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COLLEGE FOOTBALL
WEEK 4
ESPNUAI PredictionARST @ TCU Horned Frogs
Sunday, September 20, 2026
AI Condition Layer Analysis
XGBoost ML model trained on 2019–2025 CFB seasons · 67% confidence
TCU Horned FrogsWIN PROBABILITYArkansas State Red Wolves
57%
43%
MODEL PICK
TCU Horned Frogs
CONFIDENCE
67%
4
Home Edge
3
Neutral
0
Away Edge
Condition Layers (7 factors analyzed)
Frogs 66/10050/100 Wolves
TCU Horned Frogs
66/100 — 41-35 over 6 seasons
Arkansas State Red Wolves
50/100 — 36-36 over 6 seasons
TCU Horned Frogs rates 66/100 vs ARST at 50/100 — a 16-point gap in program quality.
Frogs 0/1000/100 Wolves
TCU Horned Frogs
0-0 (0% win rate)
Arkansas State Red Wolves
0-0 (0% win rate)
TCU Horned Frogs is 0-0 vs ARST at 0-0 this season.
Series History (2019–2024)
3–3
2024
ARST wins24 – 15
2023
Frogs wins43 – 24
2022
ARST wins32 – 8
2021
Frogs wins39 – 33
2020
Frogs wins31 – 17
2019
ARST wins38 – 24
6-Season Program History (2019–2024)
TCU Horned Frogs
41-35 overall2019
5-7
2020
6-6
2021
5-7
2022
13-2AP #2
2023
5-8
2024
7-5
AP Ranked in 1 of 6 seasons
Arkansas State Red Wolves
36-36 overall2019
6-6
2020
6-6
2021
6-6
2022
6-6
2023
6-6
2024
6-6
AP Ranked in 0 of 6 seasons
About this model: Predictions are generated by an XGBoost machine learning model trained on 6+ years of college football data (2019–2025), including win/loss records, scoring offense/defense, AP rankings, strength of schedule, home field advantage, and head-to-head matchup history. Model historical accuracy: ~68%. For entertainment purposes only.
Game Information
Kickoff
Sun, Sep 20, 12:00 AM UTC
Network
ESPNU
Stadium
Amon G. Carter Stadium