Apptio, Inc.

Jay Randolf Gindin

Paul Damien McLachlan

Svilen Mihaylov

Embodiments are directed towards generating reports for visualizing data models. A RACI engine may obtain RACI information for a user. A report engine may provide metadata associated with a report for visualizing the data model. The report engine may be arranged to provide anchor points in the data model based on the metadata, the RACI information. The report engine may be arranged to provide a report template based on the anchor points, the RACI information, and the metadata such that the report template includes references to data objects selected automatically based on the metadata and the anchor points. The report engine may display a report based on the report template that provides visualizations based on values associated with the data objects.

Report generation based on user responsibility

Embodiments are directed towards normalizing ingested data sets based on fuzzy comparisons to known data sets. Raw data sets that each include raw records may be provided to an ingestion engine. Ingestion rules and known data sets may be provided based on the raw records. The ingestion engine may be employed to iteratively execute the ingestion rules. A comparison of the raw records to the known data sets may be performed. Contents of the raw records may be transformed into model record values and stored in model records. A score value that indicates a confidence level that the model records are correct may be provided. An association of the one or more ingestion rules used to transform the raw record contents into the model record values for each of the one or more model records may be added to a data model.

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Bellevue, WA, United States of America

Jay Randolf Gindin