Abstract: Systems and methods (e.g., utilities) for use in providing automated data quality detection that can be used multiple times across various domains and across multiple data quality spheres. A data structure or schema of an incoming data set is initially mapped to a desired data or knowledge state in a domain ontology made up of a number of TBox statements. Data quality issues in the incoming data set can then be detected as instances of the incoming data set are attempted to be inferenced against or otherwise matched to anticipated TBox statements of the domain ontology.

Abstract: Systems and methods (e.g., utilities) for use in providing automated data quality detection that can be used multiple times across various domains and across multiple data quality spheres. A data structure or schema of an incoming data set is initially mapped to a desired data or knowledge state in a domain ontology made up of a number of TBox statements. Data quality issues in the incoming data set can then be detected as instances of the incoming data set are attempted to be inferenced against or otherwise matched to anticipated TBox statements of the domain ontology.

Abstract: A resource coordinating system is provided. The resource coordinating system has an interface module that receives a request from a user and an ontology framework module including a plurality of objects, each object being associated with a respective resource. The resource coordinating system also has a search module that coordinates a retrieval of information from one or more resources based on a search strategy generated in response to the user's request and an output module that generates an output to the user based on the retrieved information wherein, the search strategy selects objects from the ontology framework module based on the user's request and each selected object directs the search module to its associated resource.