Edgehalla

Shot Prop Lab

Shots on Goal Projections for Thursday, October 22, 2026

Expected shots on goal for every skater on tonight's slate, and the chance he clears 1.5, 2.5 and 3.5. Each number starts from the shooter's own attempt rate and accuracy, times the ice time we expect him to get at 5-on-5 and on the power play, then adjusts for the defenders he is likely to face and how well the opponent kills penalties.

12 games, 435 skaters · updated Oct 21, 12:20 PM ET · model shotprops-1.1.0. Projections, not picks. No sportsbook lines are posted for this date yet.

Most likely to get 3+ shots

  1. Matt BoldyMIN @ CGY75% · 4.08
  2. Alex DeBrincatDET @ VAN68% · 3.64
  3. Kirill KaprizovMIN @ CGY66% · 3.51
  4. Jason RobertsonDAL vs WPG64% · 3.41
  5. Joel Eriksson EkMIN @ CGY62% · 3.27
  6. Cutter GauthierANA @ NJD61% · 3.25
  7. Filip ForsbergNSH @ BOS61% · 3.23
  8. David PastrnakBOS vs NSH61% · 3.23
  9. Macklin CelebriniSJS @ OTT60% · 3.17
  10. Viktor ArvidssonDET @ VAN60% · 3.17
  11. Kyle ConnorWPG @ DAL58% · 3.11
  12. Auston MatthewsTOR vs NYR58% · 3.10
  13. Dylan LarkinDET @ VAN57% · 3.07
  14. Jack HughesNJD vs ANA57% · 3.06

Softest 5v5 matchups

  1. Matt BoldyMIN @ CGY+11% (+0.27) · 4.08
  2. Joel Eriksson EkMIN @ CGY+11% (+0.22) · 3.27
  3. Alex DeBrincatDET @ VAN+8% (+0.20) · 3.64
  4. Viktor ArvidssonDET @ VAN+9% (+0.20) · 3.17
  5. David PastrnakBOS vs NSH+8% (+0.19) · 3.23
  6. Clayton KellerUTA @ SEA+9% (+0.15) · 2.51
  7. Dylan GuentherUTA @ SEA+8% (+0.14) · 2.95
  8. JJ PeterkaBOS vs NSH+9% (+0.14) · 2.08
  9. Drake BathersonOTT vs SJS+7% (+0.11) · 2.43
  10. Dylan CozensOTT vs SJS+7% (+0.10) · 2.39
  11. Pavel DorofeyevNYR @ TOR+4% (+0.08) · 2.83
  12. Jack HughesNJD vs ANA+3% (+0.07) · 3.06
  13. Timo MeierNJD vs ANA+3% (+0.06) · 2.53
  14. Will CuylleNYR @ TOR+5% (+0.06) · 1.90

Toughest 5v5 matchups

  1. Connor McDavidEDM vs CAR−11% (−0.22) · 2.82
  2. Evan BouchardEDM vs CAR−11% (−0.19) · 2.26
  3. Kyle ConnorWPG @ DAL−8% (−0.19) · 3.11
  4. Beckett SenneckeANA @ NJD−8% (−0.17) · 2.95
  5. Cutter GauthierANA @ NJD−8% (−0.17) · 3.25
  6. Cole PerfettiWPG @ DAL−9% (−0.15) · 2.49
  7. Macklin CelebriniSJS @ OTT−7% (−0.14) · 3.17
  8. Will SmithSJS @ OTT−7% (−0.11) · 2.32
  9. Bobby McMannSEA vs UTA−6% (−0.10) · 2.17
  10. Rickard RakellPIT vs FLA−5% (−0.10) · 2.69
  11. Egor ChinakhovPIT vs FLA−6% (−0.09) · 1.96
  12. Logan StankovenCAR @ EDM−5% (−0.09) · 2.24
  13. Mackie SamoskevichSEA vs UTA−5% (−0.09) · 1.78
  14. Mason McTavishSTL vs VGK−5% (−0.08) · 2.08

Every skater, with filters and book lines: full slate below.

Every skater, Oct 22

Games: NSH @ BOS · NYR @ TOR · SJS @ OTT · ANA @ NJD · FLA @ PIT · LAK @ NYI · VGK @ STL · WPG @ DAL · MIN @ CGY · CAR @ EDM · UTA @ SEA · DET @ VAN. Matchup is the 5-on-5 adjustment for the defenders he is expected to face and home ice (+5% = 5% more shots than his usual rate).

435 skaters
  • 4.08Exp SOG
    Over 2.5
    75%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    23:22
    PP TOI
    4:18
    SOG/60 5v5
    9.0
    Matchup
    +11%
    2+ / 3+ / 4+
    89% / 75% / 56%
  • 3.64Exp SOG
    Over 2.5
    68%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    20:10
    PP TOI
    3:04
    SOG/60 5v5
    9.2
    Matchup
    +8%
    2+ / 3+ / 4+
    86% / 68% / 48%
  • 3.51Exp SOG
    Over 2.5
    66%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    22:59
    PP TOI
    4:19
    SOG/60 5v5
    6.9
    Matchup
    +11%
    2+ / 3+ / 4+
    84% / 66% / 46%
  • 3.41Exp SOG
    Over 2.5
    64%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    21:03
    PP TOI
    4:02
    SOG/60 5v5
    8.8
    Matchup
    +2%
    2+ / 3+ / 4+
    83% / 64% / 44%
  • 3.27Exp SOG
    Over 2.5
    62%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    21:56
    PP TOI
    3:58
    SOG/60 5v5
    7.6
    Matchup
    +11%
    2+ / 3+ / 4+
    82% / 62% / 41%
  • 3.25Exp SOG
    Over 2.5
    61%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    17:51
    PP TOI
    3:30
    SOG/60 5v5
    10.4
    Matchup
    −8%
    2+ / 3+ / 4+
    81% / 61% / 40%
  • 3.23Exp SOG
    Over 2.5
    61%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    21:05
    PP TOI
    4:13
    SOG/60 5v5
    8.2
    Matchup
    +2%
    2+ / 3+ / 4+
    81% / 61% / 40%
  • 3.23Exp SOG
    Over 2.5
    61%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    20:23
    PP TOI
    3:29
    SOG/60 5v5
    8.4
    Matchup
    +8%
    2+ / 3+ / 4+
    81% / 61% / 40%
  • 3.17Exp SOG
    Over 2.5
    60%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    21:29
    PP TOI
    3:48
    SOG/60 5v5
    7.8
    Matchup
    −7%
    2+ / 3+ / 4+
    80% / 60% / 39%
  • 3.17Exp SOG
    Over 2.5
    60%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    19:16
    PP TOI
    3:01
    SOG/60 5v5
    8.9
    Matchup
    +9%
    2+ / 3+ / 4+
    80% / 60% / 39%
  • 3.11Exp SOG
    Over 2.5
    58%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    22:04
    PP TOI
    3:56
    SOG/60 5v5
    8.8
    Matchup
    −8%
    2+ / 3+ / 4+
    79% / 58% / 38%
  • 3.10Exp SOG
    Over 2.5
    58%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    19:33
    PP TOI
    3:45
    SOG/60 5v5
    8.6
    Matchup
    +0%
    2+ / 3+ / 4+
    79% / 58% / 37%
  • 3.07Exp SOG
    Over 2.5
    57%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    21:20
    PP TOI
    3:14
    SOG/60 5v5
    7.1
    Matchup
    +9%
    2+ / 3+ / 4+
    79% / 57% / 37%
  • 3.06Exp SOG
    Over 2.5
    57%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    19:11
    PP TOI
    3:25
    SOG/60 5v5
    8.9
    Matchup
    +3%
    2+ / 3+ / 4+
    79% / 57% / 37%
  • 3.01Exp SOG
    Over 2.5
    56%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    21:04
    PP TOI
    3:36
    SOG/60 5v5
    8.2
    Matchup
    +0%
    2+ / 3+ / 4+
    78% / 56% / 36%
  • 2.95Exp SOG
    Over 2.5
    55%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    16:14
    PP TOI
    3:28
    SOG/60 5v5
    9.0
    Matchup
    +8%
    2+ / 3+ / 4+
    77% / 55% / 34%
  • 2.95Exp SOG
    Over 2.5
    55%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    22:33
    PP TOI
    3:57
    SOG/60 5v5
    7.5
    Matchup
    −8%
    2+ / 3+ / 4+
    77% / 55% / 34%
  • 2.83Exp SOG
    Over 2.5
    53%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    18:03
    PP TOI
    3:36
    SOG/60 5v5
    7.9
    Matchup
    +4%
    2+ / 3+ / 4+
    75% / 53% / 32%
  • 2.82Exp SOG
    Over 2.5
    52%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    23:16
    PP TOI
    3:41
    SOG/60 5v5
    7.2
    Matchup
    −11%
    2+ / 3+ / 4+
    75% / 52% / 31%
  • 2.78Exp SOG
    Over 2.5
    51%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    26:23
    PP TOI
    3:45
    SOG/60 5v5
    5.9
    Matchup
    +1%
    2+ / 3+ / 4+
    75% / 51% / 31%
  • 2.78Exp SOG
    Over 2.5
    51%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    20:06
    PP TOI
    3:27
    SOG/60 5v5
    7.8
    Matchup
    −2%
    2+ / 3+ / 4+
    75% / 51% / 31%
  • 2.74Exp SOG
    Over 2.5
    51%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    16:07
    PP TOI
    3:19
    SOG/60 5v5
    9.7
    Matchup
    −3%
    2+ / 3+ / 4+
    74% / 51% / 30%
  • 2.73Exp SOG
    Over 2.5
    50%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    28:49
    PP TOI
    4:51
    SOG/60 5v5
    4.7
    Matchup
    +12%
    2+ / 3+ / 4+
    74% / 50% / 30%
  • 2.70Exp SOG
    Over 2.5
    50%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    19:19
    PP TOI
    3:04
    SOG/60 5v5
    8.1
    Matchup
    −2%
    2+ / 3+ / 4+
    73% / 50% / 29%
  • 2.69Exp SOG
    Over 2.5
    49%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    20:44
    PP TOI
    4:03
    SOG/60 5v5
    7.5
    Matchup
    −5%
    2+ / 3+ / 4+
    73% / 49% / 29%
  • 2.68Exp SOG
    Over 2.5
    49%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    20:57
    PP TOI
    3:59
    SOG/60 5v5
    6.0
    Matchup
    −2%
    2+ / 3+ / 4+
    73% / 49% / 28%
  • 2.65Exp SOG
    Over 2.5
    49%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    17:49
    PP TOI
    3:55
    SOG/60 5v5
    8.3
    Matchup
    −4%
    2+ / 3+ / 4+
    72% / 49% / 28%
  • 2.62Exp SOG
    Over 2.5
    48%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    20:48
    PP TOI
    4:02
    SOG/60 5v5
    6.3
    Matchup
    +4%
    2+ / 3+ / 4+
    72% / 48% / 27%
  • 2.60Exp SOG
    Over 2.5
    47%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    20:13
    PP TOI
    3:12
    SOG/60 5v5
    6.4
    Matchup
    +9%
    2+ / 3+ / 4+
    71% / 47% / 27%
  • 2.60Exp SOG
    Over 2.5
    47%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    20:37
    PP TOI
    3:47
    SOG/60 5v5
    7.8
    Matchup
    −8%
    2+ / 3+ / 4+
    71% / 47% / 27%
  • 2.58Exp SOG
    Over 2.5
    47%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    23:04
    PP TOI
    3:41
    SOG/60 5v5
    6.2
    Matchup
    +1%
    2+ / 3+ / 4+
    71% / 47% / 27%
  • 2.56Exp SOG
    Over 2.5
    46%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    18:48
    PP TOI
    4:02
    SOG/60 5v5
    7.8
    Matchup
    +1%
    2+ / 3+ / 4+
    71% / 46% / 26%
  • 2.54Exp SOG
    Over 2.5
    46%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    20:09
    PP TOI
    4:03
    SOG/60 5v5
    5.6
    Matchup
    +3%
    2+ / 3+ / 4+
    70% / 46% / 26%
  • 2.53Exp SOG
    Over 2.5
    46%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    14:37
    PP TOI
    0:45
    SOG/60 5v5
    10.2
    Matchup
    +3%
    2+ / 3+ / 4+
    70% / 46% / 26%
  • 2.53Exp SOG
    Over 2.5
    46%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    19:13
    PP TOI
    4:13
    SOG/60 5v5
    6.3
    Matchup
    +2%
    2+ / 3+ / 4+
    70% / 46% / 26%
  • 2.52Exp SOG
    Over 2.5
    46%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    19:33
    PP TOI
    3:43
    SOG/60 5v5
    7.0
    Matchup
    +0%
    2+ / 3+ / 4+
    70% / 46% / 25%
  • 2.51Exp SOG
    Over 2.5
    45%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    17:38
    PP TOI
    3:28
    SOG/60 5v5
    7.4
    Matchup
    +9%
    2+ / 3+ / 4+
    70% / 45% / 25%
  • 2.49Exp SOG
    Over 2.5
    45%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    19:56
    PP TOI
    3:56
    SOG/60 5v5
    7.3
    Matchup
    −9%
    2+ / 3+ / 4+
    69% / 45% / 25%
  • 2.48Exp SOG
    Over 2.5
    44%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    20:03
    PP TOI
    3:52
    SOG/60 5v5
    6.8
    Matchup
    −5%
    2+ / 3+ / 4+
    69% / 44% / 24%
  • 2.47Exp SOG
    Over 2.5
    44%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    21:08
    PP TOI
    3:44
    SOG/60 5v5
    6.0
    Matchup
    −11%
    2+ / 3+ / 4+
    69% / 44% / 24%
  • 2.45Exp SOG
    Over 2.5
    44%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    17:49
    PP TOI
    3:04
    SOG/60 5v5
    7.6
    Matchup
    −2%
    2+ / 3+ / 4+
    69% / 44% / 24%
  • 2.44Exp SOG
    Over 2.5
    44%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    22:05
    PP TOI
    3:54
    SOG/60 5v5
    5.6
    Matchup
    +7%
    2+ / 3+ / 4+
    68% / 44% / 24%
  • 2.44Exp SOG
    Over 2.5
    43%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    17:46
    PP TOI
    3:35
    SOG/60 5v5
    7.3
    Matchup
    +1%
    2+ / 3+ / 4+
    68% / 43% / 24%
  • 2.43Exp SOG
    Over 2.5
    43%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    18:24
    PP TOI
    3:47
    SOG/60 5v5
    7.5
    Matchup
    −4%
    2+ / 3+ / 4+
    68% / 43% / 24%
  • 2.43Exp SOG
    Over 2.5
    43%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    18:18
    PP TOI
    3:37
    SOG/60 5v5
    6.8
    Matchup
    +7%
    2+ / 3+ / 4+
    68% / 43% / 23%
  • 2.41Exp SOG
    Over 2.5
    43%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    20:28
    PP TOI
    4:05
    SOG/60 5v5
    6.5
    Matchup
    −5%
    2+ / 3+ / 4+
    68% / 43% / 23%
  • 2.39Exp SOG
    Over 2.5
    42%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    17:04
    PP TOI
    3:03
    SOG/60 5v5
    7.3
    Matchup
    +7%
    2+ / 3+ / 4+
    67% / 42% / 23%
  • 2.36Exp SOG
    Over 2.5
    42%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    19:17
    PP TOI
    3:44
    SOG/60 5v5
    5.6
    Matchup
    −2%
    2+ / 3+ / 4+
    67% / 42% / 22%
  • 2.36Exp SOG
    Over 2.5
    41%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    21:03
    PP TOI
    4:27
    SOG/60 5v5
    5.3
    Matchup
    +2%
    2+ / 3+ / 4+
    67% / 41% / 22%
  • 2.36Exp SOG
    Over 2.5
    41%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    18:03
    PP TOI
    3:23
    SOG/60 5v5
    6.6
    Matchup
    +9%
    2+ / 3+ / 4+
    67% / 41% / 22%
  • 2.34Exp SOG
    Over 2.5
    41%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    17:59
    PP TOI
    2:20
    SOG/60 5v5
    7.7
    Matchup
    −4%
    2+ / 3+ / 4+
    66% / 41% / 22%
  • 2.33Exp SOG
    Over 2.5
    41%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    16:33
    PP TOI
    1:28
    SOG/60 5v5
    7.9
    Matchup
    +12%
    2+ / 3+ / 4+
    66% / 41% / 21%
  • 2.32Exp SOG
    Over 2.5
    41%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    24:55
    PP TOI
    4:13
    SOG/60 5v5
    4.8
    Matchup
    +3%
    2+ / 3+ / 4+
    66% / 41% / 21%
  • 2.32Exp SOG
    Over 2.5
    40%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    19:25
    PP TOI
    3:33
    SOG/60 5v5
    6.8
    Matchup
    −7%
    2+ / 3+ / 4+
    66% / 40% / 21%
  • 2.31Exp SOG
    Over 2.5
    40%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    18:56
    PP TOI
    3:59
    SOG/60 5v5
    6.2
    Matchup
    +4%
    2+ / 3+ / 4+
    66% / 40% / 21%
  • 2.28Exp SOG
    Over 2.5
    40%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    17:34
    PP TOI
    3:36
    SOG/60 5v5
    6.9
    Matchup
    −3%
    2+ / 3+ / 4+
    65% / 40% / 21%
  • 2.28Exp SOG
    Over 2.5
    40%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    18:06
    PP TOI
    3:11
    SOG/60 5v5
    6.9
    Matchup
    −2%
    2+ / 3+ / 4+
    65% / 40% / 20%
  • 2.28Exp SOG
    Over 2.5
    39%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    15:48
    PP TOI
    3:14
    SOG/60 5v5
    7.1
    Matchup
    −1%
    2+ / 3+ / 4+
    65% / 39% / 20%
  • 2.28Exp SOG
    Over 2.5
    39%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    25:01
    PP TOI
    4:06
    SOG/60 5v5
    4.9
    Matchup
    −5%
    2+ / 3+ / 4+
    65% / 39% / 20%
  • 2.26Exp SOG
    Over 2.5
    39%
    Best over
    –
    Books
    –
    Ice time, SOG/60 and matchup
    TOI
    25:15
    PP TOI
    3:49
    SOG/60 5v5
    5.6
    Matchup
    −11%
    2+ / 3+ / 4+
    65% / 39% / 20%

How the projections work

1. How often he shoots
For each strength state (5-on-5, power play, shorthanded, other), we take the shooter's unblocked attempts per 60 minutes and the share of them that hit the net, from every game in roughly the last 14 months. Recent games count more (the weight halves every 8 months), and both numbers are shrunk toward the forward or defenseman average, so a hot week or a short history barely moves them. Missed shots recorded in a rink whose scorers log more misses than the league are scaled down using our arena scorer factors.
2. How much he will play
Projected 5-on-5 time is a weighted average of his last 10 games, with the latest counting most. Power-play time is his share of his team's recent PP minutes times the PP time we expect tonight: the average of his team's recent PP time and the opponent's recent shorthanded time. The lineup is whoever dressed in the team's last game, or the forecast lineup when our matchup forecast has one.
3. Who he will face
Every skater gets a 5-on-5 shot-suppression rating from a ridge regression on line changes (RAPM-style): unblocked attempts against while he is on the ice, adjusted for his teammates, the opponents and home ice, with every rating pulled toward zero. A shooter's matchup factor averages the opposing skaters' ratings, weighted by the minutes he is expected to share with each. Those minutes come from the matchup forecast (which knows the home coach has last change) when it is available; otherwise from each opponent's projected 5-on-5 time.
4. Power play and venue
Power-play shots are scaled by the opponent's shots allowed per 60 while shorthanded, shrunk toward the league rate. Home teams shoot a little more at 5-on-5; the home and road split comes from the same regression.
5. From an average to a probability
Shots in one game spread out more than a simple Poisson count, because ice time and role move from night to night. We use a negative binomial distribution whose extra spread was fit on last season's out-of-sample projections, then read off P(2+), P(3+) and P(4+) shots.

Last fit Oct 21: 1,545 games, 999 skaters rated.

How accurate is it?

Held-out test: Oct 7, 2025 – Apr 16, 2026

Every game in the test season was projected using only data from before that day, the way the live model works. Lineups were the players who dressed; ice time was projected, not known. Shots on goal are the official count (shootout attempts excluded), arena scorer factors came from the previous season, and the spread of the distribution was fit on the previous season. Lower log-loss is better. The live model scored 1.5332 against 1.5441 for a shots-per-game baseline given the same distribution (mean squared error 1.723 vs 1.757). Defender matchup ratings improved on the team-level adjustment by +0.00026 nats per projection (95% interval +0.00001 to +0.00053, resampling whole games); mean squared error 1.724 → 1.723. The gain also showed up in the tuning season. It is a real but very small effect. Even with perfect knowledge of who played against whom, the gain would be 0.0000: ice time and the shooter's own volume dominate.

Out-of-sample accuracy by model variant
ModelProjectionsLog-lossMean sq. errorCorrelation
Shots per game, last 12 months47,2301.54411.7570.441
Shooter rate × projected ice time47,2301.53521.7300.455
+ opponent team 5v5 and penalty kill47,2301.53351.7240.458
+ defender ratings by expected matchup (live model)47,2301.53321.7230.458
Hindsight: actual matchups (upper bound, not usable)47,2301.53321.7230.458
0%0%20%20%40%40%60%60%80%80%100%100%Projected probabilityObserved rate
2+ SOG3+ SOG4+ SOGDashed line = perfect calibration. Held-out season, live model
Show as a table
LineBinnProjectedObserved
2+ SOG0–10%1697.7%9.5%
2+ SOG10–20%3,63316.6%16.2%
2+ SOG20–30%8,90725.3%22.9%
2+ SOG30–40%9,63234.9%32.8%
2+ SOG40–50%8,01644.8%43.5%
2+ SOG50–60%6,69255.0%54.5%
2+ SOG60–70%5,72264.6%64.7%
2+ SOG70–80%3,37574.5%74.8%
2+ SOG80–90%1,06783.0%84.7%
2+ SOG90–100%1790.9%100.0%
3+ SOG0–10%11,9616.5%5.9%
3+ SOG10–20%13,99414.6%13.7%
3+ SOG20–30%8,26424.6%23.8%
3+ SOG30–40%6,28234.8%35.5%
3+ SOG40–50%3,71944.6%44.1%
3+ SOG50–60%2,07154.7%56.7%
3+ SOG60–70%82663.6%66.7%
3+ SOG70–80%11273.1%72.3%
3+ SOG80–90%180.2%0.0%
4+ SOG0–10%30,0864.1%3.8%
4+ SOG10–20%9,86314.5%14.8%
4+ SOG20–30%4,44224.3%24.4%
4+ SOG30–40%2,02034.6%34.6%
4+ SOG40–50%69543.7%44.7%
4+ SOG50–60%11653.6%57.8%
4+ SOG60–70%861.8%75.0%

This season so far

3,983 projections across 117 games through Oct 21: 1.54 expected SOG per skater against 1.55 actual.

0%0%20%20%40%40%60%60%80%80%100%100%Projected probabilityObserved rate
2+ SOG3+ SOG4+ SOGDashed line = perfect calibration. This season, as published before each game
Show as a table
LineBinnProjectedObserved
2+ SOG0–10%248.7%4.2%
2+ SOG10–20%27316.5%17.9%
2+ SOG20–30%74225.3%21.8%
2+ SOG30–40%90734.7%35.9%
2+ SOG40–50%70644.8%47.9%
2+ SOG50–60%57554.7%51.0%
2+ SOG60–70%43365.0%64.0%
2+ SOG70–80%25374.2%78.3%
2+ SOG80–90%7082.3%81.4%
3+ SOG0–10%9536.5%6.5%
3+ SOG10–20%1,30014.3%14.3%
3+ SOG20–30%75524.7%25.0%
3+ SOG30–40%45634.7%31.1%
3+ SOG40–50%32044.5%46.9%
3+ SOG50–60%13954.8%59.0%
3+ SOG60–70%5963.1%76.3%
3+ SOG70–80%171.1%0.0%
4+ SOG0–10%2,6264.1%4.4%
4+ SOG10–20%78114.1%12.7%
4+ SOG20–30%39924.3%24.6%
4+ SOG30–40%12735.2%40.9%
4+ SOG40–50%4943.2%53.1%
4+ SOG50–60%151.9%0.0%

FAQ

How are NHL shots on goal projections calculated?

Expected SOG = projected ice time at each strength × the shooter's shrunk shots-per-60 at that strength × a matchup factor. The matchup factor comes from the shot-suppression ratings of the opposing skaters he is expected to face at 5-on-5, and from the opponent's penalty kill on the power play. The probabilities come from a negative binomial distribution fit on last season.

Are these betting picks?

No. These are model projections, not bets. The table shows the sportsbook shots line and best prices from up to five US books for context. Since we started logging our projections against those lines before each game (October 2026), the books have been about as accurate as the model on shots on goal, which is not an edge once the bookmaker margin is paid. A 60% projection still misses four times in ten, and the calibration section shows how the probabilities have held up.

How accurate are the projections?

We test the model the way it is used: for every game of a full held-out season, it only sees data from before that day. The methodology section on this page shows the log-loss against a simple shots-per-game baseline and a calibration chart. When we say 40%, it should happen about 40% of the time.

Is this the same SOG number as the daily projections table?

Yes. Tonight's shots on goal and time on ice in the daily fantasy projections table come from this model, so a skater shows the same expected SOG on both pages. On the first graded nights of the season it beat the provider projection it replaced on squared error, log-loss and correlation with actual shots.

Does the opposing defense pair really matter?

Somewhat, and less than ice time and the shooter's own volume. The page reports how much the matchup factor improves accuracy over a team-level adjustment, and how repeatable the defender ratings are from one half of the games to the other. Most matchup factors land between 0.9 and 1.1.

When do the projections update?

Overnight, after the previous night's games, and again during the day as lineups settle. Players who did not dress in their team's last game are left out until they do, so check confirmed lines before puck drop.

Why is a player I expected missing?

The lineup comes from the team's most recent game (or the matchup forecast when it has one). A player returning from injury or a healthy scratch is not projected until he dresses again.