AI Model Win Probability
RIVER HAWKS
0%
LIONS
100%
RIVER HAWKS
--
LIONS
--
AI Model Projected Total
AI Projection
148.0
Projected
Book Total
--
Over / Under Line
Over 0
100%
Under 0
0%
AI Model Spread Expectation
AI Spread Proj
+10.0
COLUMBIA
Book Spread
--
Book Line
Spread Distribution
AI Model
-30-20-100+10+20+30
Distribution centered around COLU +10.0 expected margin.
Margin of Victory (COLU)
UML By 1-7 points
23.0%
UML By 8-14 points
27.2%
COLU By 1-7 points
10.7%
COLU By 8-14 points
3.3%
AI Model Projected Score
UMass Lowell
79
UMASS LOWELL
Columbia
69
COLUMBIA
Simulated Score
UMass Lowell
72
UMASS LOWELL
Columbia
68
COLUMBIA
Projections Grades
Moneyline (ML)
Agreement
AI
River Hawks
Loss
0% Win Prob
D
Sim
River Hawks
Loss
50% Win Prob
D
Point Spread (ATS)
Divergence
AI
Lions (+13.5)
Win
Proj Spread: +10.0
D
Sim
River Hawks (-0)
Loss
Proj Spread: -4.0
D
Over/Under (Total)
No Consensus
AI
u156.5
Loss
Proj Total: 148.0
D
Sim
u156.5
Win
Proj Total: 140.0
D
Head-to-Head History
Date
Game
Score
Nov 13, 2025
UML @ COLU
72 - 86
Nov 10, 2022
UML @ COLU
89 - 62
Key Model Drivers
Steals (L5)
+20.8% more
UMass Lowell: 6.1
vs
Columbia: 4.8
Turnovers (L5)
+14.0% more
UMass Lowell: 14.6
vs
Columbia: 12.6
Free Throw % (L5)
+3.6%
UMass Lowell: 74.5%
vs
Columbia: 70.8%
Assists (L5)
+16.5% more
Columbia: 13.9
vs
UMass Lowell: 12.0
Post-Mortem Analysis
Metric
Projected
Actual
Score Game
UML Score
79.0
72
COLU Score
69.0
86
Team Stats Splits (Home / Away)
3pt Field Goal %
31.0 / 31.0
42.0 / 54.0
Assists
13.9 / 12.0
15.0 / 21.0
Blocks
2.8 / 2.5
3.0 / 2.0
Field Goal %
44.4 / 41.0
48.0 / 47.0
Free Throw %
70.8 / 74.5
69.0 / 64.0
Rebounding
35.0 / 33.3
48.0 / 25.0
Steals
4.8 / 6.1
6.0 / 6.0
Turnovers
12.6 / 14.6
17.0 / 14.0
Public Market Splits
Moneyline
Open: --
→
--
Spread (ATS)
Open: --
→
--
Total (O/U)
Open: --
→
--
Situational Trends
📊 Win-Loss
UML
15-18-0
(45.5%)
Margin: -1.4
ATS +/-: -0.3
COLU
Advantage
16-12-0
(57.1%)
Margin: 5.0
ATS +/-: 0.0
🎯 ATS (Spread)
UML
Advantage
16-14-0
(53.3%)
Margin: -1.4
ATS +/-: -0.3
COLU
13-13-0
(50.0%)
Margin: 5.0
ATS +/-: 0.0
⚖️ Over/Under
UML
14-15-1
O: 48.3% / U: 51.7%
Total +/-: +1.2
COLU
14-12-0
O: 53.8% / U: 46.2%
Total +/-: -1.1
Season to Date Model Accuracy
AI Model
SIM Engine
COLU
UML
COLU
UML
ML
44%
12-15
70%
23-10
56%
15-12
58%
19-14
ATS
59%
16-11
70%
23-10
56%
15-12
58%
19-14
TTL
74%
20-7
58%
19-14
100%
27-0
100%
33-0