Columbia | Lacrosse Stats & Analysis

Columbia WLAX (2-13)

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Division: I
Conference: Ivy League

April 2026: AOE & ADE formulas updated for more accurate opponent-adjusted efficiency. All seasons recalculated.

Program Trajectory

Not enough prior seasons to establish a baseline.

Recent NET by Season

2022 (DI)

-3.372 #103

NET = team’s adjusted Net Efficiency rank metric for that season. Rank = DI WLAX .

Metric	Offense	Defense
Strength of Schedule	0.517 53
RPI	0.420 98
Adjusted Efficiency	-1.350 99	2.022 106
Net Efficiency	-3.372 103
Avg. Possessions	38.7 103	51.7 112
Goals Per Possession	0.240 102	0.340 115
On-Goal Rate	66.5 118	75.9 86
Goals Per Game	9.3 106	17.6 117
Assist Rate	36.7 83	39.4 46
Free Pos. Success	41.7 77	50.0 97
Unforced TO Rate	21.6 109	13.8 91

Date	Opponent	Result	Record
2/19/2022	Manhattan	W, 13 - 7	1-0
2/23/2022	LIU	W, 10 - 9	2-0
2/26/2022	Bryant	L, 6 - 20	2-1
3/5/2022	Brown	L, 9 - 14	2-2
3/8/2022	Monmouth	L, 12 - 18	2-3
3/12/2022	New Hampshire	L, 12 - 15	2-4
3/15/2022	Iona	L, 13 - 21	2-5
3/19/2022	Cornell	L, 8 - 23	2-6
3/30/2022	UConn	L, 8 - 20	2-7
4/2/2022	San Diego St.	L, 6 - 20	2-8
4/9/2022	Dartmouth	L, 6 - 22	2-9
4/16/2022	Harvard	L, 8 - 14	2-10
4/23/2022	Yale	L, 14 - 24	2-11
4/27/2022	Princeton	L, 8 - 18	2-12
5/1/2022	Penn	L, 6 - 19	2-13

Player	Goals	Assists	Points	Draw Controls	LFN Rating	Adj. LFN Rating
Sophie Zachara		0.13 951	0.13 1316	2.33 241	0.302 1013	1.251 1722
Payton Lill	0.87 681	0.47 434	1.33 624	0.13 1046	0.383 822	1.332 1629
Kate Cunning	1.00 574	0.13 951	1.13 712	0.93 503	0.503 615	1.452 1484
Adèle Swanson					0.063 1814	1.012 1853
Lauren Yun		0.13 951	0.13 1316	0.80 547	0.090 1718	1.039 1842
Dani Falcone	1.80 243	0.40 502	2.20 321	2.80 191	0.977 211	1.926 805
Julie Griswold				0.07 1271	0.095 1704	1.044 1838
Rachel Graff	1.40 381	0.33 577	1.73 469		0.377 838	1.326 1638
Katie Lutz	1.07 540	0.40 502	1.47 567	2.40 229	0.468 669	1.417 1522
Sydney Paoletti	0.79 737	0.79 226	1.57 529	0.29 824	0.299 1022	1.249 1725
Ellie Eisner				0.07 1247	0.061 1822	1.010 1854
Kate Kelly	0.57 870	0.21 800	0.79 895		0.068 1786	1.017 1852
Noelle DeMarinis	0.46 964	0.08 1105	0.54 1030	0.85 530	0.208 1293	1.157 1784
Kayla Nitahara	0.67 799	0.25 721	0.92 830	0.08 1211	0.373 848	1.322 1646
Justine Decker				0.58 630	0.132 1549	1.081 1825
Ellie Taylor	0.08 1307		0.08 1385	1.58 362	0.106 1655	1.055 1834

Player

Goals

Assists

Points

Draw
Controls

Net
Turnovers

LFN
Rating

Adj. LFN
Rating

Sophie Zachara

0.13 951

0.13 1316

2.33 241

0.302 1013

1.251 1722

Payton Lill

0.87 681

0.47 434

1.33 624

0.13 1046

0.383 822

1.332 1629

Kate Cunning

1.00 574

0.13 951

1.13 712

0.93 503

0.503 615

1.452 1484

Adèle Swanson

0.063 1814

1.012 1853

Lauren Yun

0.13 951

0.13 1316

0.80 547

0.090 1718

1.039 1842

Dani Falcone

1.80 243

0.40 502

2.20 321

2.80 191

0.977 211

1.926 805

Julie Griswold

0.07 1271

0.095 1704

1.044 1838

Rachel Graff

1.40 381

0.33 577

1.73 469

0.377 838

1.326 1638

Katie Lutz

1.07 540

0.40 502

1.47 567

2.40 229

0.468 669

1.417 1522

Sydney Paoletti

0.79 737

0.79 226

1.57 529

0.29 824

0.299 1022

1.249 1725

Ellie Eisner

0.07 1247

0.061 1822

1.010 1854

Kate Kelly

0.57 870

0.21 800

0.79 895

0.068 1786

1.017 1852

Noelle DeMarinis

0.46 964

0.08 1105

0.54 1030

0.85 530

0.208 1293

1.157 1784

Kayla Nitahara

0.67 799

0.25 721

0.92 830

0.08 1211

0.373 848

1.322 1646

Justine Decker

0.58 630

0.132 1549

1.081 1825

Ellie Taylor

0.08 1307

0.08 1385

1.58 362

0.106 1655

1.055 1834