Scottish Premiership - 28275

Current lifecycle fixture

Celtic

Kickoff

2026-08-03 18:30:00

Dundee

Fixture: Approved analysisLifecycle: publishedData: 13/07/2026, 10:11:17 | analysis-v1

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Intelligence overview

Home win

Medium confidence, strongest supported indicator: Over 1.5 goals.

Expected goals

Celtic: 2

Dundee: 0.8

Home xG / Away xG

Model

analysis-v1

live-local

Publication

published

Public view hides drafts

57%

Confidence

Medium confidence

Review context

AI MATCH ANALYSIS

Validated reportScottish PremiershipModel gpt-5-mini

Celtic strong home favourite; goals likely over 1.5

Celtic are clear favourites (72% home-win probability) with an expected 2.0 home goals versus 0.8 for Dundee. Model signals a match prone to goals (84% over 1.5) and a moderate chance both teams score (62%). Confidence is medium (57). Key advantages: Celtic's home scoring rate and Dundee's away concession profile.

Match Outlook

The model classifies this fixture as a home-leaning match: Celtic carry the highest single outcome probability (72%); the alternative outcomes — draw (20%) and away win (8%) — are substantially lower. Expected goals sum to 2.8, supporting a higher-goals market as the strongest signal.

Current Form

The predictive inputs highlight a favourable form trend for Celtic relative to Dundee. That advantage is reflected in the outcome probabilities and expected goals allocation used by the model.

Both: 2.0 / 0.8 - Model expects a sizable attacking output from Celtic relative to Dundee.
Celtic: 72% - Model assigns a dominant likelihood to a Celtic win at home.

Home vs Away

Home advantage is a clear driver: Celtic’s home scoring rate and the projection of 2.0 expected home goals underpin the 72% home-win probability. Dundee’s away concession metric increases the skew toward the home side.

Both: 2.8 - Aggregate attacking expectation supports markets for multiple goals.
Celtic: 2.3 home goals per match - High home scoring average contributes to the elevated expected home goals figure.

Goals Outlook

The model identifies goal-heavy tendencies: 84% probability for over 1.5 and 50% for over 2.5. Expected goals (2.8 combined) and Celtic’s home scoring underpin those levels. BTTS sits at 62%, indicating a decent chance Dundee also score despite their lower away win probability.

Over 1.5

High likelihood (84%) — over 1.5 is the strongest market signal.

Over 2.5

Marginally balanced (50%) — model treats over 2.5 as a coinflip outcome.

BTTS

Moderate likelihood (62%) — while Celtic are favoured, Dundee have a material chance to score.

Expected goals

Celtic: 2

Dundee: 0.8

Both: 62% - Reasonable probability that both sides will find the net.
Both: 84% - Strong signal that the match will produce multiple goals.

Key Strengths

Celtic

Home scoring power

Celtic’s projected 2.0 expected home goals and cited 2.3 home goals per match present a clear attacking edge in this fixture.

Dundee

Opponent scoring chance

Despite the away underdog status, a 62% BTTS figure indicates Dundee retain a credible chance to score, contributing to higher goal totals.

Key Risks

Model limitations on draw probability

The provenance flags that draw prediction is a known V1 weakness; the draw probability (20%) may be under- or over-estimated relative to true draw risk.

Medium confidence calibration

Confidence is labelled medium (score 57). That implies useful directional signals but measurable uncertainty in exact probabilities.

Seasonal and sample constraints

The provenance notes limited match samples and variable performance by league/season; historical fit does not guarantee future outcomes.

Final Verdict

Celtic are the clear favourites at home with a strong signal toward multiple goals.

The model’s strongest signals are a Celtic win (72%) and over 1.5 goals (84%), driven by Celtic’s home scoring profile and Dundee’s away concession rate. Expected goals of 2.0 v 0.8 (2.8 combined) align with these markets. Medium confidence and documented model weaknesses — especially around draws and calibration — mean probabilities should be treated as directional rather than definitive.

Confidence language: Medium (57). This remains an analytical view, not a guaranteed selection.

Model Transparency

Analysis Engine V1 calculates the probabilities. The AI writer explains the verified inputs and does not alter numbers, add odds, or claim certainty.

Data Used

Source datasets: live-local. Generated 2026-07-14T08:19:44.450Z.

Limitations

- Confidence calibration remains weak.
- Draw prediction is a known V1 weakness.
- Historical accuracy does not prove future performance.
- No profitability measurement exists.
- Performance varies by league and season.