Estimated outcome probability. A likely winner can still be overpriced.
← Decision briefsCollege Football · Oct 17, 12:30 PM PDT FORECASTTexas Tech Red Raiders RELIABILITY4/4 model reports MARKET VALUENot established
Texas Tech Red Raiders vs Arizona State Sun Devils
84.3%Texas Tech Red Raiders
NOT LOCKED4/4 independent models select Texas Tech Red Raiders; all four oriented probabilities average 84.25%.
15 reported evidence limits. Agreement alone does not establish accuracy.
A probability difference alone does not account for forecast error, fees, spread, or available liquidity.
Why the models lean this way
These are reasons recorded by the models. They are not independently verified facts or measured causes of a probability change.
- Gemini: Texas Tech's undefeated 5-0 record and #10 ranking.
- Claude: DraftKings line TTU -15.5 implies ~88% favorite win probability
- Grok: Texas Tech 5-0 record versus Arizona State 3-2 record
- GPT: Texas Tech is 5-0 while Arizona State is 3-2.
Read all four model reports
Gemini · Texas Tech Red Raiders · 87.0%
Texas Tech enters the matchup undefeated at 5-0 and ranked #10, while Arizona State is 3-2 and unranked. The betting market strongly favors the Red Raiders with a -15.5 point spread, which historically translates to an implied win probability of approximately 85-88%.
google/gemini-3.1-pro-preview · Oct 15, 5:08 PM PDTClaude · Texas Tech Red Raiders · 88.0%
Texas Tech is favored by 15.5 points per DraftKings, which historically converts to roughly an 87-90% win probability for the favorite in FBS games. Supporting evidence aligns: Texas Tech is 5-0 and ranked No. 10 nationally, while Arizona State is 3-2 and unranked. A total of 49.5 suggests a moderate-scoring environment, which slightly favors the stronger team covering its edge rather than variance-driven upsets. I anchor on the market-implied figure and make no adjustment given no injury or efficiency data to justify deviation.
anthropic/claude-opus-5 · Oct 15, 5:07 PM PDTGrok · Texas Tech Red Raiders · 78.0%
Texas Tech enters at 5-0 with a top-10 ranking while Arizona State is 3-2 and unranked. The DraftKings market line lists Texas Tech as a 15.5-point favorite, indicating a substantial talent and form edge on neutral or comparable venue data. These structured facts supply a clear comparative signal favoring Texas Tech to win.
xai/grok-4.3 · Oct 15, 5:07 PM PDTGPT · Texas Tech Red Raiders · 84.0%
Texas Tech has the stronger evidence package on every supplied comparative signal: a 5-0 record versus Arizona State’s 3-2 record, a No. 10 ranking versus no ranking supplied for Arizona State, and a substantial market line of Texas Tech -15.5. Among the immutable facts, the market line is the strongest single indicator of expected game winner, and a spread of this size generally implies a clear favorite rather than a toss-up. The better record and ranking align with that signal, so the evidence supports Texas Tech as the likely winner. Because no injury, roster availability, or advanced efficiency context is included, the estimate should remain bounded rather than extreme.
openai/gpt-5.4 · Oct 15, 5:07 PM PDTWhat remains uncertain
- Lack of advanced team efficiency metrics.
- Absence of injury reports and depth chart updates.
- No detailed weather or specific home/away splits provided.
- No injury, suspension, or depth-chart information supplied
- No advanced efficiency metrics (SP+, EPA, success rate) available
- Venue listed as 'Galaxy Stadium' with no explicit home/away designation, so home-field value is unclear
- No strength-of-schedule context behind the 5-0 and 3-2 records
- No information on weather or late line movement
What to watch next
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Open the event and source context →What changed before the lock
- First recorded forecast
First prospective probability state captured for this source and competition.
Record hash
27c6a4f5333f0c0eedcf882f5e305b9a43b3f8348920ab4f9b751b810c718588
Reasons are shown as they were recorded. The ledger does not establish that a specific fact caused a probability change.
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