A technique for the deployment of data mining algorithms on a web service, such as IBM's WebSphere Application Server, is disclosed. Rather than having to deploy the data mining models with the data, the data can be transported to the web server as part of a message. Models can be cached on the web server and easily changed by operations executed by the client. This allows for efficient administration of the operational environment. Because a web services environment is inherently scalable, servers can be transparently enabled based on demand. Further, with web services communication is via data objects in memory which allows for ease of implementation and operational efficiency.