All things considered, both teams should be pushing hard for all three points after a mixed start to the campaign. However, they will each see the value in a draw, and a low-scoring affair appears to be the most likely outcome.
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Data Analysis
Our analysis of all available data, including recent performances and player stats up until an hour before kickoff, suggested the most likely outcome of this match was a Swansea City win with a probability of 42.3%. A win for Birmingham City had a probability of 31.39% and a draw had a probability of 26.3%.
The most likely scoreline for a Swansea City win was 0-1 with a probability of 10.66%. The next most likely scorelines for that outcome were 1-2 (8.79%) and 0-2 (7.5%). The likeliest Birmingham City win was 1-0 (8.9%), while for a drawn scoreline it was 1-1 (12.51%). The actual scoreline of 2-2 was predicted with a 5.2% likelihood. Our team at Sports Mole correctly predicted a draw in this match.
-1.19) 
0.01) 
