Football AI Beta - Research Preview - Statistical analyses are continuously improving.

Scottish Premiership - 2024/2025

Historical record
Dundee crest

Dundee

Kickoff

2025-01-14 20:00:00

VS

3 - 3

Celtic crest

Celtic

Fixture: HistoricalLifecycle: historicalData: historical dataset

Intelligence overview

Away win

Medium confidence, strongest supported indicator: Over 1.5 goals.

Expected goals

Dundee: 1.3
Celtic: 2.2

Home xG / Away xG

Model

analysis-v1

sportmonks-football-501-23690-v1

Publication

historical

Public view hides drafts

53%

Confidence

Medium confidence

Review context

AI MATCH ANALYSIS

Generated from verified statistical data

Detailed AI analysis is being prepared

Private AI draft text is hidden until numerical prediction approval, AI validation and manual AI review are complete.

Post-match review

Prediction result

The published prediction has been compared with the verified final result.

Final result

3 - 3

Dundee vs Celtic

1X2 status

Not correct

Away win

Strongest market

Correct

Over 1.5 goals

Match preview

Dundee vs Celtic prediction preview

A crawlable match article generated from the same local statistics used by the public prediction view.

Dundee vs Celtic is a Scottish Premiership fixture scheduled for 14 January 2025 at 20:00. This preview looks at the match through a statistical lens: team form, goal profile, home and away context, expected goals, 1X2 probabilities and market-style indicators such as over 1.5 goals, over 2.5 goals and both teams to score. The page is written for football research and match preparation, not as betting advice.

The current model view describes this game as away win. The 1X2 board gives Dundee a 16% home-win probability, the draw a 22% probability and Celtic a 62% away-win probability. The leading model outcome is Celtic win. The leading 1X2 outcome is ahead by 40 percentage points, which gives the preview a clearer direction while still leaving room for match volatility. Those numbers are useful for comparing the balance of the fixture, but they should not be read as certainty. Football matches can change quickly because of team selection, injuries, red cards, weather, fixture congestion and tactical choices that are not always available in the local dataset before kick-off.

Dundee form and statistical profile

Dundee comes into this analysis with 22 wins, 17 draws and 37 defeats across the available sample. That works out at 1.09 points per game, with 1.3 goals scored per match and 1.82 goals conceded per match. Dundee's recent local form string is L-W-W-L-W. For this fixture, Analysis Engine V1 estimates 1.3 expected goals for Dundee. If the home side is to justify the model's view, its attacking output needs to be strong enough to convert territory and shot volume into clear chances rather than low-value pressure.

Celtic form and statistical profile

Celtic is measured with 55 wins, 9 draws and 12 defeats in the same local analysis layer. The away profile shows 2.29 points per game, 2.42 goals scored per match and 0.88 goals conceded per match. Celtic's recent local form string is W-W-W-W-W. The model assigns 2.2 expected goals to Celtic. That figure matters because a modest away xG can still be enough to change the match if the home probability edge is narrow or the draw probability is elevated.

Goals, BTTS and over/under angle

The expected-goals total for Dundee vs Celtic is 3.5. The over 1.5 goals probability is 95%, the over 2.5 goals probability is 67% and both teams to score is rated at 76%. The goal model leans toward an open match, so attacking efficiency and transition defence may be more important than simple possession share. This means the goals profile should be read separately from the winner market: a match can carry a reasonable goals signal without producing a clear favourite, and a strong 1X2 lean does not automatically make every goals market attractive.

What could decide this match?

The key swing factor is whether the statistical edge turns into match control. If Dundee can keep the game in the zones that support its expected-goals figure, the home probability becomes more meaningful. If Celtic disrupts rhythm early or keeps the score level deep into the match, the draw probability becomes more relevant. That is why this preview separates the winner market from the goal markets and keeps the final language cautious.

Prediction summary and risk notes

The strongest model indicator for this fixture is Over 1.5 Goals, with a confidence score of 53 out of 100 and a confidence label of medium. The confidence score of 53 puts this in a cautious middle zone: useful for comparison, but not strong enough for aggressive language. The analysis is based on 76 matches for Dundee and 76 matches for Celtic, source dataset sportmonks-football-501-23690-v1, and model version analysis-v1. The most important caution is that this project still treats Analysis Engine V1 as a research baseline. Draw handling and confidence calibration are known limitations, so the best use of this page is to understand the statistical shape of the match rather than to expect a guaranteed result.

Match FAQ

Dundee vs Celtic FAQ

Short answers for readers and search engines, based on the same published model values shown on this page.

Who is favourite in Dundee vs Celtic?

Celtic win is the leading 1X2 outcome in the current model view. The probabilities are 16% for Dundee, 22% for the draw and 62% for Celtic.

What is the expected goals view for Dundee vs Celtic?

The model estimates 1.3 expected goals for Dundee and 2.2 for Celtic, giving a total expected-goals figure of 3.5.

What are the BTTS and over 2.5 goals probabilities?

Both teams to score is rated at 76%. Over 2.5 goals is rated at 67%, while over 1.5 goals is rated at 95%.

Is this match preview betting advice?

No. Football AI publishes statistical estimates and responsible match research only. The site does not provide bookmaker odds, staking advice, guaranteed outcomes or betting services.

What data is used for this prediction?

This page uses local fixture data, team summaries where available, source dataset sportmonks-football-501-23690-v1, model version analysis-v1 and manually gated public analysis rules.

Probability board

Exact model percentages, never bookmaker odds.

Home16%

Model-estimated probability, not odds.

Draw22%

Model-estimated probability, not odds.

Away62%

Model-estimated probability, not odds.

Over 1.595%

Model-estimated probability, not odds.

Over 2.567%

Model-estimated probability, not odds.

BTTS76%

Model-estimated probability, not odds.

A probability is an estimated chance from the local model context. It is not an outcome promise and is not bookmaker odds.

Evidence engine

Reasons are grouped for readability using available local data context.

Form

The model favours away win from pre-match team context.

Source context: 2024/2025 / local dataset

Attack

Over 1.5 goals is the strongest supported indicator.

Source context: 2024/2025 / local dataset

Defence

Confidence is labelled medium, so this estimate should be treated cautiously.

Source context: 2024/2025 / local dataset

Home/Away

The model favours away win from pre-match team context.

Source context: 2024/2025 / local dataset

League context

Over 1.5 goals is the strongest supported indicator.

Source context: 2024/2025 / local dataset

Schedule/rest

Confidence is labelled medium, so this estimate should be treated cautiously.

Source context: 2024/2025 / local dataset

Market intelligence

Goals, corners and discipline signals

A separate explanation layer for match markets. These signals do not change Analysis Engine V1 and are not bookmaker odds.

Goals outlook

Active

V1 expects 3.5 total goals. Local team samples average 3.21 total goals in matches involving these sides.

Over 1.595%
Over 2.567%
BTTS76%

1X2 balance

Active

The winner market remains separated from goals markets, so a high goal signal does not automatically mean a strong home or away call.

Home16%
Draw22%
Away62%

Corners outlook

Imported

Imported historical sample suggests 10.83 combined team corners per match across the current market dataset.

Dundee54%

4.5 avg corners

Celtic76%

6.33 avg corners

Sample60%

6 matches max

Cards and possession

Imported

Imported discipline sample rates this matchup around 4.5 weighted cards. Possession averages are shown when available.

Cards risk90%

Low/High risk labels

Dundee48%

Avg possession

Celtic60%

Avg possession

Current season context

Team Season Statistics

Sportmonks current-season team statistics are shown separately from the historical team baseline, so visitors can see what is live-season context and what is older backtest evidence.

League window

2026-07-31 to 2026-09-02

Scottish Premiership NaN

Imported fixtures

25

25 scheduled fixtures

Completed fixtures

0

Season has not produced completed rows yet.

Teams tracked

12

Teams found in current Sportmonks fixture window.

Home current-season team

Dundee

Season pending

Played

0

No completed current-season fixtures yet.

Scheduled

4

Upcoming fixtures imported from Sportmonks.

Record

0W 0D 0L

Current-season record only.

Win share0%
Draw share0%
Loss share0%

This row is waiting for completed current-season match data. It is not treated as form evidence yet.

Away current-season team

Celtic

Season pending

Played

0

No completed current-season fixtures yet.

Scheduled

4

Upcoming fixtures imported from Sportmonks.

Record

0W 0D 0L

Current-season record only.

Win share0%
Draw share0%
Loss share0%

This row is waiting for completed current-season match data. It is not treated as form evidence yet.

Risk review

Risk and uncertainty signals

Short caution signals that explain why the analysis remains measured. These do not change the V1 prediction.

Draw tendency sample

17%

Combined draw share across both team samples.

Model draw probability22%

V1 draw estimate shown for transparency.

Confidence caution

Standard

Still not a guarantee or betting recommendation.

Confidence53%

Manual publication remains required.

Historical sample context

152 matches

Current-season form will appear separately after Sportmonks current-season imports are expanded.

Historical team baseline

Longer-term profile from completed local datasets: 2024/2025, 2025/2026. Current-season signals appear separately when Sportmonks match data is available.

DundeeMetricCeltic
1.09
Overall PPG
2.29
1.3
Goals for
2.42
1.82
Goals against
0.88
76
Sample
76

Dundee form

LWWLW

PPG 1.09 - GF 99 - GA 138

Celtic form

WWWWW

PPG 2.29 - GF 184 - GA 67

Dundee win rate29%
Celtic win rate72%
Draw share sample17%

Home team signal

Dundee

LWWLW

Points profile

1.09 PPG

22W 17D 37L sample

Goals for

1.3

99 scored across local sample

Goals against

1.82

138 conceded across local sample

Win share29%
Draw share22%
Loss share49%

Away team signal

Celtic

WWWWW

Points profile

2.29 PPG

55W 9D 12L sample

Goals for

2.42

184 scored across local sample

Goals against

0.88

67 conceded across local sample

Win share72%
Draw share12%
Loss share16%

Match timeline

Key match events

Goals, cards, VAR and substitutions appear only when verified Sportmonks event data exists locally.

Related intelligence

Other Scottish Premiership fixtures from the local lifecycle.

  • 1Dundee United vs Rangers2026-07-31 19:00:00Scottish Premiership
  • 2Falkirk vs St. Mirren2026-08-01 14:00:00Scottish Premiership
  • 3Aberdeen vs Hearts2026-08-01 16:30:00Scottish Premiership
  • 4St. Johnstone vs Kilmarnock2026-08-02 13:00:00Scottish Premiership