NWSL Notebook

Advanced Player Stats

Expected goals (xG) from the shot model, VAEP totals from the action-value model, and expected threat (xT) from ball progression. All models are scoped to the regular season; own goals carry no xG. Click a column header to sort. This season: regular-season data only.

Glossary
ExpectedVAEPThreat
RkPlayerTeamPosMinGlsShxGG−xGxG/ShVAEPOffDefxT
1Lynn BiyendoloFlashForward173711794.686.320.05912.1612.110.063.05
2Kealia WattDashForward168911572.948.060.05210.5310.58-0.054.55
3Allie LongThornsMidfielder14276292.443.560.0847.387.260.122.75
4Christine SinclairThornsForward8516212.703.300.1296.816.770.040.61
5Christen PressChicago StarsForward13008652.705.300.0416.456.410.042.50
6Kristen EdmondsPrideDefender18046281.414.590.0506.266.44-0.184.64
7Jess McDonaldFlashForward174710624.685.320.0765.916.21-0.305.26
8Lianne SandersonFlashForward11665312.342.660.0765.315.39-0.084.20
9Sam MewisFlashMidfielder13195471.963.040.0425.305.45-0.153.85
10Estefanía BaniniSpiritMidfielder9525240.854.150.0355.235.25-0.022.14
11Sabrina D'AngeloFlashGoalkeeper1037005.214.420.802.79
12Sofia HuertaChicago StarsDefender18037433.703.300.0865.165.20-0.042.22
13Ali KriegerSpiritDefender1333190.450.550.0504.854.300.556.36
14Y. AverbuchKansasMidfielder18833201.491.510.0754.744.600.146.74
15Makenzy RobbeFlashForward11563141.101.900.0794.604.65-0.052.63
16Lindsey HoranThornsMidfielder13625301.373.630.0464.374.79-0.412.45
17Gabriëlla Maria MelisReignForward10587323.723.280.1164.284.52-0.231.57
18Kim LittleReignMidfielder18966324.751.250.1494.274.260.013.25
19Carli LloydDashForward5825302.082.920.0694.154.030.121.80
20Dagný BrynjarsdóttirThornsMidfielder11445121.663.340.1384.124.010.111.55
21Sam KerrGotham FCForward6725251.633.370.0653.863.89-0.031.41
22Leah Danielle GaltonGotham FCMidfielder10813181.101.900.0613.523.69-0.182.77
23Jasmyne SpencerPrideDefender16554360.783.220.0223.493.300.192.39
24Shea GroomKansasMidfielder17938563.634.370.0653.413.80-0.381.52
25Joanna LohmanSpiritMidfielder16214331.332.670.0403.403.230.171.40
26Casey KruegerChicago StarsDefender18452160.711.290.0453.374.16-0.796.28
27Nahomi KawasumiReignMidfielder7973141.002.000.0713.283.43-0.153.02
28Diana MathesonSpiritMidfielder8284131.302.700.1003.262.290.971.52
29Crystal DunnSpiritMidfielder11912500.171.830.0033.243.27-0.033.11
30Lauren BarnesReignDefender1869160.250.750.0413.193.83-0.646.89
RkPlayerTeamPosMinGlsShxGG−xGxG/ShVAEPOffDefxT
31Abby DahlkemperFlashDefender19002112.000.000.1822.993.69-0.706.15
32M. HayesGotham FCForward8213120.992.010.0832.922.900.021.15
33Kelley O'HaraGotham FCDefender10901190.150.850.0082.892.90-0.015.71
34Kendall FletcherReignDefender1857170.110.890.0152.893.42-0.535.45
35Nicole BarnhartKansasGoalkeeper1901002.791.111.682.91
36PolianaDashDefender13761140.100.900.0072.742.95-0.215.16
37Elizabeth EddyFlashDefender1833060.000.000.0002.724.02-1.317.02
38Sarah WoldmoeGotham FCMidfielder16933133.000.000.2312.652.650.004.02
39AndressinhaDashMidfielder13481270.070.930.0032.622.69-0.064.82
40Michelle BetosThornsGoalkeeper1344002.581.471.113.36
41Becky SauerbrunnKansasDefender1329130.310.690.1042.582.77-0.203.17
42Whitney EngenBreakersDefender1313120.250.750.1242.472.73-0.263.78
43Julie KingBreakersDefender1594290.851.150.0942.443.58-1.145.24
44Angela SalemBreakersMidfielder17881140.650.350.0462.402.49-0.093.27
45Kelsey WysSpiritGoalkeeper1161002.391.710.683.74
46Rachel Ann DalyDashForward12624411.122.880.0272.392.76-0.373.19
47Arin WrightChicago StarsDefender17880130.07-0.070.0052.393.02-0.635.91
48Tobin HeathThornsForward12161341.000.000.0292.382.98-0.594.79
49Ashlyn HarrisPrideGoalkeeper1437002.351.131.222.69
50Nadia NadimThornsForward16899396.512.490.1672.343.00-0.652.16
51Elizabeth StoutBreakersGoalkeeper906002.320.891.432.18
52Keelin WintersReignMidfielder18141130.310.690.0242.302.060.242.68
53Alyssa NaeherChicago StarsGoalkeeper1203002.291.201.092.87
54Christine NairnSpiritMidfielder16933401.201.800.0302.283.45-1.186.54
55Jess FishlockReignMidfielder14781290.610.390.0212.273.07-0.805.58
56Rachel CorsieReignDefender1077140.110.890.0282.192.78-0.593.22
57Caprice DydascoSpiritDefender1158070.000.000.0002.132.070.054.23
58Emily MengesThornsDefender1908010.000.000.0002.091.980.113.74
59Rebecca MorosDashMidfielder1595070.000.000.0002.052.10-0.054.48
60Emily SonnettThornsDefender1427030.000.000.0002.042.62-0.582.85
RkPlayerTeamPosMinGlsShxGG−xGxG/ShVAEPOffDefxT
61Taylor LytleGotham FCMidfielder15661190.140.860.0071.971.620.362.33
62Janine SonisDashForward9353191.261.740.0671.972.14-0.181.87
63Meghan KlingenbergThornsDefender1332050.000.000.0001.932.08-0.154.38
64Lydia WilliamsDashGoalkeeper1412001.911.040.882.07
65Christie PearceGotham FCDefender1919020.000.000.0001.892.08-0.194.19
66Steph CatleyPrideDefender1047170.450.550.0651.872.32-0.454.07
67Danielle ColapricoChicago StarsMidfielder18460100.000.000.0001.871.89-0.023.33
68Julie ErtzChicago StarsMidfielder1111020.000.000.0001.851.93-0.084.15
69MônicaPrideDefender1469050.000.000.0001.811.660.153.34
70Cheyna MatthewsSpiritForward8303211.101.900.0521.782.03-0.241.55
71Erika TymrakKansasMidfielder11821210.220.780.0101.781.89-0.112.83
72S. McCaffreyBreakersForward13302231.290.710.0561.751.85-0.101.77
73Denise O'SullivanDashMidfielder13652260.921.080.0351.731.400.341.91
74Brittany KolmelKansasDefender19010160.000.000.0001.721.88-0.166.01
75Katherine ReynoldsThornsDefender1781010.000.000.0001.722.34-0.625.55
76Louise SchillgardBreakersMidfielder1491180.850.150.1061.701.85-0.154.12
77Tiffany McCartyKansasForward9382181.040.960.0581.691.660.041.81
78Mandy LaddishKansasMidfielder17500240.000.000.0001.621.130.492.24
79Megan MontefuscoSpiritDefender1415010.000.000.0001.600.960.642.42
80Rocky RodríguezGotham FCMidfielder15311260.050.950.0021.601.510.092.15
81Abby ErcegFlashDefender15462131.200.800.0921.582.22-0.632.27
82Vanessa DiBernardoChicago StarsMidfielder18410360.35-0.350.0101.581.490.085.73
83Amandine HenryThornsMidfielder666090.000.000.0001.511.300.211.52
84McCall ZerboniFlashMidfielder17460170.000.000.0001.501.61-0.113.04
85Natasha KaiGotham FCForward14484381.712.290.0451.490.980.511.57
86A. KleinerSpiritDefender1203140.030.970.0071.492.38-0.893.21
87Megan RapinoeReignForward222190.350.650.0391.471.48-0.011.00
88Tori HusterSpiritMidfielder17611180.300.700.0171.400.900.502.57
89Erica Marie SkroskiGotham FCDefender1913130.150.850.0501.402.47-1.074.18
90Haley KopmeyerReignGoalkeeper997001.390.630.761.40
RkPlayerTeamPosMinGlsShxGG−xGxG/ShVAEPOffDefxT
91Jaelene DanielsFlashDefender13961100.400.600.0401.372.83-1.465.76
92Taylor SmithFlashForward8132150.381.620.0251.352.39-1.041.94
93Michaela HahnFlashMidfielder7251100.070.930.0071.341.46-0.121.50
94Jennifer HoyChicago StarsForward697290.711.290.0791.341.45-0.100.62
95Natasha Khalila DowieBreakersForward6293221.201.800.0551.321.47-0.15-0.03
96Josee BelangerPrideDefender1126030.000.000.0001.311.62-0.313.13
97M. PathmanBreakersDefender1110120.650.350.3231.282.19-0.913.65
98Amber BrooksDashDefender11761150.670.330.0451.231.51-0.282.28
99Stephanie Lynn Marie LabbéSpiritGoalkeeper749001.230.800.422.46
100Kaylyn KylePrideMidfielder1509060.000.000.0001.211.120.093.24
101Rumi UtsugiReignDefender596170.070.930.0101.171.25-0.081.62
102F. SilvaKansasForward10642161.610.390.1011.151.32-0.180.97
103Katie SchoepferBreakersMidfielder6181140.110.890.0081.151.120.030.90
104Christen WestphalBreakersDefender615120.070.930.0351.141.40-0.261.61
105Desiree ScottKansasMidfielder1325070.000.000.0001.140.950.191.39
106M. DaltonChicago StarsGoalkeeper670001.100.640.461.09
107Morgan GautratDashMidfielder1020090.000.000.0001.090.750.341.56
108Andi TostanoskiReignGoalkeeper154001.090.160.930.57
109Kate Elizabeth BowenKansasDefender1006040.000.000.0001.071.17-0.102.56
110Katie LampsonSpiritForward9794212.071.930.0981.061.12-0.07-0.04
111C. StanleyGotham FCGoalkeeper985001.010.700.311.86
112Elise KrieghoffBreakersForward175120.350.650.1770.970.98-0.010.10
113Havana SolaunReignMidfielder286150.110.890.0220.950.910.040.56
114Katelyn RowlandFlashGoalkeeper580000.950.440.511.22
115Hope SoloReignGoalkeeper753000.950.650.301.03
116M. MorrisThornsForward298120.350.650.1770.931.05-0.130.44
117Elli ReedReignDefender1343010.000.000.0000.921.15-0.233.79
118S. HagenPrideForward645290.561.440.0620.910.95-0.050.25
119J. KranichBreakersGoalkeeper866000.890.720.172.11
120Adrianna FranchThornsGoalkeeper564000.880.600.281.93
RkPlayerTeamPosMinGlsShxGG−xGxG/ShVAEPOffDefxT
121Caroline CaseyGotham FCGoalkeeper934000.870.820.041.73
122T. ComeauChicago StarsMidfielder728160.050.950.0080.870.94-0.081.00
123C. LevinPrideDefender894020.000.000.0000.830.750.072.44
124Carson PickettReignDefender902050.000.000.0000.780.93-0.142.54
125Alex ArlittKansasDefender756030.000.000.0000.780.91-0.132.44
126Kat WilliamsonThornsDefender203110.820.180.8180.721.04-0.310.69
127Allysha ChapmanDashDefender738020.03-0.030.0140.720.82-0.102.56
128Francisca OrdegaSpiritForward6822160.451.550.0280.711.59-0.881.01
129Cambria PrivettDashMidfielder1138030.000.000.0000.710.88-0.172.25
130Estelle JohnsonSpiritDefender1066060.03-0.030.0050.690.660.040.86
131W. ChurchSpiritDefender665000.690.72-0.030.93
132Erin Dorothy SimonGotham FCDefender1696000.681.34-0.664.24
133Bev YanezReignMidfielder17153331.211.790.0370.670.74-0.072.04
134Kelly ConheeneyGotham FCMidfielder6611120.850.150.0710.670.620.050.85
135Chioma Grace UbogaguDashForward8461210.350.650.0170.650.68-0.041.48
136Sam WittemanPrideMidfielder1124060.000.000.0000.630.530.112.14
137Meleana ShimThornsMidfielder860090.000.000.0000.610.69-0.081.30
138C. KastorKansasForward368060.000.000.0000.590.480.110.53
139Kristie MewisBreakersMidfielder11641251.45-0.450.0580.580.61-0.042.72
140Katie LindChicago StarsDefender927010.000.000.0000.570.84-0.272.32
141Samantha JohnsonChicago StarsDefender1742000.521.94-1.424.22
142Alex MorganPrideForward14374460.973.030.0210.520.65-0.131.97
143Laura Colleen Gloria Alleway BrockPrideDefender832080.11-0.110.0140.430.89-0.452.34
144S. PrattThornsDefender168010.000.000.0000.430.360.070.30
145Kaitlyn SavagePrideGoalkeeper383000.420.210.220.45
146Bianca HenningerDashGoalkeeper484000.400.42-0.021.25
147Stephanie OchsDashDefender426080.000.000.0000.360.43-0.071.38
148Shelina Laura ZadorskySpiritDefender956010.000.000.0000.360.91-0.551.44
149Ellie BrushDashDefender1406040.000.000.0000.331.02-0.702.23
150McKenzie BerryhillThornsDefender198010.000.000.0000.330.33-0.010.49
RkPlayerTeamPosMinGlsShxGG−xGxG/ShVAEPOffDefxT
151Kylie NadanerBreakersDefender376000.310.230.080.75
152Brooke ElbyBreakersDefender964040.000.000.0000.300.70-0.402.25
153Britt Ellen EckerstromFlashGoalkeeper283000.280.180.100.44
154Brianne Taylor Reed PérezKansasDefender474000.270.42-0.151.45
155Abby SmithBreakersGoalkeeper123000.270.130.140.55
156Meredith SpeckFlashMidfielder376020.000.000.0000.270.35-0.081.21
157J. SkogerboeThornsMidfielder219000.240.190.050.55
158K. KallmanBreakersDefender1895000.192.29-2.104.56
159Kyah SimonBreakersForward13511300.310.690.0100.170.44-0.271.85
160Madlyn EvansPrideMidfielder11840100.000.000.0000.170.51-0.342.25
161Jen BuczkowskiKansasMidfielder435040.000.000.0000.160.24-0.080.72
162Lo'eau LaBontaKansasMidfielder7560100.000.000.0000.150.41-0.261.00
163C. NiemiecFlashDefender439000.150.28-0.130.89
164S. LoftonThornsDefender75010.000.000.0000.150.120.020.44
165Nikki StantonGotham FCMidfielder471030.000.000.0000.150.22-0.070.50
166Ghoutia KarchouniBreakersMidfielder112010.000.000.0000.140.140.000.21
167Adriana LeonFlashForward381050.000.000.0000.120.15-0.040.31
168Kiersten DallstreamReignForward337020.000.000.0000.100.22-0.120.61
169Domi RichardsonGotham FCMidfielder79020.000.000.0000.090.090.000.19
170LeahPrideDefender65010.000.000.0000.090.13-0.040.23
171Kristen HamiltonFlashForward204030.000.000.0000.090.12-0.030.21
172Amanda FrisbieKansasDefender282020.000.000.0000.090.12-0.040.68
173Aubrey KingsburyPrideGoalkeeper94000.080.050.030.16
174Janice CaymanFlashDefender110030.000.000.0000.050.06-0.010.32
175K. GrubkaGotham FCDefender1363030.000.000.0000.041.36-1.323.03
176Tiffany WeimerKansasMidfielder42000.030.000.030.02
177Becky EdwardsPrideMidfielder847050.000.000.0000.030.31-0.270.97
178Lisa Marie De VannaPrideForward167030.000.000.0000.030.05-0.020.41
179Mallory WeberThornsDefender762050.000.000.0000.020.19-0.172.06
180Halimatu AyindeFlashMidfielder45010.000.000.0000.01-0.010.020.03
RkPlayerTeamPosMinGlsShxGG−xGxG/ShVAEPOffDefxT
181S. GordonGotham FCMidfielder481060.000.000.0000.01-0.110.120.64
182M. LubaChicago StarsMidfielder22000.010.010.000.02
183Hayley RasoThornsForward8560150.000.000.0000.010.25-0.242.06
184Courtney RaetzmanChicago StarsMidfielder73000.000.000.000.05
185Toni PressleyPrideDefender10950100.000.000.0000.001.18-1.194.09
186M. CruzReignDefender67010.000.000.0000.000.000.000.10
187Line Sigvardsen JensenSpiritMidfielder15500-0.010.04-0.040.10
188Ashley NickGotham FCMidfielder11100-0.010.01-0.020.05
189Lady AndradeFlashForward5600-0.010.01-0.020.08
190Catherine McCabe ZimmermanGotham FCForward262010.000.000.000-0.030.00-0.030.42
191Sarah GordenChicago StarsDefender12400-0.03-0.030.000.27
192Janelle Kalyn FlawsChicago StarsForward56010.000.000.000-0.05-0.050.000.02
193Danielle SchulmannGotham FCForward60010.000.000.000-0.06-0.060.000.03
194Jeon Ga-EulFlashForward89010.000.000.000-0.06-0.060.000.07
195Tessa Florio-GavilskyDashForward78010.000.000.000-0.070.01-0.070.12
196Lindsay ElstonReignMidfielder223020.000.000.000-0.11-0.120.000.35
197Paige NielsenReignDefender46010.000.000.000-0.13-0.130.000.06
198M. MarlboroughBreakersForward31020.000.000.000-0.15-0.150.000.06
199Christina BurkenroadPrideForward28700-0.16-0.14-0.020.56
200Maureen FitzgeraldThornsMidfielder13700-0.17-0.14-0.020.07
201Caitlyn Josephine HeapDashMidfielder157020.000.000.000-0.22-0.12-0.100.17
202Cari RoccaroDashMidfielder1341020.000.000.000-0.270.75-1.022.48
203Jamia FieldsPrideForward674060.000.000.000-0.27-0.25-0.030.79
204Megan CrossonDashDefender14500-0.30-0.22-0.080.62
205C. WallsChicago StarsForward7111130.070.930.005-0.48-0.40-0.080.65
206K. DeCesareGotham FCMidfielder256040.07-0.070.018-0.48-0.45-0.040.23
207Cali Jean FarquharsonSpiritForward6120100.000.000.000-0.50-0.44-0.060.73
208S. VerdoiaBreakersMidfielder496060.000.000.000-0.51-0.560.040.66
209Celeste Anais BoureilleThornsMidfielder501060.000.000.000-0.52-0.22-0.290.64
210Brittany RatcliffeBreakersForward619080.21-0.210.026-0.52-0.48-0.040.79
RkPlayerTeamPosMinGlsShxGG−xGxG/ShVAEPOffDefxT
211Amanda DaCostaChicago StarsMidfielder673090.000.000.000-0.53-0.46-0.070.78
212Melissa HendersonDashForward337010.000.000.000-0.53-0.50-0.030.60
213Dani WeatherholtPrideMidfielder836040.000.000.000-0.570.26-0.821.26
214Molly MenchelKansasMidfielder19900-0.570.04-0.610.35
215Alanna KennedyFlashDefender13390150.23-0.230.016-0.590.32-0.903.07
216Alexa NewfieldKansasMidfielder265040.000.000.000-0.680.00-0.680.47
217Heather O'ReillyKansasMidfielder12621301.49-0.490.050-0.77-0.51-0.264.25
218Alyssa MautzChicago StarsMidfielder10830130.000.000.000-0.85-0.52-0.332.11
219R. WoodBreakersDefender301040.000.000.000-0.960.07-1.020.66
220Eunice Nketiah BeckmannBreakersForward6580190.000.000.000-0.99-0.94-0.050.99
221Merritt MathiasReignDefender14571220.160.840.007-1.480.04-1.522.26
222CoCo GoodsonGotham FCDefender1600