Template-Type: ReDIF-Article 1.0 Handle: RePEc:ebj:ijpssr:2024v3iIIIa3 Title: Influential Factors in Successful Run Chases in T20 International Cricket: A Statistical and Predictive Analysis Author-Name: Syed Asghar Ali Shah Author-Name: Qamruz Zaman Author-Name: Ubaid-Us-Salam Qazi Author-Name: Touheed Iqbal Author-Name: Asma Mubarik Author-Email: cricsportsresearchgroup@gmail.com Abstract: This study investigates the factors influencing successful run chases in T20 International cricket using data from 458 limited-overs matches. Variables such as innings scores, toss outcomes, and venue characteristics were analysed. Correlation analysis revealed significant relationships between first-innings scores and match outcomes, while the Shapiro-Wilk normality test indicated that second-innings scores deviate from normality, impacts model selection. Logistic regression identified batting order and match conditions as key predictors of run chasing success. The model demonstrated stability, evidenced by low variance inflation factors, and achieved high predictive accuracy validated by metrics including the area under the curve (AUC), precision, and F1 score. Findings indicate that a stable top order, favourable match conditions, and winning the toss significantly enhance the likelihood of successful chases. Additionally, strong middle orders and adaptive strategies contribute to overcoming high first-innings scores. Future research should focus on machine learning applications to explore complex variable interactions and the influence of psychological factors on run chases. Journal: International Journal of Politics & Social Sciences Review Year: 2024 Volume: 3 Issue: III Pages: 20-29 File-URL: https://ojs.ijpssr.org.pk/index.php/ijpssr/article/download/40/30/364 File-Format: Application/pdf