Why do we need vector space?

Could you elaborate on the significance of vector spaces in the realm of finance and cryptocurrency? How do they contribute to enhancing our understanding and managing complex financial systems? Are there specific applications where vector spaces prove to be indispensable, and if so, what are they? Furthermore, what challenges does the adoption of vector spaces pose, and how can we overcome them to harness their full potential?