This study compares federated learning study structures with conventional centralized structures to analyse their effect on worker development and training. Data was collected from 50 personnel throughout various sectors using a blended-strategies method, reaching a 95% reaction rate via online systems, in-person interviews, and organisation intranet structures. The findings display that 89% of individuals believed federated systems provide robust privacy and data security, with 12 information breaches attributed to decentralized frameworks over three years, as compared to twelve breaches in centralized structures. Moreover, federated systems established a widespread boom in worker engagement, with 45% of respondents rating education packages as extremely enticing as compared to 12% for centralized structures. Comprehensive qualitative interviews supplied precious insights, including the need for additional complex technical guides, more suitable cell abilities, and gamification factors. Federated studying's decentralized shape preserved employee autonomy even as it boosted productivity; 82% of individuals stated extensively utilizing their abilities in real-world duties. By using privacy-targeted algorithms, this technique facilitated flexible studying even as it ensured that content remained applicable and inclusive for employees across various departments and experience levels. The paper emphasizes how federated getting-to-know transforms company training environments using improving protection, constructing consideration, and enforcing results-driven strategies. The findings spotlight the significance of integrating federated systems to cope with cutting-edge organizational challenges, imparting a scalable, strong, and worker-centric solution for sustainable growth.