  5

150 JOHNSTON, PAIGE ARKANSAS 1005  112  6

151 BULDER, STEPHANIE ARIZONA 1004  113  6

152 THEK, GRACE PROVIDENCE 1004  114  5

153 STOKES, JAMIE WEBER STATE 1004  115  4

154 ECCLESTON, AMANDA MICHIGAN 1003  116  6

155 HINTZE, LAKEN WEBER STATE 1003  117  5

156 KELLY, MORGAN HARVARD 1003  118  3

157 MOEN, KATY IOWA STATE 1003  119  5

158 GONZALES, GABBY NOTRE DAME 1003  120  5

159 CLARK, LINDSAY MICHIGAN STATE 1003  121  6

160 SCHNEIDER, RACHEL GEORGETOWN 1002  122  5

161 OLSON, MARA BUTLER 1001  123  3

162 HAYES, SHELBY FLORIDA 1001  124  3

163 POGUE, TAYLOR MICHIGAN 1001  125  7

164 WOOD, KERI ARKANSAS 1001  126  7

165 MUELLER, MORGAN BOSTON COLLEGE 1001  127  3

166 CAMPOS, JACQUELINE OKLAHOMA STATE 1001  128  3

167 SILVA, SAMMY HARVARD 1001  129  4

168 ROECKER, SAMANTHA PROVIDENCE 1000  130  6

169 GERLACH, TORI PENN STATE 1000  131  4

170 DECKER, ASHLIE MINNESOTA 1000  132  3

171 TIMMONS, PRISCILLA TOLEDO 1000  133  4

172 MCMAHON, DEVIN CORNELL 1000  134  4

173 FERRANTE, MARISSA STANFORD 1000  135  5

174 ANDERSON, LEIGHA PENN STATE 1000  136  5

175 ARAGON, ALEXA NOTRE DAME 999  137  6

176 ORR, CHELSEA WASHINGTON 999  138  6

177 WINNEGAR, SHAWNA NEW MEXICO 999  139  4

178 STRASSER, STEPHANIE FLORIDA 999  140  4

179 KUJAWA, KATE OKLAHOMA STATE 998  141  4

180 TREMBLAY, ELIZABETH COLORADO 998  142  3

181 MORACZEWSKI, KATIE MINNESOTA 998  143  4

182 STRAUSA, AGATA FLORIDA 997  144  5

183 MCDANIEL, BRET GEORGIA 996  145  3

184 VIGER, RACHEL COLORADO 996  146  4

185 RYDBERG, JESSICA NOTRE DAME 996  147  7

186 GIANNOTTI, EMILY PENN STATE 996  148  6

187 RILEY, COLLEEN IOWA STATE 996  149  6

188 BOOZER, LESLIE GEORGIA 995  150  4

189 MORGAN, MADELINE DUKE 995  151  5

190 PETERSEN, TAYLOR IOWA STATE 995  152  7

191 LACY, MEGAN STANFORD 994  153  6

192 BOLLIG, MAGGIE MINNESOTA 992  154  5

193 RODDEN, KATIE PENN STATE 992  155  7

194 DAHLBERG, BRIDGET BOSTON COLLEGE 992  156  4

195 EVANS, KAYLA WASHINGTON 992  157  7

196 BUDD, KELLI MINNESOTA 991  158  6

197 BLACKFORD, KAYLA WEBER STATE 991  159  6

198 KELLNER, CAROLINE CORNELL 990  160  5

199 LEVAC, GABBY DUKE 990  161  6

200 DRENTH, EMMA MICHIGAN STATE 989  162  7

201 GLENN, CAILEIGH OKLAHOMA STATE 989  163  5

202 HANNA, VICTORIA OKLAHOMA STATE 989  164  6

203 SCHICK, CLARISSA WILLIAM AND MARY 988  165  3

204 DEAKINS, MEGAN DUKE 988  166  7

205 JONES, ANNE TEXAS 988  167  5

206 MCGOVERN, MEGHAN WILLIAM AND MARY 988  168  4

207 NADEL, SAMANTHA GEORGETOWN 987  169  6

208 JOSEPH, AMIRA VANDERBILT 987  170  4

209 DAVIDNER, JENNA GEORGETOWN 987  171  7

210 DIMERCURIO, NICOLE GEORGIA 987  172  5

211 GAYSUNAS, MEGAN TOLEDO 986  173  5

212 FOLLETT, KIRSTEN NEW MEXICO 986  174  5

213 ROSETTIE, KATE CORNELL 986  175  6

214 BRITTO, MICHELLE WILLIAM AND MARY 986  176  5

215 WHITE, JORDAN VANDERBILT 985  177  5

216 ALVAREZ, ALAINA HARVARD 985  178  5

217 HASSETT, DYLAN WILLIAM AND MARY 985  179  6

218 VOGELSONG, MEGAN TOLEDO 984  180  6

219 HARTUNG, GENNA CORNELL 984  181  7

220 BOUCHET, COURTNEY COLORADO 983  182  5

221 RITTER, KATHRYN MINNESOTA 983  183  7

222 HYNES, ELIZABETH BOSTON COLLEGE 982  184  5

223 STASIUK, ALLISON BOSTON COLLEGE 982  185  6

224 DARCO, LARA COLORADO 982  186  6

225 MEHRA, REBECCA STANFORD 982  187  7

226 LOGAN, CAMILLE COLORADO 982  188  7

227 MENEFEE, ERIN ARIZONA 981  189  7

228 MCKILLOP, LAUREN BUTLER 981  190  4

229 PERKINS, AMANDA FLORIDA 980  191  6

230 BUENAGA, KATIE WILLIAM AND MARY 980  192  7

231 CHOJNACKY, MACKENZIE TOLEDO 979  193  7

232 AINSWORTH, IMOGEN NEW MEXICO 979  194  6

233 PRATT, OLIVIA BUTLER 979  195  5

234 SMITH, KRISTEN VANDERBILT 978  196  6

235 CHAPMAN, COURTNEY VILLANOVA 977  197  4

236 KIRK, SAVANNAH GEORGIA 976  198  6

237 VENABLES, MEGAN VILLANOVA 975  199  5

238 MARCHES, BRITTANY TEXAS 975  200  6

239 CRESSALL, SUZANNA WEBER STATE 975  201  7

240 CHANDLER, REBECCA VANDERBILT 974  202  7

241 KEATING, MOLLY PROVIDENCE 973  203  7

242 HOWEN, KENDALL TEXAS 973  204  7

243 MACEDO, JULIE FLORIDA 972  205  7

244 ANDERSON, CHLOE NEW MEXICO 971  206  7

245 KENNY, MOIRA BOSTON COLLEGE 969  207  7

246 SCHAPPERT, STEPHANIE VILLANOVA 968  208  6

247 COOPER, ALLISON CONNECTICUT 966  209  6

248 CHRISTOFOROU, STELLA GEORGIA 966  210  7

249 MORAN, KIMBERLY CONNECTICUT 966  211  7

250 GUIDERA, JEN HARVARD 966  212  6

251 CAMACHO, SAVANNAH OKLAHOMA STATE 965  213  7

252 HARRIS, SYDNEY VILLANOVA 963  214  7

253 KOUBA, PAIGE HARVARD 961  215  7

254 LOVE, KAITLYN BUTLER 959  216  6

255 BURNETT, SHELBI BUTLER 958  217  7