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A mid-season N-WHKYe snapshot

Who’s having the biggest year?

Finland v Switzerland: Bronze Medal Game - 2021 IIHF Women’s World Championship Photo by Derek Leung/Getty Images

We’ve seen some incredible performances in the first half of the 2021-22 season including Marie Philip-Poulin piling up eight points in six games in the Rivalry Series/My Why Tour, Lara Stalder continuing her dominance of the SDHL, Mikyla Grant-Mentis blazing a path through the PHF with 15 points in nine games, Alex Poznikoff firing on all cylinders for Calgary in the PWHPA, and a slew of high-scoring seasons in the world of collegiate hockey.

But, who is having the best 2021-22 season so far? Well, one way to answer that question is N-WHKYe.

If you’ve never heard of N-WHKYe, don’t worry, we are just the site to catch you up. In short, it is a method to standardize offensive production across over three dozen women’s hockey leagues the world over. So, apologies in advance to goalies and defenders because N-WHKYe is all about piling up points.

Networked Women’s Hockey Equivalency (N-WHKYe) is a metric that allows for the standardization of offensive production across more than 40 Women’s hockey leagues around the world.

Mikael Nahabedian, one of the creators of the metric in question, was kind enough to provide me with a mid-season look at N-WHKYe rankings. Because the world keeps turning, these rankings change with each game played in a women’s hockey league but the rankings we’ll look at were a snapshot of the rankings at the start of the New Year when many leagues were taking a holiday break.

The data set has a couple of thousand skaters, so I’ll spare your monitors and smartphones by embedding the entire table. Instead, let’s look at the pro leagues that were found to be the most competitive as of 2018-19 — the NWHL (now PHF), SDHL, and ZhHL. Note: the CWHL was at the top of the list but, as you likely already know, shut down a few years ago. So, I consider the PHF, SDHL, and ZhHL to be the top leagues in the world in terms of competition and level of talent. For those who are curious, according to the N-WHKYe dashboard, Finland’s Naisten-Liiga and SWHL-A (Switzerland) round out the top five.

It’s also critical to note that the PWHPA is not a league so it is difficult to find a place for it here. With that being said, I’d weigh Poznikoff’s play in the PWHPA against a lot of the best seasons we’ve seen elsewhere.

PHF, SDHL, and ZhHL N-WHKe at the Holiday Break

Name Pos League N-WHKYe
Name Pos League N-WHKYe
Lara Stalder F SDHL (Sweden) 1.01
Katerina Mrazova F SDHL (Sweden) 0.77
Mikyla Grant-Mentis F PHF (North America) 0.70
Petra Nieminen F SDHL (Sweden) 0.65
Madison Packer F PHF (North America) 0.63
Rebecca Russo F PHF (North America) 0.63
Josefin Bouveng F SDHL (Sweden) 0.61
Noora Tulus F SDHL (Sweden) 0.61
Noemi Ryhner F SDHL (Sweden) 0.59
Jenni Hiirikoski D SDHL (Sweden) 0.57
Emma Nordin F SDHL (Sweden) 0.55
Kennedy Marchment F PHF (North America) 0.54
Hanna Olsson F SDHL (Sweden) 0.51
Maja Nylén Persson D SDHL (Sweden) 0.50
Sydney Brodt F SDHL (Sweden) 0.49
Jaycee Gebhard F SDHL (Sweden) 0.47
Denisa Krizova F SDHL (Sweden) 0.46
Sarah Bujold F SDHL (Sweden) 0.45
Viivi Vainikka F SDHL (Sweden) 0.42
Lina Ljungblom F SDHL (Sweden) 0.42
Taylor Accursi F PHF (North America) 0.42
Kali Flanagan D PHF (North America) 0.42
Felizia Wikner Zienkiewicz F SDHL (Sweden) 0.41
Anna Shokhina F ZhHL (Russia) 0.40
Josefine Høegh Persson F SDHL (Sweden) 0.40
Taylor Girard F PHF (North America) 0.38
Shiann Darkangelo F PHF (North America) 0.37
Jillian Dempsey F PHF (North America) 0.37
McKenna Brand F PHF (North America) 0.37
Amanda Boulier D PHF (North America) 0.37
Emma Murén F SDHL (Sweden) 0.37
Wilma Nilsson D SDHL (Sweden) 0.37
Andrea Dalen F SDHL (Sweden) 0.35
Anna Meixner F SDHL (Sweden) 0.35
Dominique Kremer D PHF (North America) 0.34
Anjelica Diffendal F PHF (North America) 0.34
Autumn MacDougall F PHF (North America) 0.34
Cassidy Vinkle F PHF (North America) 0.34
Cassidy MacPherson F PHF (North America) 0.34
Nicol Lucak Cupkova F ZhHL (Russia) 0.33
Michela Cava F PHF (North America) 0.33
Lindsay Eastwood D PHF (North America) 0.33
Kaitlyn Tougas F SDHL (Sweden) 0.32
Lenka Serdar F SDHL (Sweden) 0.32
Julia Östlund F SDHL (Sweden) 0.32
Amanda Conway F PHF (North America) 0.31
Justine Reyes F SDHL (Sweden) 0.31
Nicoline Söndergaard Jensen F SDHL (Sweden) 0.31
Tereza Vanisova F SDHL (Sweden) 0.31
Jaycee Magwood F SDHL (Sweden) 0.31
Olga Sosina F ZhHL (Russia) 0.30
Yelena Dergachyova F ZhHL (Russia) 0.30
Danielle Stone F SDHL (Sweden) 0.29
Alyssa Wohlfeiler F PHF (North America) 0.29
Phoebe Staenz F SDHL (Sweden) 0.29
Taylor Woods D PHF (North America) 0.28
Kendall Cornine F PHF (North America) 0.28
Janine Weber F PHF (North America) 0.28
Colleen Murphy D PHF (North America) 0.28
Lisa Johansson F SDHL (Sweden) 0.28
Hannah Miller F SDHL (Sweden) 0.28
Josefine Jakobsen F SDHL (Sweden) 0.28
Christina Putigna F PHF (North America) 0.26
Samantha Davis F PHF (North America) 0.26
Olivia Zafuto D SDHL (Sweden) 0.26
Madelen Haug Hansen F SDHL (Sweden) 0.26
Jessica Adolfsson D SDHL (Sweden) 0.26
Emma Vlasic F PHF (North America) 0.25
Allie Munroe D PHF (North America) 0.25
Shannon Turner D PHF (North America) 0.25
Emma Keenan D PHF (North America) 0.25
Anna Shibanova D ZhHL (Russia) 0.25
Ronja Savolainen D SDHL (Sweden) 0.25
Valeria Pavlova F ZhHL (Russia) 0.25
Veronika Korzhakova F ZhHL (Russia) 0.24
Kayla Friesen F PHF (North America) 0.24
Anna Kjellbin D SDHL (Sweden) 0.24
Julia Tylke F SDHL (Sweden) 0.24
Emily Fluke F PHF (North America) 0.23
Emma Woods F PHF (North America) 0.23
Nina Pirogova D ZhHL (Russia) 0.23
Aneta Tejralova D ZhHL (Russia) 0.23
Sanni Hakala F SDHL (Sweden) 0.23
Polina Bolgareva F ZhHL (Russia) 0.23
Alexandra Vafina F ZhHL (Russia) 0.23
Mira Jungåker D SDHL (Sweden) 0.22
Sarah-Ève Coutu-Godbout F SDHL (Sweden) 0.22
Linnea Johansson F SDHL (Sweden) 0.22
Alyona Starovoitova F ZhHL (Russia) 0.22
Yelizaveta Rodnova F ZhHL (Russia) 0.22
Erica Rieder D SDHL (Sweden) 0.21
Jenny Antonsson F SDHL (Sweden) 0.21
Agnez Svensson F SDHL (Sweden) 0.21
Catherine Crawley F PHF (North America) 0.21
Jonna Curtis F PHF (North America) 0.21
Meghara McManus F PHF (North America) 0.21
Allie Thunstrom F PHF (North America) 0.21
Nora MacLaine F PHF (North America) 0.21
Emily Janiga F PHF (North America) 0.21
Theresa Knutson F PHF (North America) 0.21
Jenna Rheault D PHF (North America) 0.21
Kelly Babstock F PHF (North America) 0.21
Rose Alleva D PHF (North America) 0.21
Lyudmila Belyakova F ZhHL (Russia) 0.21
Thea Johansson F SDHL (Sweden) 0.21
Linnéa Andersson D SDHL (Sweden) 0.21
Michelle Löwenhielm F SDHL (Sweden) 0.20
Oxana Bratishcheva F ZhHL (Russia) 0.20
Landysh Falyakhova F ZhHL (Russia) 0.19
Saana Valkama F SDHL (Sweden) 0.19
Yekaterina Dobrodeyeva F ZhHL (Russia) 0.19
Yekaterina Ananyina F ZhHL (Russia) 0.19
Polina Luchnikova F ZhHL (Russia) 0.19
Viktoria Kulishova F ZhHL (Russia) 0.19
Olga Prokopenko F ZhHL (Russia) 0.19
Cailey Hutchison F PHF (North America) 0.18
Marion Allemoz F SDHL (Sweden) 0.18
Olivia Carlsson F SDHL (Sweden) 0.18
Hanna Thuvik F SDHL (Sweden) 0.18
Sammy Kolowratova D SDHL (Sweden) 0.18
Alice Östensson F SDHL (Sweden) 0.18
Julie Zwarthoed F SDHL (Sweden) 0.18
Mina Waxin D SDHL (Sweden) 0.18
Kelly Murray D SDHL (Sweden) 0.18
Emmy Alasalmi D SDHL (Sweden) 0.18
Michelle Weis F SDHL (Sweden) 0.18
Linn Peterson F SDHL (Sweden) 0.18
Wilma Johansson F SDHL (Sweden) 0.18
Elina Mitrofanova F ZhHL (Russia) 0.17
Maria Batalova D ZhHL (Russia) 0.17
Ilona Markova F ZhHL (Russia) 0.17
Wilma Sundin F SDHL (Sweden) 0.17
Ebba Berglund D SDHL (Sweden) 0.17
Rosa Lindstedt D SDHL (Sweden) 0.17
Victoria Howran D PHF (North America) 0.17
Emilie Harley F PHF (North America) 0.17
Jenna Suokko F PHF (North America) 0.17
Kassy Betinol F ZhHL (Russia) 0.16
Anna Savonina D ZhHL (Russia) 0.16
Fanuza Kadirova F ZhHL (Russia) 0.16
Nicole Hall F SDHL (Sweden) 0.16
Vendula Pribylova F SDHL (Sweden) 0.16
Aino Karppinen D SDHL (Sweden) 0.16
Oxana Mitrofanova F ZhHL (Russia) 0.16
Sofiya Lifatova F ZhHL (Russia) 0.16
Taylor Wenczkowski F PHF (North America) 0.16
Tori Sullivan F PHF (North America) 0.16
Cristine Chao D PHF (North America) 0.16
Kaleigh Fratkin D PHF (North America) 0.16
Yelizaveta Shkalyova F ZhHL (Russia) 0.16
Maria Nadezhdina F ZhHL (Russia) 0.16
Gracen Hirschy F SDHL (Sweden) 0.15
Lisa Östman F SDHL (Sweden) 0.15
Yevgenia Dyupina F ZhHL (Russia) 0.15
Leah Lum F ZhHL (Russia) 0.15
Jenna Raunio F SDHL (Sweden) 0.14
Tatyana Shatalova F ZhHL (Russia) 0.14
Wilma Sjölund F SDHL (Sweden) 0.14
Hana Haasova F SDHL (Sweden) 0.14
Sofia Ljung D SDHL (Sweden) 0.14
Johanna Fällman D SDHL (Sweden) 0.14
Emilie Kruse Johansen F SDHL (Sweden) 0.14
Taylor Day F PHF (North America) 0.14
Maegan Beres F PHF (North America) 0.14
Brooke Boquist F PHF (North America) 0.14
Kristen Barbara D PHF (North America) 0.14
Liana Ganeyeva D ZhHL (Russia) 0.14
Jenna Pirttijärvi F SDHL (Sweden) 0.14
Kajsa Armborg F SDHL (Sweden) 0.13
Felicia Linder D SDHL (Sweden) 0.13
Sofie Lundin F SDHL (Sweden) 0.13
Silvía Björgvinsdóttir F SDHL (Sweden) 0.13
Rachel Llanes F ZhHL (Russia) 0.13
Maja Grundström F SDHL (Sweden) 0.13
Lore Baudrit F SDHL (Sweden) 0.13
Mathea Fischer F SDHL (Sweden) 0.13
Alevtina Polunina F ZhHL (Russia) 0.13
Anna Timofeyeva F ZhHL (Russia) 0.12
Taylor Turnquist D PHF (North America) 0.12
Margot Desvignes F SDHL (Sweden) 0.12
Katerina Bukolska F SDHL (Sweden) 0.12
Lova Blom F SDHL (Sweden) 0.12
Hanna Sköld F SDHL (Sweden) 0.12
Ebba Hedqvist F SDHL (Sweden) 0.12
Isabelle Leijonhielm F SDHL (Sweden) 0.12
Anna Segedi F ZhHL (Russia) 0.12
Daniela Pejsova D SDHL (Sweden) 0.12
Sabina Küller F SDHL (Sweden) 0.12
Alexandra Anderson D SDHL (Sweden) 0.12
Mira Markström F SDHL (Sweden) 0.12
Alexandra Nesterova F ZhHL (Russia) 0.12
Anna Andersson D SDHL (Sweden) 0.11
Paula Bergström D SDHL (Sweden) 0.11
Kristi Shashkina F ZhHL (Russia) 0.11
Kiana Wilkinson D SDHL (Sweden) 0.11
Felicia Levin F SDHL (Sweden) 0.11
Pernilla Forsgren D SDHL (Sweden) 0.11
Kristina Glukharyova F ZhHL (Russia) 0.11
Stanislava Sidorenko F ZhHL (Russia) 0.11
Irina Tsatsyna D ZhHL (Russia) 0.11
Darya Zubok D ZhHL (Russia) 0.11
Haley Mack F PHF (North America) 0.10
Mallory Souliotis D PHF (North America) 0.10
Hannah Bates D PHF (North America) 0.10
Mak Langei F PHF (North America) 0.10
Missy Segall F PHF (North America) 0.10
Kennedy Ganser F PHF (North America) 0.10
Yelizaveta Zenchenko F ZhHL (Russia) 0.10
Maria Lobur F ZhHL (Russia) 0.10
Maria Lindberg F SDHL (Sweden) 0.10
Elin Svensson F SDHL (Sweden) 0.10
Yekaterina Nikolayeva D ZhHL (Russia) 0.10
Yelena Malinovskaya F ZhHL (Russia) 0.10
Yekaterina Lebedeva F ZhHL (Russia) 0.10
Angelina Goncharenko D ZhHL (Russia) 0.10
Hannah Clayton-Carroll F SDHL (Sweden) 0.10
Leanne Ganney F SDHL (Sweden) 0.10
Kayleigh Hamers D SDHL (Sweden) 0.10
Emma Forsgren D SDHL (Sweden) 0.10
Ebba Strandberg D SDHL (Sweden) 0.10
Ksenia Tyurina F ZhHL (Russia) 0.10
Maddie Woo F ZhHL (Russia) 0.10
Tereza Radová D SDHL (Sweden) 0.10
Stella Lindell F SDHL (Sweden) 0.10
Yekaterina Likhachyova F ZhHL (Russia) 0.09
Darya Beloglazova F ZhHL (Russia) 0.09
Alsu Rakhimova F ZhHL (Russia) 0.09
Maria Pechnikova D ZhHL (Russia) 0.09
Leah Marino F PHF (North America) 0.09
Taylor Davison D PHF (North America) 0.09
Katelynn Russ F PHF (North America) 0.09
Stephanie Sucharda D PHF (North America) 0.09
Mira Hallin F SDHL (Sweden) 0.09
Andrine Furulund F SDHL (Sweden) 0.09
Reagan Rust F SDHL (Sweden) 0.09
Olga Semenets F ZhHL (Russia) 0.09
Beiwei Yu D ZhHL (Russia) 0.09
Ella Albinsson F SDHL (Sweden) 0.08
Marie-Jo Pelletier D PHF (North America) 0.08
Grace Klienbach F PHF (North America) 0.08
Maria Mikaelyan F ZhHL (Russia) 0.08
Sarah Forster D SDHL (Sweden) 0.08
Yevgenia Larshina F ZhHL (Russia) 0.08
Lindsay Agnew F SDHL (Sweden) 0.08
Taisiya Konshina F ZhHL (Russia) 0.08
Anastasia Shmelyova D ZhHL (Russia) 0.08
Svetlana Prokopenko F ZhHL (Russia) 0.08
Yekaterina Danilova D ZhHL (Russia) 0.08
Erica Udén Johansson F SDHL (Sweden) 0.07
Astrid Lindeberg D SDHL (Sweden) 0.07
Shannon Sigrist D SDHL (Sweden) 0.07
Hilda Ljungberg F SDHL (Sweden) 0.07
Wilma Hallberg F SDHL (Sweden) 0.07
Haley Frade F PHF (North America) 0.07
Mallory Rushton F PHF (North America) 0.07
Rachael Ade D PHF (North America) 0.07
Brooke Avery F PHF (North America) 0.07
Abby Cook D PHF (North America) 0.07
Janka Hlinka F PHF (North America) 0.07
Alina Garipova D ZhHL (Russia) 0.07
Alina Narudinova F ZhHL (Russia) 0.07
Darya Medyutova F ZhHL (Russia) 0.07
Wilma Hjelm F SDHL (Sweden) 0.07
Maria Alexandrova F ZhHL (Russia) 0.07
Marina Lazareva D ZhHL (Russia) 0.07
Karina Verkhovtseva F ZhHL (Russia) 0.07
Yelena Mezentseva F ZhHL (Russia) 0.07
Josefine Holmgren D SDHL (Sweden) 0.07
Jessica Wong D ZhHL (Russia) 0.06
Olivia Lindberg F SDHL (Sweden) 0.06
Diana Bulatova F ZhHL (Russia) 0.06
Marthe Pabsdorff Brunvold F SDHL (Sweden) 0.06
Vilma Nilsson F SDHL (Sweden) 0.06
Ingrid Morset D SDHL (Sweden) 0.06
Lindsey Donovan D SDHL (Sweden) 0.06
Taylor Marchin D PHF (North America) 0.06
Zhixin Liu D ZhHL (Russia) 0.06
Darya Teterina D ZhHL (Russia) 0.06
Polina Mordasova F ZhHL (Russia) 0.06
Alyona Loginova F ZhHL (Russia) 0.06
Olivia Sohrner D SDHL (Sweden) 0.06
Wiktoria Sikorska F SDHL (Sweden) 0.06
Imola Horváth F SDHL (Sweden) 0.06
Mariam El-Mahmadi F SDHL (Sweden) 0.06
Moa Wernblom F SDHL (Sweden) 0.06
Emelie Berlin F SDHL (Sweden) 0.06
Valeria Dryndina F ZhHL (Russia) 0.05
Viktoria Fyodorova F ZhHL (Russia) 0.05
Regina Yumaguzhina F ZhHL (Russia) 0.05
Anastasia Petina D ZhHL (Russia) 0.05
Yulia Nuyaksheva D ZhHL (Russia) 0.05
Anna Fairman D ZhHL (Russia) 0.05
Evelina Raselli F PHF (North America) 0.05
Alex Woken F PHF (North America) 0.05
Audra Morrison F PHF (North America) 0.05
Patti Marshall D PHF (North America) 0.05
Paige Capistran D PHF (North America) 0.05
Stephanie Anderson F PHF (North America) 0.05
Ashleigh Brykaliuk F PHF (North America) 0.05
Emma Eriksson D SDHL (Sweden) 0.05
Vendela Olsson D SDHL (Sweden) 0.05
Malou Berggren D SDHL (Sweden) 0.05
Sofia Sohlin F SDHL (Sweden) 0.05
Anastasia Chistyakova D ZhHL (Russia) 0.05
Pavlina Horalkova D ZhHL (Russia) 0.05
Payge Pena F SDHL (Sweden) 0.05
Jennifer Carlsson F SDHL (Sweden) 0.05
Frida Ekdahl F SDHL (Sweden) 0.05
Annelie Zander D SDHL (Sweden) 0.05
Nathalie Lidman D SDHL (Sweden) 0.05
Annie Silén D SDHL (Sweden) 0.05
Moa Gustafsson F SDHL (Sweden) 0.05
Alexandra Budanova F ZhHL (Russia) 0.05
Tori Charron F PHF (North America) 0.05
Sarah Steele D PHF (North America) 0.05
Saroya Tinker D PHF (North America) 0.05
Yekaterina Fedorkova F ZhHL (Russia) 0.05
Yana Krasheninina F ZhHL (Russia) 0.05
Anastasia Shabalina F ZhHL (Russia) 0.05
Natalya Vorontsova D ZhHL (Russia) 0.05
Yekaterina Davletshina F ZhHL (Russia) 0.04
Diana Zhalimova F ZhHL (Russia) 0.04
Qinan Zhao D ZhHL (Russia) 0.04
Lene Tendenes D SDHL (Sweden) 0.04
Alyona Andryushchenko D ZhHL (Russia) 0.04
Angelina Makhmutova D ZhHL (Russia) 0.04
Yekaterina Prozorova D ZhHL (Russia) 0.04
Yana Minkina F ZhHL (Russia) 0.04
Maria Shirshova F ZhHL (Russia) 0.04
Anna Sviridova D ZhHL (Russia) 0.04
Matilda Holmberg D SDHL (Sweden) 0.04
Tuva Kandell D SDHL (Sweden) 0.04
Alina Ichayeva F ZhHL (Russia) 0.04
Polina Kirichenko F ZhHL (Russia) 0.04
Kristina Sergeyeva F ZhHL (Russia) 0.04
Emily Costales F ZhHL (Russia) 0.04
Irina Zhigulina F ZhHL (Russia) 0.04
Nina Baranova D ZhHL (Russia) 0.04
Johanna Lagus F SDHL (Sweden) 0.04
Karin Svedberg F SDHL (Sweden) 0.04
Yelena Provorova D ZhHL (Russia) 0.04
Karina Kondratova D ZhHL (Russia) 0.04
Diana Abdulina D ZhHL (Russia) 0.03
Olga Volodina F ZhHL (Russia) 0.03
Yekaterina Smolina F ZhHL (Russia) 0.03
Yulia Smirnova F ZhHL (Russia) 0.03
Varvara Boriskova F ZhHL (Russia) 0.03
Alexandra Pyrkova D ZhHL (Russia) 0.03
Lexie Laing F PHF (North America) 0.03
Megan Eady D SDHL (Sweden) 0.03
Linnea Hedin D SDHL (Sweden) 0.03
Majken Gunnarsson F SDHL (Sweden) 0.03
Taylor Lum F ZhHL (Russia) 0.03
Irina Kuzevanova D ZhHL (Russia) 0.03
Yekaterina Zakharova F ZhHL (Russia) 0.03
Anastasia Mikhailova D ZhHL (Russia) 0.03
Maria Serova F ZhHL (Russia) 0.03
Tea Løkke Nyberg F SDHL (Sweden) 0.03
Klara Kenttälä F SDHL (Sweden) 0.03
Emelie Cordoba F SDHL (Sweden) 0.03
Alva Solberg D SDHL (Sweden) 0.03
Ebba Tärnfjord D SDHL (Sweden) 0.03
Lisa Östrup F SDHL (Sweden) 0.03
Oxana Shupenko F ZhHL (Russia) 0.03
Selma Tyreskog D SDHL (Sweden) 0.03
Wilma Germundsson Wäng D SDHL (Sweden) 0.03
Ella Jämsén F SDHL (Sweden) 0.03
Darya Kovalenko D ZhHL (Russia) 0.03
Valeria Samoilova F ZhHL (Russia) 0.03
Xin Fang F ZhHL (Russia) 0.02
Sofya Boriskina F ZhHL (Russia) 0.02
Anastasia Petrova F ZhHL (Russia) 0.02
Kamilla Mukhametdinova F ZhHL (Russia) 0.02
Ilmira Taipova F ZhHL (Russia) 0.02
Camryn Wong D ZhHL (Russia) 0.02
Alina Landyreva F ZhHL (Russia) 0.02
Irina Kuznetsova D ZhHL (Russia) 0.02
Kaitlin Tse D ZhHL (Russia) 0.02
Lidiya Malyavko F ZhHL (Russia) 0.02
Alyona Bobylyova F ZhHL (Russia) 0.02
Johanna Kellander D SDHL (Sweden) 0.02
Polina Doyanova F ZhHL (Russia) 0.02
Alyona Zubkova F ZhHL (Russia) 0.02
Alexandra Gorshkova D ZhHL (Russia) 0.02
Yelizaveta Dyundina F ZhHL (Russia) 0.02
Hanna Blomqvist D SDHL (Sweden) 0.02
Sarah Lecavalier F SDHL (Sweden) 0.02
Margot Möllersten D SDHL (Sweden) 0.02
Vega Muñoz F SDHL (Sweden) 0.02
Maja Ålenius D SDHL (Sweden) 0.02
Julia Johansson D SDHL (Sweden) 0.02
Maree Dijkema F SDHL (Sweden) 0.02
Emma Pfeffer F SDHL (Sweden) 0.02
Magdalena Winbo F SDHL (Sweden) 0.02
Klara Seroiszkova D SDHL (Sweden) 0.02
Polina Belozyorova D ZhHL (Russia) 0.02
Mengying Zhang F ZhHL (Russia) 0.02
Marina Lisina F ZhHL (Russia) 0.02
Yekaterina Shinkina F ZhHL (Russia) 0.02
Yelizaveta Velichko F ZhHL (Russia) 0.02
Maria Pushkar F ZhHL (Russia) 0.02
Anna Lopukhova F ZhHL (Russia) 0.02
Alyona Shmykova D ZhHL (Russia) 0.02
Ksenia Rakcheyeva F ZhHL (Russia) 0.02
Alexandra Gandzyuk D ZhHL (Russia) 0.02
Linnéa Pettersson Dove F SDHL (Sweden) 0.01
Julia Perjus F SDHL (Sweden) 0.01
Sofia Skriver F SDHL (Sweden) 0.01
Linnea Adelbertsson F SDHL (Sweden) 0.01
Maria Nikolayeva F ZhHL (Russia) 0.01
Tatyana Korablina F ZhHL (Russia) 0.01
Alina Smurova D ZhHL (Russia) 0.01
Viktoria Butorina F ZhHL (Russia) 0.01
Aisylu Rakhimova D ZhHL (Russia) 0.01
Yingying Guan F ZhHL (Russia) 0.01
Yekaterina Tishchenko F ZhHL (Russia) 0.01
Darya Kuznetsova D ZhHL (Russia) 0.01
Ksenia Kuimova D ZhHL (Russia) 0.01
Rui Zhu F ZhHL (Russia) 0.01
Alisa Kudelina D ZhHL (Russia) 0.01
Ulyana Sheven D ZhHL (Russia) 0.01
Vlada Nazarenko D ZhHL (Russia) 0.01
Lu Wen D ZhHL (Russia) 0.01
Polina Arkhipova D ZhHL (Russia) 0.01
Karina Akhmetova D ZhHL (Russia) 0.01
Data courtesy of Mikael Nahabedian

Before you start hammering out a tweet about how flawed these rankings are, it’s important to note that these rankings are blind to factors like total games played. All it cares about is a skaters’ rate of scoring, or Pts/GP (points per game). N-WHKYe has a lot of limitations, but that doesn’t mean it can’t provide valuable insight into things like how just how dominant Lara Stalder is in the SDHL or how exceptional Mikyla Grant-Mentis’ production is in the PHF this season.

Really, that is what N-WHKYe is all about — providing context to scoring rates and production in different leagues at different levels. It is because of this that we can use it as a tool to better understand what to expect from players when they move from one league to the next. What kind of production (Pts/GP) could we expect from a player who averaged 0.73 points per game in her USports career playing in the EWHL? Well, N-WHKYe can help us get a better idea of that. That’s pretty nifty, right?

Now, let’s take a look at some college hockey. Mikael provided the rankings of the top 500 players for NCAA D1 and USports to The Ice Garden, so let’s dive right in.

Top 500 NCAA D1 and USports Skaters in N-WHKYe at the Break

Name Pos League N-WHKYe
Name Pos League N-WHKYe
Gabbie Hughes F NCAA 0.86
Casey O'Brien F NCAA 0.86
Makenna Webster F NCAA 0.83
Elle Hartje F NCAA 0.82
Daryl Watts F NCAA 0.81
Elizabeth Giguère F NCAA 0.80
Sophie Jaques D NCAA 0.79
Jennifer Gardiner F NCAA 0.79
Caitrin Lonergan F NCAA 0.76
Claire Dalton F NCAA 0.75
Jenna Buglioni F NCAA 0.74
Clair DeGeorge F NCAA 0.74
Taylor Heise F NCAA 0.74
Kalty Kaltounkova F NCAA 0.73
Danielle Serdachny F NCAA 0.72
Anna Klein F NCAA 0.72
Alina Mueller F NCAA 0.69
Anna Klein F NCAA 0.66
Jade Downie-Landry F usports-w 0.65
Natalie Heising F NCAA 0.64
Charlotte Welch F NCAA 0.61
Kiara Zanon F NCAA 0.61
Theresa Schafzahl F NCAA 0.61
Maureen Murphy F NCAA 0.60
Gabrielle David F NCAA 0.60
Dara Greig F NCAA 0.60
Becca Gilmore F NCAA 0.60
Brianna Gaffney F usports-w 0.59
Audrey Belzile F usports-w 0.59
Chloé Aurard F NCAA 0.59
Paetyn Levis F NCAA 0.58
Keely Moy F NCAA 0.58
Emma Seitz D NCAA 0.58
Brittyn Fleming F NCAA 0.57
Marika Labrecque F usports-w 0.56
Dominique Petrie F NCAA 0.56
Skylar Fontaine D NCAA 0.55
Abigail Boreen F NCAA 0.55
Neleh Vigneau Sargeant F usports-w 0.53
Courtney Correia F NCAA 0.53
Gabby Rosenthal F NCAA 0.53
Peyton Hemp F NCAA 0.50
Vanessa Upson F NCAA 0.50
Shae Demale F usports-w 0.49
Chanreet Bassi F usports-w 0.48
Sophie Shirley F NCAA 0.48
Maddi Wheeler F NCAA 0.48
Liz Schepers F NCAA 0.48
Sadie Peart F NCAA 0.48
Taylor Lind F NCAA 0.48
Rebecca Vanstone F NCAA 0.48
Jenniina Nylund F NCAA 0.48
Anne Bloomer F NCAA 0.48
Gillis Frechette F NCAA 0.48
Bri Eid D NCAA 0.48
Tyra Meropoulis F usports-w 0.47
Maria Dominico F usports-w 0.47
Maggy Burbridge F usports-w 0.47
Catie Skaja F NCAA 0.45
Maude Poulin-Labelle D NCAA 0.45
Emily Oden F NCAA 0.45
Megan Bouveur F NCAA 0.45
Jeannie Wallner F NCAA 0.45
Rylind MacKinnon D usports-w 0.44
Katie Kaufman F NCAA 0.44
Kristin Della Rovere F NCAA 0.44
Izzy Daniel F NCAA 0.44
Alexa Hoskin F NCAA 0.43
Nicole Gosling D NCAA 0.43
Brigitte Laganière F usports-w 0.43
Émilie Lavoie F usports-w 0.43
Madison Bizal D NCAA 0.42
Sierra Burt F NCAA 0.42
Kelly Solak D NCAA 0.42
Lexie Adzija F NCAA 0.42
Clara Van Wieren F NCAA 0.42
Julia Nearis F NCAA 0.42
Chrissy Colizza F usports-w 0.42
Shay-Lee McConnell F usports-w 0.42
Megan Fergusson F usports-w 0.42
Krystin Lawrence F usports-w 0.42
Natálie Mlynková F NCAA 0.41
Tess Dettling F NCAA 0.41
Maggie Connors F NCAA 0.41
Taylor Trussler F usports-w 0.41
Kelsey King F NCAA 0.41
Kristy Pidgeon F NCAA 0.41
Nicole LaMantia D NCAA 0.41
Brooke McQuigge F NCAA 0.41
Sydney Bard D NCAA 0.41
Katie Chan F NCAA 0.41
Gabrielle De Serres D usports-w 0.40
Tamara Thiérus F NCAA 0.40
Abby Newhook F NCAA 0.40
Jenna Ruiz F NCAA 0.40
Hannah Bilka F NCAA 0.40
Lily Delianedis F NCAA 0.40
Kira Juodikis F NCAA 0.39
Alexa Ocel F NCAA 0.39
Sara Boucher F NCAA 0.39
Viki Harkness F NCAA 0.38
Jolena Gillard F usports-w 0.38
Lauren Dabrowski D usports-w 0.38
Brianna Brooks F NCAA 0.38
Abby Moloughney F NCAA 0.38
Mackenna Parker F NCAA 0.37
Emilie Prive F NCAA 0.37
Olivia Mobley F NCAA 0.37
Nicole Guidi D NCAA 0.37
Lindsay Bochna F NCAA 0.36
Liliane Perreault F NCAA 0.36
Charlotte Akervik D NCAA 0.36
Haley Winn D NCAA 0.36
Sarah Wozniewicz F NCAA 0.36
Amy Potomak F NCAA 0.36
Grace Bowlby D NCAA 0.36
Brooke Remington D NCAA 0.36
Naomi Rogge F NCAA 0.36
Tianna Ko F usports-w 0.36
Ireland Perrott F usports-w 0.36
Mackenzie Kordic F usports-w 0.36
Emerson Elliott F usports-w 0.36
Cassidy Maplethorpe F usports-w 0.36
Lauren Nicholson F usports-w 0.36
Carley Olivier D usports-w 0.36
Savannah Bouzide F usports-w 0.36
Marie-Pascale Bernier F usports-w 0.36
Katherine Birkby F usports-w 0.36
Sydney Benko F usports-w 0.36
Nicole Posesorski D usports-w 0.36
Rhys Cole-Ashbury D usports-w 0.36
Jessica Bélanger F usports-w 0.36
Madison Beishuizen F usports-w 0.36
Angelique Page F usports-w 0.36
Marah Wagner F NCAA 0.35
Maddie Mills F NCAA 0.35
Sarah Marchand F NCAA 0.35
Laura Fuoco F NCAA 0.35
Catherine Trevors F NCAA 0.35
Sydney Herrington F NCAA 0.35
Taylor House F NCAA 0.34
Kelly Browne F NCAA 0.34
Jess Schryver F NCAA 0.34
Katelyn Brightbill F NCAA 0.34
Allyson Simpson D NCAA 0.34
Erin Meyers F NCAA 0.34
Hayley Lunny F NCAA 0.34
Janie Poitras F usports-w 0.33
Lea MacLeod F usports-w 0.33
Alexa Vasko F NCAA 0.33
Jenna Goodwin F NCAA 0.33
Natalie Snodgrass F NCAA 0.33
Graysen Myers F NCAA 0.33
Morgan Wabick F NCAA 0.33
Taylor Wabick D NCAA 0.33
Kennedy Bobyck F NCAA 0.33
Maggie Culp F NCAA 0.33
Anna Bargman F NCAA 0.33
Carrigan Umpherville F NCAA 0.33
Brooklyn Paisley F usports-w 0.33
Courtney Kollman F usports-w 0.33
Laura Jardin F usports-w 0.33
Kenzie Robinson F usports-w 0.33
Lilla Carpenter-Boesch F usports-w 0.33
Madison Willan F usports-w 0.33
Emma Gentry F NCAA 0.32
Lauren Bernard D NCAA 0.32
Journey Miller F NCAA 0.32
Jessika Boulanger F usports-w 0.32
Ashley Stratton F usports-w 0.31
Payton Hargreaves F usports-w 0.31
Olivia Eustace F usports-w 0.31
Abby Lewis F usports-w 0.31
Miranda Hatt F usports-w 0.31
Jenna MacLean F usports-w 0.31
Audrey Gervais D usports-w 0.31
Paige Beebe F NCAA 0.31
Ida Kuoppala F NCAA 0.31
Brette Pettet F NCAA 0.31
Danielle Fox F NCAA 0.31
Rosy Demers F NCAA 0.31
Matilda af Bjur F NCAA 0.31
Megan Roe F NCAA 0.31
Sini Karjalainen D NCAA 0.31
Vita Poniatovskaia D NCAA 0.31
Isabella Weist F usports-w 0.31
Teghan Inglis D NCAA 0.30
Lauren Bellefontaine F NCAA 0.30
Julia Shaunessy D NCAA 0.30
Elizabeth Lang F usports-w 0.30
Natalie Kieser F usports-w 0.30
Makenzie McCallum F usports-w 0.30
Tatum Amy F usports-w 0.30
Brooklyn Gemmill F usports-w 0.30
Leah Herrfort F usports-w 0.30
Brooklyn Cole F usports-w 0.30
Keiara Raitt F usports-w 0.30
Katelyn Heppner D usports-w 0.30
Anneke Linser F NCAA 0.29
Anna Hurd F NCAA 0.29
Halle Edwards F usports-w 0.29
Gaby Roy F NCAA 0.29
Katie Keenan F NCAA 0.29
Julie Gough F NCAA 0.29
Val Caldwell F NCAA 0.29
Nina Steigauf F NCAA 0.29
Taylor Gillis F usports-w 0.29
Abby Hustler F NCAA 0.29
Reece Hunt F NCAA 0.29
Grace Heiting F NCAA 0.29
Kaitlyn O'Donohoe F NCAA 0.29
Brooke Bryant F NCAA 0.29
Rachel Teslak D NCAA 0.29
Summer-Rae Dobson F NCAA 0.29
Ally Johnson F NCAA 0.29
Shay Maloney F NCAA 0.29
Tiffany Hill F NCAA 0.29
Currie Putrah F NCAA 0.29
Mary McDonald F usports-w 0.28
Kara Mclean F usports-w 0.28
Jessymaude Drapeau F usports-w 0.28
Stéphanie Lalancette F usports-w 0.28
Audrey McCutcheon F NCAA 0.28
Sammy Smigliani F NCAA 0.28
Celine Tedenby F NCAA 0.28
Kendra Nealey D NCAA 0.28
Emma Buckles D NCAA 0.28
Brooke Jovanovich F NCAA 0.28
Victoria Klimek F NCAA 0.28
Jessica Kondas D NCAA 0.28
Mannon McMahon F NCAA 0.27
Courtney Vorster D NCAA 0.27
Kendall Cooper D NCAA 0.27
Tamina Kehler F usports-w 0.27
Frédérike Cyr F usports-w 0.27
Ali Borrow F usports-w 0.27
Ashley McFadden F usports-w 0.27
Payton Laumbach F usports-w 0.27
Mackenzie Butz D usports-w 0.27
Hannah Koroll D usports-w 0.27
Sydney Berta F usports-w 0.27
Paige McNeil F NCAA 0.26
Ali Beltz F NCAA 0.26
Tanner Gates D NCAA 0.26
Sydney Langseth F NCAA 0.26
Chantal Ste-Croix F NCAA 0.26
Lauren Messier F NCAA 0.25
Celine Pietraszek F NCAA 0.25
Maggie Peterson F usports-w 0.25
Katy Knoll F NCAA 0.25
Brooke Hobson D NCAA 0.25
Sydney Pedersen D NCAA 0.25
Holly Reuther F usports-w 0.25
Siobhan Birch F usports-w 0.25
Aislynn Byers D usports-w 0.25
Jada Habisch F NCAA 0.24
Ella Huber F NCAA 0.24
Aly McLeod F NCAA 0.24
Delani MacKay F NCAA 0.24
Chayla Edwards D NCAA 0.24
Nara Elia F NCAA 0.24
Courtney Maud F NCAA 0.24
Kristina Schuler F NCAA 0.24
Willow Corson F NCAA 0.24
Morgan Neitzke  F NCAA 0.24
Mackenzie Bourgerie F NCAA 0.24
Caroline Goffredo F NCAA 0.24
Kristina Shanahan F NCAA 0.24
Alyssa Holmes F NCAA 0.24
Corinne McCool F NCAA 0.24
Megan Wagner F NCAA 0.24
Emma Wuthrich F NCAA 0.24
Sena Takenaka D NCAA 0.24
Ava Kison F NCAA 0.24
Kelly Golini F NCAA 0.24
Gracie Ostertag D NCAA 0.24
Ann-Frederik Naud F NCAA 0.24
Lydia Passolt F NCAA 0.24
Annie Kuehl F NCAA 0.24
Emma Wilson F usports-w 0.24
Emma Giordano D usports-w 0.24
Ashley Keller F usports-w 0.24
Joelle Fiala F usports-w 0.24
Emma Irwin F usports-w 0.24
Malory Dominico F usports-w 0.24
Emily Baxter F usports-w 0.24
Elizabeth Lenardon F usports-w 0.24
Athena Hauck F usports-w 0.24
Maude Pépin F usports-w 0.24
Sophie Gareau F usports-w 0.24
Kennedy Whelan F usports-w 0.23
Sophia Gaskell F usports-w 0.23
Celeste Beaudoin F NCAA 0.23
Malia Schneider F NCAA 0.23
Shailynn Snow F NCAA 0.23
Emily Brown D NCAA 0.23
Skylar Irving F NCAA 0.23
Madison Primeau F NCAA 0.23
Claire Butorac F NCAA 0.23
Sophie Lupone F NCAA 0.22
Brooke Becker D NCAA 0.22
Caroline Peterson F NCAA 0.22
Maddy Corbett D usports-w 0.22
Sydney Lyndon D usports-w 0.22
Gabby Billing F NCAA 0.22
Cassandra Nevers D NCAA 0.22
CC Bowlby F NCAA 0.22
Rachel Bjorgan F NCAA 0.21
Madeline Wethington D NCAA 0.21
Maggie MacEachern D NCAA 0.21
Claire Peterson D NCAA 0.21
Madison Mashuga F NCAA 0.21
Kate Gregoire F usports-w 0.21
Emma Bergesen D usports-w 0.21
Catherine Longchamps D usports-w 0.21
Zoé Thibault F usports-w 0.21
Madison Solie D usports-w 0.21
Casey Adimey D NCAA 0.21
Alexie Guay D NCAA 0.21
Riena Jahnke F NCAA 0.21
Marissa Massaro F NCAA 0.21
Lily Humphrey F NCAA 0.21
Rene Gangarosa D NCAA 0.21
Jenna Abeyta D NCAA 0.21
Sophie Lalor F usports-w 0.21
Aliya Jomha F usports-w 0.21
Ireland Sorestad F usports-w 0.21
Sarah Dennehy F usports-w 0.21
Marielle Parks F NCAA 0.20
Olivia Reid F usports-w 0.20
Hannah Tait F usports-w 0.20
Paige McArthur F usports-w 0.20
Rylee Hogan F usports-w 0.20
Ashley Maitre D usports-w 0.20
Jessica Gribbon F usports-w 0.20
Maren Friday D NCAA 0.20
Audrey Wethington F NCAA 0.20
Lauren Severson F NCAA 0.20
Lindsay Maloney F NCAA 0.20
Megan Carter D NCAA 0.20
Nicole Kelly F NCAA 0.20
Jada Christian F NCAA 0.20
Jessica DiGirolamo D NCAA 0.20
Eleri MacKay F NCAA 0.20
Emma Roland F NCAA 0.20
Taylor Joyce F usports-w 0.20
Julia Bird F usports-w 0.20
Ashton Thorpe D usports-w 0.20
Rachel Goff F NCAA 0.20
Nicole Bessinger F NCAA 0.20
Kylie Lesuk F usports-w 0.20
Kaia Borbandy F usports-w 0.20
Katie Kotlowski D NCAA 0.19
Savannah Norcross F NCAA 0.19
Taylor Nelson F NCAA 0.19
Olivia Knowles D NCAA 0.19
Alexis Paddington F NCAA 0.19
Laurence Frenette F NCAA 0.19
Claire Vekich F NCAA 0.19
Erin Arsenault F usports-w 0.19
Kamdyn Switzer F usports-w 0.19
Nicole Vallario D NCAA 0.19
Cassidy Jones F NCAA 0.19
Abby Promersberger F NCAA 0.19
Emily King F NCAA 0.18
Landyn Pitts F usports-w 0.18
Erica Plourde F usports-w 0.18
Lillian George F usports-w 0.18
Lexie Murphy F usports-w 0.18
Caleigh Meraw D usports-w 0.18
Ellen Laurence F usports-w 0.18
Reagan Minor F usports-w 0.18
Ella Vande Sompel D usports-w 0.18
Hannah MacDonald D usports-w 0.18
Neisha Germann F usports-w 0.18
Rachel Paul F usports-w 0.18
Chantal Ricker F usports-w 0.18
Jordan Kulbida F usports-w 0.18
Taylor Anker F usports-w 0.18
Ellie Brown F usports-w 0.18
Abby Shirley F usports-w 0.18
Grace Elliott F usports-w 0.18
Kate Gallant F usports-w 0.18
Kate Ball F usports-w 0.18
Laura Ellis F usports-w 0.18
Abby Howland F usports-w 0.18
Louie Bieman F usports-w 0.18
Céline Frappier F usports-w 0.18
Rylee Davison D usports-w 0.18
Courtney Gardiner F usports-w 0.18
Kaleigh Quennec F usports-w 0.18
Gabrielle Underwood F usports-w 0.18
Erin Ross F usports-w 0.18
Elissa Benjamin F usports-w 0.18
Megan Johnston F usports-w 0.18
Emily Visser F usports-w 0.18
Corinne Hudson F usports-w 0.18
Quinn Johnston F usports-w 0.18
Trisha Cho D usports-w 0.18
Emily Eikelboom F usports-w 0.18
Madison Lalonde F usports-w 0.18
Scout Watkins-Southward F usports-w 0.18
Natalie Wozney F usports-w 0.18
Kelsey Dunn F usports-w 0.18
Emma Thomas F usports-w 0.18
Kate Scidmore F usports-w 0.18
Jocelyn Elliott D usports-w 0.18
Marie-Camille Théorêt D usports-w 0.18
Justine Yelle F usports-w 0.18
Kiah Vail D usports-w 0.18
Jenna Morais F usports-w 0.18
Angélique Proulx D usports-w 0.18
Julia Blitz F NCAA 0.18
Brianna Legros D NCAA 0.18
Mireille Martin F usports-w 0.17
Stephanie Markowski D NCAA 0.17
Ashley McCutcheon F usports-w 0.16
Molly Kunnas F usports-w 0.16
Lydia MacLellan D usports-w 0.16
Jaime Kastelic D usports-w 0.16
Jana Headrick D usports-w 0.16
Alex Woods D usports-w 0.16
McKiya Mazur F usports-w 0.16
Chloe Vukosa F usports-w 0.16
Gabrielle Noordijk D usports-w 0.16
Audrey-Anne Veillette F usports-w 0.16
Amélie Poiré-Lehoux F usports-w 0.16
Joannie Garand F usports-w 0.16
Kiara Machry D usports-w 0.16
Ella Krushelnicki D usports-w 0.16
Brooklyn Anderson F usports-w 0.16
Abby Wamboldt F usports-w 0.15
Myah Bowal F usports-w 0.15
Ally Clements D usports-w 0.15
Jessica Legault D usports-w 0.15
Trechelle Bunn D usports-w 0.15
Laurie Fontaine D usports-w 0.15
Maddy Walsh D usports-w 0.15
Taylor Sawka F usports-w 0.15
Kennedy Brown F usports-w 0.15
Paige Hubbard F usports-w 0.15
Stephanie Desjardins F usports-w 0.15
Elizabeth Mura D usports-w 0.15
Bailee Bourassa F usports-w 0.15
Aryn Chambers D usports-w 0.15
Keanna Oshowy F usports-w 0.14
Ashley Penney F usports-w 0.14
Jena Barscello F usports-w 0.14
Rosalie Bégin-Cyr F usports-w 0.14
Camille Dumont F usports-w 0.14
Annabel Faubert D usports-w 0.14
Maria Manarolis F usports-w 0.14
Chloé Gendreau F usports-w 0.14
Erin Armstrong D usports-w 0.14
Emmy Fecteau F usports-w 0.14
Anna MacCara F usports-w 0.14
Aimee O'Neill F usports-w 0.14
Chihiro Suzuki F usports-w 0.14
Lauren Ianni F usports-w 0.14
Madison Melo F usports-w 0.14
Caroline Eagles D usports-w 0.14
Natasha Athanasakos F usports-w 0.14
Avery Peer D usports-w 0.14
Kelsey McHolm F usports-w 0.14
Jaime Magoffin F usports-w 0.14
Alayna Wagstaff F usports-w 0.13
Jullian Duggan F usports-w 0.13
Anna Purschke F usports-w 0.13
Cassidy Stasiuk F usports-w 0.13
Danica Namaka F usports-w 0.13
Emma Pye F usports-w 0.12
Kaela Thomson F usports-w 0.12
Jacey Dane F usports-w 0.12
Mariah Carey F usports-w 0.12
Claire Nimegeers F usports-w 0.12
Paige Outhouse F usports-w 0.12
Shani Rossignol F usports-w 0.12
Lauren Focht F usports-w 0.12
Samantha Sichkaruk F usports-w 0.12
Vanessa Klimpke F usports-w 0.12
Hailey Maurice F usports-w 0.12
Jordyn Matthews F usports-w 0.12
Jadynn Morden F usports-w 0.12
Abby Krzyzaniak D usports-w 0.12
Kara Kondrat F usports-w 0.12
Mallory Dyer F usports-w 0.12
Grace Tam D usports-w 0.12
Megan Long D usports-w 0.12
Katie Chatyrbok F usports-w 0.12
Kyrelle Skoye D usports-w 0.12
Raphaëlle Pouliot F usports-w 0.12
Madison Cronkwright F usports-w 0.12
Allison Stevenson F usports-w 0.12
Kelly-Ann Nadeau D usports-w 0.12
Lexie Small F usports-w 0.12
Lacey DiMaulo F usports-w 0.12
Madison Laberge D usports-w 0.12
Avery Horlock F usports-w 0.12
Sophie Bujold F usports-w 0.12
Erika Crouse F usports-w 0.12
Emma Thomas D usports-w 0.12
Lauren MacDonnell F usports-w 0.12
Amanda Desrochers D usports-w 0.12
Mia Rogers F usports-w 0.12
Alyson Reeves F usports-w 0.12
Allison Hayhurst D usports-w 0.12
Jamie Watson D usports-w 0.12
Emily Ignagni D usports-w 0.12
Katie Chomiak F usports-w 0.12
Olivia Giardetti F usports-w 0.12
Jamie Aspropotamitis F usports-w 0.12
Ashtyn Denomme F usports-w 0.12
Kathleen Reedman D usports-w 0.12
Alice Fillion F usports-w 0.12
Majorie Bolduc F usports-w 0.12
Alèxe Clavelle F usports-w 0.12
Noémie Garneau D usports-w 0.12
Noémie Thibault D usports-w 0.12
Ariane Aubin F usports-w 0.12
Andrea Sanderson F usports-w 0.12
Mackenzie Drake F usports-w 0.11
McKinley Nelson F usports-w 0.11
Eve Leblanc D usports-w 0.11
Tallon Stephenson F usports-w 0.11
Pascale Lebeau D usports-w 0.11
Alix Yallowega F usports-w 0.11
Sophie Vandale D usports-w 0.11
Taylor Keeping F usports-w 0.11
Marika Gagnon F usports-w 0.11
Bree Kennedy F usports-w 0.11
Olivia Pridham D usports-w 0.11
Kennesha Miswaggon D usports-w 0.11
Alexa McMillan D usports-w 0.10
Laura Horwood F usports-w 0.10
Marley Van den Oetelaar D usports-w 0.10
Sophie Grawbargar F usports-w 0.10
Jessica Haner F usports-w 0.10
Jaden Cherry F usports-w 0.10
Maggi DeWolf Russ F usports-w 0.10
Devynn Dion D usports-w 0.10
Lauren Omoto D usports-w 0.10
Sage McElroy-Scott F usports-w 0.10
Katia Pelowich F usports-w 0.10
Lauren Legault F usports-w 0.10
Josie Chisholm D usports-w 0.10
Lauren Carter F usports-w 0.10
Megan Pardy F usports-w 0.10
Katelynn Nice D usports-w 0.10
Breanne Trotter F usports-w 0.10
Olivia Leggett D usports-w 0.10
Alexia Desforges F usports-w 0.09
Lauren Steele F usports-w 0.09
Maddy McCleary F usports-w 0.09
Brooke Stanford D usports-w 0.09
Emma Bishop D usports-w 0.09
Isadora Quirion F usports-w 0.09
Émilie Lalancette D usports-w 0.09
Allison Reich F usports-w 0.09
Jordyn Holmes F usports-w 0.09
Keyera Nelson F usports-w 0.09
Jayme Doyle F usports-w 0.09
Jenna Fletcher F usports-w 0.09
Emma Piers F usports-w 0.09
Kendra Zuchotzki D usports-w 0.09
Taylor Beck F usports-w 0.09
Jayden Thompson F usports-w 0.09
Katherine Chadwick F usports-w 0.09
Melanie Drost F usports-w 0.09
Brooklyn Tews D usports-w 0.09
Laura Cook D usports-w 0.09
Isabella Pozzi D usports-w 0.09
Kate Wagner D usports-w 0.09
Jordyn Burgar F usports-w 0.09
Rebecca Clarke F usports-w 0.09
Jayden Stitt D usports-w 0.09
Sydney Paulson F usports-w 0.09
Ava Benedict F usports-w 0.09
Brielle Caruso D usports-w 0.09
Madison Davey F usports-w 0.09
Kallie Clouston F usports-w 0.09
Nicole Mackinnon F usports-w 0.09
Jori Hansen-Young D usports-w 0.09
Alli McKeown F usports-w 0.09
Ava Ricker-Singh D usports-w 0.09
Meaghan Chittick F usports-w 0.09
Olivia Sutton D usports-w 0.09
Mylene Lefebvre F usports-w 0.09
Nikki McDonald F usports-w 0.09
Madison Pritchard F usports-w 0.09
Avry Pedersen F usports-w 0.09
Mackenziee Marshall D usports-w 0.09
Nicole Hunter D usports-w 0.09
Aubrey Lefler D usports-w 0.09
Kelsey Hall F usports-w 0.09
Abbey Campbell F usports-w 0.09
Stéphanie Chouchani F usports-w 0.09
Annika Scurfield F usports-w 0.09
Nicole MacNeil D usports-w 0.09
Avery Lee F usports-w 0.09
Sandrine Hachez F usports-w 0.09
Mackenzie Loupelle F usports-w 0.09
Sophia Lombardo D usports-w 0.09
Polina Goncharova F usports-w 0.09
Samantha Andrews D usports-w 0.09
Jackie Grosso F usports-w 0.09
Kara denHoed D usports-w 0.09
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Karine Sandilands F usports-w 0.08
Chloé Duchesneau D usports-w 0.08
Camie Matteau Rushbrook F usports-w 0.08
McKenzie Mayo D usports-w 0.08
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Chloe Oleksiuk F usports-w 0.07
Quynn Campbell F usports-w 0.07
Annalise Wong F usports-w 0.07
Rachel Gottfried D usports-w 0.07
Emily Holmes D usports-w 0.07
Brooke Michaud F usports-w 0.07
Mackenzie Krasowski F usports-w 0.07
Stephanie Caleca D usports-w 0.07
Janneke Watt F usports-w 0.07
Marisa Valla D usports-w 0.07
Erin Denny F usports-w 0.07
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Manson Beishuizen F usports-w 0.07
Tori Butler D usports-w 0.07
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Mollie Grabe F usports-w 0.07
Chiara Esposito F usports-w 0.07
Autumn Moors F usports-w 0.07
Olivia Stock D usports-w 0.07
Katie Cameron D usports-w 0.07
Ashlee Wolfe F usports-w 0.06
Amanda Murray F usports-w 0.06
Ariana Pinchuk D usports-w 0.06
Lyndsey Janes F usports-w 0.06
Lauren Papp D usports-w 0.06
Rylee Gluska F usports-w 0.06
Joie Simon F usports-w 0.06
Megan Wilson F usports-w 0.06
Sage Desjardins F usports-w 0.06
Makena Kushniruk F usports-w 0.06
Olivia Leier F usports-w 0.06
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Mila Verbicky F usports-w 0.06
Kallie O'Hearn D usports-w 0.06
Trinity Grove F usports-w 0.06
Larissa Bohlken D usports-w 0.06
Kaila Powell D usports-w 0.06
Isabelle Lajoie F usports-w 0.06
Reilley Kellner F usports-w 0.06
Madeline Stanley F usports-w 0.06
Ashley Sutherland D usports-w 0.06
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Lyndsy Acheson D usports-w 0.06
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Katy McKenna F usports-w 0.06
Kaitlin Saxton D usports-w 0.06
Jillian Banks D usports-w 0.06
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Elizabeth Gauthier F usports-w 0.06
Abbey Borbandy D usports-w 0.06
Alex Maw F usports-w 0.06
Jamie Bulleid F usports-w 0.06
Nicole Escano D usports-w 0.06
Allie Hood D usports-w 0.05
Katie Rankin F usports-w 0.05
Francesca Monte D usports-w 0.05
Jordyn Blais F usports-w 0.05
Rachel O'Toole D usports-w 0.05
Émilie-Renée Paquin F usports-w 0.05
Zoey Westervelt F usports-w 0.05
Emma Penner F usports-w 0.05
Clémence Dumesnil F usports-w 0.05
Rachael Carson F usports-w 0.05
Talli Warren D usports-w 0.05
Chelsea Krahenbil F usports-w 0.05
Florence Awde D usports-w 0.05
Lianne Desforges F usports-w 0.05
Lucy Newman F usports-w 0.05
Ashlee Hirschfield D usports-w 0.05
Julia Lee D usports-w 0.05
Brooke Anderson F usports-w 0.05
Julia Cuccia F usports-w 0.05
Taylor Coward F usports-w 0.05
Tori Verbeek F usports-w 0.05
Stéphanie Léger D usports-w 0.05
Breanne Dondo D usports-w 0.05
Kailee Peppler D usports-w 0.05
Julia McLennan D usports-w 0.05
Juliette Blais-Savoie F usports-w 0.05
Tayler Murphy F usports-w 0.05
Mishayla Christensen F usports-w 0.04
Rebekah Feld D usports-w 0.04
Raelene Verbruggen D usports-w 0.04
Ria Stevens F usports-w 0.04
Justine Pelletier F usports-w 0.04
Paige Cohoon D usports-w 0.04
Adela Juzkova F usports-w 0.04
Camryn Gillis D usports-w 0.04
Raea Gilroy F usports-w 0.04
Ryleigh White D usports-w 0.04
Jadyn Kushniruk F usports-w 0.04
Makenna Schuttler F usports-w 0.04
Abby Beale F usports-w 0.04
Kailey Ledoux F usports-w 0.03
Mackenzie Dachuk F usports-w 0.03
Chelsea Debusschere D usports-w 0.03
Jasper Desmarais F usports-w 0.03
Annie Gillis D usports-w 0.03
Bridget Rezansoff D usports-w 0.03
Meg Dyer D usports-w 0.03
Brooke Legault F usports-w 0.03
Stephanie Keeper F usports-w 0.03
Camille Enns D usports-w 0.03
Jaidia Pisani D usports-w 0.03
Lauren Warkentin D usports-w 0.03
Lainie Nichols D usports-w 0.03
Nicole Fry F usports-w 0.03
Jenna Merk F usports-w 0.03
Kelsey Tangjerd F usports-w 0.03
Tori Williams D usports-w 0.03
Chloe Reid F usports-w 0.03
Natalie MacKay F usports-w 0.03
Hayleigh Craig F usports-w 0.03
Dana Wood D usports-w 0.03
Shaylee Scraba F usports-w 0.03
Sydney Stotski F usports-w 0.02
Martina Barclay F usports-w 0.02
Ruby Loughton F usports-w 0.02
Maritza LaBrie F usports-w 0.02
Stephanie Peladeau D usports-w 0.02
Jordyn Clark D usports-w 0.02
Jenna Miller F usports-w 0.02
Rory Aiken D usports-w 0.02
Jaiden Duncan D usports-w 0.00
Abby Hooper D usports-w 0.00
Erika Ehrenberg D usports-w 0.00
Logan Biggs F usports-w 0.00
Fallon Sholdice D usports-w 0.00
Sara Kendall F usports-w 0.00
Sandrine Lavictoire D usports-w 0.00
Claire Banks D usports-w 0.00
Éloise Jure D usports-w 0.00
Jessica Soon F usports-w 0.00
Sara Lachance F usports-w 0.00
Mia Landry D usports-w 0.00
Kyra Minoletti F usports-w 0.00
Gabriella Goodall F usports-w 0.00
Jade Todd F usports-w 0.00
Megan Dyck F usports-w 0.00
Kamryn Grooms F usports-w 0.00
Anita Fleming F usports-w 0.00
Megan Bureau-Gagnon F usports-w 0.00
Sydni Bird D usports-w 0.00
Alyssa Biesenthal F usports-w 0.00
Ella Watson F usports-w 0.00
Sydney Oitomen F usports-w 0.00
Rebecca Lopes D usports-w 0.00
Rian Santos F usports-w 0.00
Lucie Quarto F usports-w 0.00
Hanna Unis-Thibault F usports-w 0.00
Kaitlyn Bassett D usports-w 0.00
Jaimee MacDonald D usports-w 0.00
Shelby Sly F usports-w 0.00
Jenna MacLean D usports-w 0.00
Payton Kerr F usports-w 0.00
Maddie Briggs D usports-w 0.00
Krystèle Fontaine D usports-w 0.00
Anika Kuepfer D usports-w 0.00
Julianna Duma F usports-w 0.00
Mackenzie Borgfjord D usports-w 0.00
Makayla Le D usports-w 0.00
Amy Maitre D usports-w 0.00
Pascale Desmarais F usports-w 0.00
Hayden Serniuk F usports-w 0.00
Madisyn Smith D usports-w 0.00
Aki Fujiumori F usports-w 0.00
Mia DiNardo F usports-w 0.00
Nicole Soon F usports-w 0.00
Ariane Minville D usports-w 0.00
Catherine Berger-Dubé D usports-w 0.00
Jessie Herner D usports-w 0.00
Gabrielle Rousseau D usports-w 0.00
Jayden Thorpe F usports-w 0.00
Alyssa MacMillan F usports-w 0.00
Kate MacLean F usports-w 0.00
Sara DiFilippo F usports-w 0.00
Hannah Ryan F usports-w 0.00
Joelle Gagnon F usports-w 0.00
Chloe Hawes F usports-w 0.00
Christine Deaudelin D usports-w 0.00
Mikaila Kraczynski D usports-w 0.00
Taylor Scott F usports-w 0.00
Tessa Kosec D usports-w 0.00
Mayla Mayer F usports-w 0.00
Gabrielle Fecteau F usports-w 0.00
Kamryn Johnson D usports-w 0.00
Amelia Lackie D usports-w 0.00
Kylie Lalonde F usports-w 0.00
Arianne Gagnon F usports-w 0.00
Olivia Hilton D usports-w 0.00
Alyssa Denney D usports-w 0.00
Alexandra Boulanger F usports-w 0.00
Sydney Olsen D usports-w 0.00
Lanie Guimond F usports-w 0.00
Leyla Gagnon F usports-w 0.00
Sophie Young F usports-w 0.00
Angelina Callocchia D usports-w 0.00
Audrey-Ann Rodrigue F usports-w 0.00
Kassidy Ford D usports-w 0.00
Marissa Murphy F usports-w 0.00
Avery Durie D usports-w 0.00
Kennedy Prachnau D usports-w 0.00
Olivia Deciantis D usports-w 0.00
Kayla Welk F usports-w 0.00
Darcee Hall F usports-w 0.00
Emily Smythe F usports-w 0.00
Tiana Faccio F usports-w 0.00
Charly Lindberg F usports-w 0.00
Olivia Hale D usports-w 0.00
Beth Taylor F usports-w 0.00
Kate Lengyel D usports-w 0.00
Justina Beard F usports-w 0.00
Jada Livingston D usports-w 0.00
Elizabeth Beiersdorfer D usports-w 0.00
Eryn Wolfe F usports-w 0.00
Katherine Heard F usports-w 0.00
Kira Memet F usports-w 0.00
Julia McDonnell F usports-w 0.00
Brooklyn Duff F usports-w 0.00
Madison Cole F usports-w 0.00
Gabrielle Lehoux D usports-w 0.00
Stéphanie Lemelin D usports-w 0.00
Samantha Spagnol F usports-w 0.00
Mia Bierd F usports-w 0.00
Maija Hooyer D usports-w 0.00
Raegan Yewdall F usports-w 0.00
Emilie Simmons F usports-w 0.00
Carys Collie F usports-w 0.00
Brette Kerley F usports-w 0.00
Sara McLennan D usports-w 0.00
Alexandra Calderone D usports-w 0.00
Morgan Dezell F usports-w 0.00
Paris Oleksyn F usports-w 0.00
Alexia Ursua F usports-w 0.00
Morgan Ramsay F usports-w 0.00
Tianna Yaremko D usports-w 0.00
Kennedy Ward D usports-w 0.00
Ariane Julien D usports-w 0.00
Britney Zack D usports-w 0.00
Sarah Bestic D usports-w 0.00
Alyssa Wouda F usports-w 0.00
Ashley Taciuk F usports-w 0.00
Jade Ridgewell D usports-w 0.00
Brianna Bowman D usports-w 0.00
Carly Orth F usports-w 0.00
Brooklyn Schroeder F usports-w 0.00
Catriona Cormier F usports-w 0.00
Julianna Parks F usports-w 0.00
Lauren Bell F usports-w 0.00
Kyle Bertrand D usports-w 0.00
Charlotte Melindy D usports-w 0.00
Sarah Rettinger F usports-w 0.00
Emma McKnight F usports-w 0.00
Blaire Allison D usports-w 0.00
Samantha Wood F usports-w 0.00
Emily Johnston F usports-w 0.00
Emily Lange F usports-w 0.00
Madeline Schroder D usports-w 0.00
Miranda Heidt F usports-w 0.00
Kaylee Dyer F usports-w 0.00
Desi Wiens F usports-w 0.00
Shyla Kirwer F usports-w 0.00
Kailey Lapensee D usports-w 0.00
Kenedy Choma F usports-w 0.00
Olivia MacMillian F usports-w 0.00
Emily Davis-Tope D usports-w 0.00
Megan Laviolette D usports-w 0.00
Robin Ketcheson F usports-w 0.00
Emma Tait F usports-w 0.00
Hayley Szymanowski F usports-w 0.00
Chloe Davidson F usports-w 0.00
Kassidy McCarthy F usports-w 0.00
Sarah Campbell D usports-w 0.00
Tatum James F usports-w 0.00
Claire O'Donoghue F usports-w 0.00
Kalli Hiebert D usports-w 0.00
Lindsey Smith D usports-w 0.00
Lauren Beaulieu F usports-w 0.00
Baie Marcantonio F usports-w 0.00
Brenna Nicol F usports-w 0.00
Brooklyn Bastarache D usports-w 0.00
Rebecca Hall D usports-w 0.00
Avery Vickers D usports-w 0.00
Emma Thomas D usports-w 0.00
Mallory Thornhill D usports-w 0.00
Marie-Pier Dubé F usports-w 0.00
Ellen Donaldson F usports-w 0.00
Noémie Chiasson F usports-w 0.00
Jessica Martens F usports-w 0.00
Sasha Brucker F usports-w 0.00
Marie Terriault F usports-w 0.00
Tiah Scichilone F usports-w 0.00
Teghan MacRae D usports-w 0.00
Kaycyn Hernandez D usports-w 0.00
Lexy Anonech F usports-w 0.00
Jessica Kouleas D usports-w 0.00
Kalie Chan D usports-w 0.00
Julia Jackson F usports-w 0.00
Jennifer Andrash F usports-w 0.00
Elizabeth Coleman D usports-w 0.00
Rorie Ringor F usports-w 0.00
Maya Graham F usports-w 0.00
Maddie Nicholson F usports-w 0.00
Sydney Hiltz F usports-w 0.00
Kyra McDonald F usports-w 0.00
Cheyanna Harden F usports-w 0.00
Ilena Ricker-Singh D usports-w 0.00
Belle Jacobs D usports-w 0.00
Audrey Lavallée F usports-w 0.00
Bailey Brooks D usports-w 0.00
McKenna Bolger D usports-w 0.00
Mika Chang F usports-w 0.00
Mikayla Flanagan F usports-w 0.00
Kate Bumstead D usports-w 0.00
Carley Blomberg F usports-w 0.00
Ashley Robitaille D usports-w 0.00
Rebecca Thiessen D usports-w 0.00
Sage Sansregret F usports-w 0.00
Mya Healey F usports-w 0.00
Avery Penner D usports-w 0.00
Brooklyn Stevely D usports-w 0.00
Sydney Hughson D usports-w 0.00
Vanessa McKinnon F usports-w 0.00
Sierra LaPlante D usports-w 0.00
Chloe Snaith D usports-w 0.00
Megan Harley F usports-w 0.00
Mia Väänänen D usports-w 0.00
Robyn Short D usports-w 0.00
Jace Scott D usports-w 0.00
Annaliese Meier F usports-w 0.00
Camryn Amundson F usports-w 0.00
Cassie Clarke D usports-w 0.00
Brooke Dennett F usports-w 0.00
Bronwyn Boucher F usports-w 0.00
Brielle Dacquay-Neveux D usports-w 0.00
Janique Lamoureux F usports-w 0.00
Laura Brown D usports-w 0.00
Katelyn Bouwman F usports-w 0.00
Mya Chisholm F usports-w 0.00
Kaiya Maracle F usports-w 0.00
Madelaine Poirier F usports-w 0.00
Emilie Comeau D usports-w 0.00
Island Bernard-Docker D usports-w 0.00
Emily Gravelle D usports-w 0.00
Data courtesy of Mikael Nahabedian

So, apparently, Gabbie Hughes is pretty good, huh? Let’s see, 35 points in 18 games in her senior season at UMD? Yep. We can file that under pretty good. How about Wisconsin sophomore Casey O’Brien with 21 goals and 17 assists in 22 games? Which season is more impressive to you? Hughes the senior or O’Brien the sophomore?

As the 2021-22 hockey season resumes, we can turn to tools like N-WHKYe to put production into perspective. Given what we’ve seen in both the pro and collegiate landscape thus far, we could have some historically significant seasons on our hands. Will Stalder be able to soar past her record 82-point campaign from last season? How many points will Grant-Mentis need to score this year for her 2021-22 campaign to be weighed against Allie Thunstrom scoring 24 goals (and picking up 12 assists) in 24 games in 2019-20?

I can’t wait to find out.

Data courtesy of and Mikael Nahabedian (@hunterofstats).