Livingston vs Inverness Caledonian Thistle

Scottish Championship · Sat 19 Sep 2026, 15:00
Livingston
1.31–0.95expected goals
Inverness Caledonian Thistle
Livingston
43%
Draw
31%
Inverness Caledonian Thistle
25%
Most likely scorelines
1-114.7% · 6.80-012.1% · 8.31-011.9% · 8.42-08.9% · 11.22-18.5% · 11.70-18.2% · 12.31-26.2% · 16.20-24.7% · 21.2
Exact scores are low-probability by nature — the likeliest scoreline here is 15%, and these eight cover 75% of outcomes between them.
Most likely score by result
If Livingston 1-0 · 12% · 8.4If draw 1-1 · 15% · 6.8If Inverness Caledonian Thistle 0-1 · 8% · 12.3
How this is modelled. Dixon-Coles Poisson with ridge-penalised attack and defence ratings, exponential time decay and a low-score correction, fitted on five seasons of Scottish league results, with a shots-on-target proxy blended into the expected-goals estimate. Early in a season the fit pools all four Scottish divisions, because promoted and relegated clubs have no record in their new division; it shifts to a division-specific fit once the season has its own data. Backtesting on both match result and exact scoreline showed that schedule beats either fixed choice.
These are model probabilities for information only, not betting advice. In walk-forward testing on a held-out season this model did not beat bookmaker prices — flat-stake betting on its disagreements lost money. It is published as a calibrated forecast, not an edge.