Celtic held on to claim a 3-2 victory over Motherwell in a match that delivered more goals than our pre-match model anticipated. Motherwell struck first through E. Watt's 17th-minute opener, but Celtic responded methodically. D. Maeda leveled before the interval, then B. Nygren put the visitors ahead in the 58th minute following an assist from Yang Hyun-Jun. Motherwell's L. Gordon pulled one back in the 85th minute to set up a tense finale, only for K. Iheanacho to settle matters from the penalty spot deep into stoppage time.

Our model predicted a 1-2 scoreline with Celtic favored at just 30% win probability—a cautious forecast that proved correct on the result but significantly underestimated the goal tally. The prediction captured Celtic's away advantage and superior form correctly; the visitors' 80% win rate and historical dominance in this fixture (6 wins in 8) did translate to three points. However, we missed the attacking intensity that emerged. The high-scoring nature of recent Celtic-Motherwell meetings that we'd flagged should have weighted heavier—the H2H average of 3.5 goals per game was eventually exceeded here. Weather conditions and perceived pitch impact may have been overweighted in our caution, while Motherwell's willingness to press and create chances in the first half proved more potent than their recent form suggested.

The penalty in the 90+8th minute proved decisive, transforming what might have been a draw into a Celtic win that maintains their pursuit of a top-two finish. For a model prioritizing accuracy, this serves as a reminder: even when directional calls land, the distributional assumptions underpinning exact scores merit constant refinement.