Estimated outcome probability. A likely winner can still be overpriced.
← Decision briefsCollege Football · Oct 17, 12:30 PM PDT YOUR RESEARCH TASK FORECASTTexas Tech Red Raiders RELIABILITY4/4 model reports MARKET VALUENot established
Texas Tech Red Raiders vs Arizona State Sun Devils
85.5%Texas Tech Red Raiders
NOT LOCKED4/4 independent models select Texas Tech Red Raiders; all four oriented probabilities average 85.5%.
Check the evidence
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- Read the model reasons and reported limits.
- Inspect available source context; record missing sources.
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17 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.
- Claude: DraftKings line TTU -16.5 implies roughly 87-90% win probability
- Gemini: Texas Tech is 5-0 and ranked #10
- Grok: TTU 5-0 record versus ASU 3-2
- GPT: Texas Tech record: 5-0
Read all four model reports
Claude · Texas Tech Red Raiders · 88.0%
Texas Tech is a 16.5-point favorite per the supplied DraftKings line, which historically converts to roughly an 87-90% win probability for a double-digit favorite of that size. Supporting facts align: Tech is undefeated at 5-0 and ranked No. 10 nationally, while Arizona State is 3-2 and unranked. No contrary signal appears in the evidence package, so I anchor near the market-implied figure with a small haircut for unknown injury/venue effects.
anthropic/claude-opus-5 · Oct 17, 9:53 AM PDTGemini · Texas Tech Red Raiders · 88.0%
Texas Tech is undefeated at 5-0 and ranked #10, while Arizona State is 3-2 and unranked. The market line heavily favors Texas Tech by 16.5 points, indicating a high probability of them winning the game.
google/gemini-3.1-pro-preview · Oct 17, 9:53 AM PDTGrok · Texas Tech Red Raiders · 82.0%
Texas Tech holds a 5-0 record and #10 ranking against Arizona State's 3-2 mark. The DraftKings market line lists TTU as a 16.5-point favorite, supplying a clear comparative signal that the Red Raiders are substantially stronger on current form. Venue is listed as Galaxy Stadium with no further home/away designation supplied.
xai/grok-4.3 · Oct 17, 9:53 AM PDTGPT · Texas Tech Red Raiders · 84.0%
Texas Tech has the clearly stronger evidence package: an undefeated 5-0 record versus Arizona State's 3-2, a supplied No. 10 ranking versus no ranking for Arizona State, and a very large market signal of Texas Tech -16.5. In college football, a double-digit favorite of this size is usually the dominant comparative indicator in a game-winner forecast, and it aligns with the record/ranking gap rather than conflicting with it. Those factors support Texas Tech as a strong favorite. I stop short of a higher estimate because the evidence package does not include injuries, home-field designation clarity beyond a neutral-seeming venue name, or deeper team-strength metrics.
openai/gpt-5.4 · Oct 17, 9:53 AM PDTWhat remains uncertain
- No injury, depth-chart, or quarterback availability information
- No advanced efficiency, strength-of-schedule, or opponent-quality context for either record
- Venue listed as 'Galaxy Stadium' with no explicit home/away or neutral-site designation
- Weather and travel factors unavailable
- Line is a single-provider snapshot at data_current_at, not a consensus or closing number
- No advanced statistics provided
- No injury reports or depth chart changes available
- Venue impact is unclear without knowing if Galaxy Stadium is a neutral site or home for either team
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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