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Women's College Hockey Women's Hockey

ChampsRankELO – Dec. 14, 2025

This is the third iteration of the ChampsRankELO ranking report. An explanation of the methodology can be found here.

Note: In the next few days, the rankings will be updated automatically.

Click here to view our other Dec. 14th ranking: ChampsRankSOS

ChampsRankELO: DI Women’s College Hockey

as of December 14, 2025

RankTeamELO RatingGames Played
1Wisconsin170020
2Ohio State165118
3Penn State164018
4UConn162118
5Princeton162115
6Northeastern161619
7Minnesota160718
8Minnesota Duluth158918
9Quinnipiac157820
10Clarkson156519
11Minnesota State153820
12Mercyhurst153422
13Yale153016
14St. Cloud State152520
15Cornell151916
16Holy Cross151821
17Colgate151620
18Franklin Pierce151419
19St. Lawrence150521
20RIT150422
21Boston College150320
22Maine149420
23New Hampshire149121
24Vermont148920
25Robert Morris148824
26Brown148616
27Union148320
28Boston University148218
29Harvard148114
30Providence146519
31St. Thomas146120
32Stonehill145919
33Syracuse145822
34Saint Anselm145720
35Assumption145620
36RPI144921
37Dartmouth144316
38Lindenwood143222
39Bemidji State142618
40Merrimack140518
41LIU139818
42Post139520
43Sacred Heart135918
44Delaware135120
45Saint Michaels128316

ChampsRankELO Rankings Comparison: December 7 vs December 14, 2025

The ChampsRankELO rankings were stable in positions, with all top 10 teams holding their spots from December 7 to December 14. However, every team in the top 10 saw rating declines, reflecting the time-decay model’s gradual reduction of older game weights. Wisconsin remains #1 but dropped from 1718 to 1700.39 ELO points, while Ohio State held #2 but fell from 1664 to 1650.98. Penn State stayed at #3 (1646 → 1639.98), and the tight race between Princeton (#4, 1633 → 1621.01) and UConn (#5, 1632 → 1621.30) narrowed to 0.29 ELO points. The consistent downward trend across all teams suggests that the limited game activity between December 7–14 (only five games completed, none involving top-ranked teams) allowed the time-decay mechanism to reduce the weight of older results without new competitive outcomes to offset the decline.

The middle rankings (6–10) followed the same pattern, with Northeastern (#6, 1625 → 1616.07), Minnesota (#7, 1616 → 1607.47), Minnesota Duluth (#8, 1598 → 1589.43), Quinnipiac (#9, 1584 → 1578.41), and Clarkson (#10, 1569 → 1565.48) all experiencing modest rating decreases while maintaining their positions. The ELO system’s sequential processing and time-decay mechanism mean that without new games to process, teams’ ratings naturally decline as older games lose weight. This week’s sparse schedule, combined with the fact that the few games played (involving Dartmouth, Robert Morris, LIU, Saint Anselm, Saint Michaels, Brown, and Yale) didn’t involve any top-ranked teams, explains why the rankings remained static in terms of positions but showed uniform rating decreases across the board.

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Women's College Hockey Women's Hockey

ChampsRankELO – Dec. 7, 2025

This is the second iteration of the ChampsRankELO ranking report. An explanation of the methodology can be found here.

Note: In the next few days, the rankings will be updated automatically.

Click here to view our other ranking: ChampsRankSOS

ChampsRankELO: DI Women’s College Hockey

as of December 7, 2025

RankTeamELO RatingGames Played
1Wisconsin171820
2Ohio State166418
3Penn State164618
4Princeton163315
5UConn163218
6Northeastern162519
7Minnesota161618
8Minnesota Duluth159818
9Quinnipiac158420
10Clarkson156919
11Minnesota State153720
12Mercyhurst153122
13St. Cloud State153020
14Yale152516
15Franklin Pierce152519
16Colgate151620
17Cornell151516
18Holy Cross151421
19St. Lawrence150421
20Boston College150420
21Maine149620
22RIT149622
23Vermont149020
24Saint Anselm148919
25New Hampshire148921
26Boston University148318
27Brown148016
28Union148020
29Harvard147414
30Stonehill146519
31Providence146419
32St. Thomas145820
33Assumption145620
34Syracuse145022
35Robert Morris144122
36RPI143921
37LIU143516
38Lindenwood142322
39Bemidji State141618
40Dartmouth140314
41Merrimack139718
42Post139420
43Sacred Heart135618
44Delaware133820
45Saint Michaels129815

The top two flipped

On Nov 30, Ohio State was #1 (1712) and Wisconsin #2 (1663). On Dec 7, Wisconsin is #1 (1718.14) and Ohio State #2 (1663.97). Wisconsin’s 6-1 win at Ohio State on Dec 6 drove the change, boosting Wisconsin by ~55 points and dropping Ohio State by ~48.

Weekend results impact

Other Dec 5–6 results shifted rankings. Princeton moved from #8 (1588) to #4 (1631.55) after a 6-1 win at Colgate and a 3-2 win at Cornell. UConn dropped from #3 (1647) to #5 (1630.92) after a 1-1 OT tie with Boston University and a 3-2 loss at Boston University. Penn State moved from #4 (1644) to #3 (1645.64) with steady results. Minnesota dropped from #5 (1599) to #7 (1616.00) despite a 4-1 win over St. Thomas, as other teams gained more from their results.

Notable movements in the middle rankings

Northeastern moved from #6 (1598) to #6 (1625) after a 3-1 win at Boston College. Minnesota Duluth moved from #7 (1597) to #8 (1597.5) after a 4-0 win at Bemidji State. The ELO system’s sequential processing and margin-of-victory adjustments explain these shifts, with Wisconsin’s decisive win having the largest impact.

Got feedback on the ChampsRankELO model? Submit feedback here

Categories
Women's College Hockey Women's Hockey

ChampsRankELO – ELO-Based Rating System

This is the first iteration of the ChampsRankELO ranking report. An explanation of the methodology can be found here.

Note: As we make tweaks and automate this ranking system, updates will be made throughout each game day. Hopefully, this will happen in the next week or two.

Click here to view our other ranking: ChampsRankSOS

ChampsRankELO: DI Women’s College Hockey

as of November 30, 2025

RankTeamELO RatingGames Played
1Ohio State171216
2Wisconsin166318
3UConn164716
4Penn State164418
5Minnesota159916
6Northeastern159816
7Minnesota Duluth159716
8Princeton158813
9Clarkson157417
10Minnesota State157018
11Cornell156614
12Quinnipiac156418
13Mercyhurst154720
14Boston College153118
15Vermont153018
16Yale153014
17Colgate152318
18Holy Cross152118
19Saint Anselm151417
20Union151318
21St. Cloud State150518
22St. Lawrence150419
23Franklin Pierce149917
24Harvard149512
25New Hampshire148918
26St. Thomas148318
27RIT148120
28Brown147914
29Syracuse146620
30Maine146618
31Dartmouth144212
32Providence143917
33Bemidji State143716
34Stonehill143517
35Boston University143015
36Merrimack142916
37Assumption142618
38Post142017
39Lindenwood140820
40Robert Morris140420
41LIU139114
42RPI138419
43Sacred Heart136915
44Delaware136618
45Saint Michaels132613

St. Anselm vs. St Cloud State?

Why St. Anselm is ranked #19 (1514 ELO)

  1. Win record: 11-6-0 (64.7%) vs St. Cloud State’s 6-11-1 (33.3%)
  • Nearly twice as many wins, which ELO rewards directly

2. Goal differential: +12 (+0.71/game) vs St. Cloud State’s -6 (-0.33/game)

  • Positive differential plus blowout wins (e.g., 8-2 vs LIU) boost ELO via the MOV multiplier

3. Weak schedule: Average opponent rating 1441.54

  • 108 ELO points weaker than St. Cloud State’s opponents
  • Easier wins, but sequential ELO compounds early wins

Why St. Cloud State is ranked #21 (1505 ELO)

  1. Losing record: 6-11-1 (33.3%)
  • Fewer wins despite playing stronger competition

2. Negative goal differential: -6 (-0.33/game)

  • Compounded by losses to strong teams

3. Strong schedule: Average opponent rating 1549.28

  • 108 ELO points stronger than St. Anselm’s opponents
  • Early losses to strong teams (UConn, Minnesota) deflated their rating early

The core problem: Sequential compounding

ELO processes games chronologically, so early results set the trajectory:

  • St. Anselm: Early wins against weak teams (starting at 1500) boosted their rating. Even after those teams’ ratings dropped, St. Anselm’s rating stayed higher, making later wins worth more.
  • St. Cloud State: Early losses to strong teams deflated their rating. Even after those teams’ ratings rose, St. Cloud State’s rating stayed lower, making later wins worth less.

The SOS adjustment (post-processing, multiplier 1.0) helps but can’t fully undo the 108-point schedule gap and the compounding effects. This is why ChampsRankSOS ranks St. Cloud State #9 vs St. Anselm #36 — the iterative approach accounts for schedule strength holistically.

ChampsRankELO vs. ChampsRankSOS:

  1. Consensus at the top: Both systems rank Ohio State #1 and Wisconsin #2, but ELO shows a larger gap (49.23 points vs 0.22 in ChampsRank1).

2. Major differences in middle rankings:

  • UConn: #3 in ELO vs #7 in ChampsRankSOS (ELO favors recent momentum)
  • St. Cloud State: #9 in ChampsRankSOS vs #21 in ELO (ChampsRankSOS better accounts for schedule strength)
  • Saint Anselm: #19 in ELO vs #36 in ChampsRank1 (17-rank difference – ELO influenced by early wins vs weak teams)

3 . Methodological differences:

  • ELO: Sequential processing captures momentum; recent games have immediate impact
  • ChampsRankSOS: Iterative approach provides a more holistic season evaluation
  • Both use 45-day time decay, but apply it differently

Got feedback on the ChampsRankELO model? Submit feedback here