Gap Analysis Remediation
In the majority of cases, a Gap identified in Data Profiling reflects the lack of sufficient data to solve for the targeted use case(s). Such remediation is often accomplished by creating derived attributes from the data-on-hand, and/or the acquisition of incremental data source(s).
AI-powered Gap Remediation
Creating new information from the data-on-hand has long been one remediation approach. However, though the use of AI, completely new data can be generated from the data-on-hand. A powerful example of this technique is the use of Sentiment Analysis generated from third party content sources to augment an e-commerce company’s data.