The growing integration of predictive analytics into arbitration marks a significant technological development in contemporary dispute resolution. By deploying artificial intelligence and machine learning systems trained on arbitral awards, procedural orders, institutional statistics, and arbitrator-related data, predictive tools promise to forecast likely outcomes, estimate damages, evaluate procedural trends, and support strategic case management. This paper critically examines whether predictive analytics functions primarily as an efficiency-enhancing mechanism or whether it creates deeper risks to arbitral independence and procedural integrity. Its central objective is to assess the balance between technological innovation and foundational arbitral principles, including neutrality, party autonomy, confidentiality, equality of arms, and adjudicatory discretion. Methodologically, the paper adopts a doctrinal, analytical, and comparative approach to arbitral rules, institutional practices, emerging AI guidelines, and relevant regulatory developments. The findings indicate that predictive analytics can improve procedural efficiency by facilitating early case assessment, encouraging informed settlement negotiations, reducing uncertainty, assisting resource allocation, and supporting more structured case management. However, reliance on historical arbitral data may also embed structural biases, create information asymmetries, intensify strategic arbitrator profiling, and indirectly pressure arbitrators to align decisions with statistical expectations. Because arbitration derives legitimacy from flexibility and individualized justice, excessive reliance on predictive tools may encourage standardization of outcomes and weaken the human judgment central to arbitral decision-making. The paper concludes that predictive analytics should be used strictly as an assistive tool rather than a determinative influence. To safeguard arbitral independence, transparency standards, verification duties, confidentiality protections, equality-oriented safeguards, and ethical governance frameworks are necessary to ensure that technological tools complement, rather than compromise, the core values of arbitration.