3Expected goals differential (Atalanta's 1.6 vs Fiorentina's 1.4)
4Fiorentina's failure to score in 2 of their 7 matches
5Atalanta's clean sheet record (1 away clean sheet in 3 matches)
The statistical model favors Atalanta's victory (41%) and a low-scoring outcome (most likely 1-2) due to Fiorentina's poor home performance and Atalanta's slightly stronger attacking metrics. Fiorentina's home record this season is dire, with 3 losses and only 1 draw in 4 matches, conceding 9 goals at home while scoring just 3. This suggests a defensive vulnerability that could be exploited by Atalanta, whose away record (3 losses in 3 matches) shows a tendency to concede goals, though their expected goals (1.6) still slightly outpace Fiorentina's (1.4). Atalanta's ability to score away (3 goals in 3 matches) may offset their defensive lapses, but Fiorentina's failure to score in 2 of their 7 matches raises concerns about their attacking reliability. A Fiorentina win (33%) would require a significant defensive improvement and a rare away goal from Atalanta, while a draw (26%) might hinge on both teams failing to capitalize on chances, given Fiorentina's lack of home scoring and Atalanta's away defensive frailties.