This thesis focuses on the statistical analysis and prediction of fiber performance in data center environments, specifically for short links. The study analyzes the relationships between various bandwidth metrics, such as the -3dB, -5dB, -10dB bandwidths, and the equivalent bandwidth, in predicting the maximum achievable fiber length (Lmax) and Bit Error Rate (BER). The dataset used for the analysis comprised 8 lasers, 4 wavelengths, and 3766 OM4 fibers, with measurements taken across multiple short distances commonly found in data centers. Initially, a detailed correlation analysis was conducted to explore the relationships between these bandwidth metrics, Lmax, and BER. The equivalent bandwidth emerged as the most strongly correlated parameter with Lmax, particularly at shorter distances, such as 30m and 50m, where correlations reached as high as 96%.