Ipswich Town vs Birmingham City: match statistics

Ipswich are clear favorites: at home they average 1.8 goals per match with an average xG of 1.82 and 5.65 shots on target from 16.85 total shots, while Birmingham away scores only 0.75 goals on average and has xG 1.09 with 2.3 shots on target and 9.75 shots overall. Defensively the hosts also look stronger — Ipswich concede 0.7 goals at home on average and record 45% clean sheets, whereas Birmingham concede 1.5 goals away and have only 15% clean sheets; goal difference is +22 for the hosts versus -15 for the visitors. Differences in efficiency are also visible in conversion stats: Ipswich benefit from a conversion rate close to 11% and register only 10% of matches without a goal, while Birmingham have conversion around 8% and fail to score in 45% of away games. Form confirms the advantage — Ipswich earn 1.8 points per match in the last 5 games, while Birmingham only 0.8 and the visitors have scored only 2 goals in their last 5 matches. Based on this I forecast a home win.

xG analysis shows 1.91 for Ipswich and 1.09 for Birmingham, which in a simple Poisson model yields ~85% chance Ipswich scores at least once and ~66% for Birmingham, giving an approximate BTTS probability of ~57% for 'BTTS - Yes'. Seasonal indicators confirm home advantage: Ipswich has a season BTTS of 65% and BTTS 60% in the last 5 matches, while Birmingham has seasonal BTTS 40% and only 20% in the last 5, which weakens the away signal. Despite that, Birmingham generated xG 1.49 in their last 5 matches (scoring 2 goals in those 5), indicating chance creation and some risk of improved finishing. Additionally, Ipswich averages 1.65 goals at home, averages 17.7 shots and 5.55 shots on target, while Birmingham concedes 1.5 goals away and has only 15% clean sheets, so considering Ipswich’s offensive numbers and Birmingham’s defensive vulnerability I assign 57% to 'BTTS - Yes' and 43% to 'BTTS - No', selecting 'Yes' as the strongest signal.

Combining the home xG of 1.91 with the away defensive xG of 1.42 yields an expected 1.66 goals for Ipswich, while combining Birmingham xG 1.09 with Ipswich defensive xG 1.05 gives 1.07 for the visitors; the total expected goals is 2.73. This aligns with season data: Ipswich scores on average 1.65 goals from 17.7 shots and 5.55 on-target shots, whereas Birmingham has 0.75 goals, 9.75 shots and only 2.3 on target, which strengthens the home attack. A Poisson model with λ=2.73 gives approximately 76% probability for Over 1.5 goals, about 51% for Over 2.5 and about 29% for Over 3.5; this correlates with the seasonal Over 1.5 rate (75%) and suggests slightly higher chances than the seasonal Over 2.5 (45%). Additionally, Ipswich have had 65% of matches with both teams scoring versus 40% for Birmingham, and in the last 5 matches the hosts scored 8 goals (1.6 per game) versus 2 goals for the visitors (0.4 per game), increasing the likelihood of at least two goals. As a result, the strongest betting signal is Over 1.5 with an estimated probability of 76%, while Over 2.5 (51%) and Over 3.5 (29%) are less convincing.

HT/FT forecast: 1/1 — I expect Ipswich to lead at half-time and win the match; Ipswich led at half-time in 45% of matches, while Birmingham were trailing in 70% of their games, which strongly supports the home side holding a lead after 45 minutes. Ipswich’s superiority is evident in the numbers: home xG averages 1.91 versus 1.09 for the visitors, an average of 5.55 shots on target versus 2.3 and average goals per match 1.65 vs 0.75, all of which increase the likelihood of maintaining the lead. First-half statistics confirm this conclusion — Ipswich scores on average 0.9 goals by half-time and concedes 0.5, whereas Birmingham averages 0.25 scored and concedes 0.95 in the first 45 minutes. Additionally, Ipswich win 45% of home matches and have only 15% losses, while Birmingham lose 60% of their games, so the strongest signal from the data is 1/1 (34%), with alternatives being X/1 (10%) and X/X (22%).